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Li J, Yang C, Zhang Y, Hong X, Jiang M, Zhu Z, Li J. Leveraging miRNA-mediated expression profiles to predict prognosis and identify distinct molecular subtypes in ovarian cancer: a multi-cohort study. Int Immunopharmacol 2025; 150:114303. [PMID: 39961214 DOI: 10.1016/j.intimp.2025.114303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Revised: 02/11/2025] [Accepted: 02/12/2025] [Indexed: 03/03/2025]
Abstract
Ovarian cancer (OV) remains the deadliest gynecological malignancy, with non-coding RNA-mediated transcriptomic deregulation significantly influencing its prognosis and heterogeneous progression. In this study, we prioritized miRNA-mediated gene expression profiles by identifying key negative correlations between miRNA-mRNA pairs. We developed a machine learning-based non-coding index (NCI), incorporating a four-gene signature (GAS1, GFPT2, ZFHX4, and KCNA1) to predict patient prognosis and therapeutic response. Validation across multiple datasets revealed that OV patients with higher NCI scores had significantly poorer survival outcomes and resistance to immunotherapy. Additionally, we established a four-class subtyping taxonomy through unsupervised clustering, validated in four independent datasets. The S1 and S3 subtypes were characterized by high NCI scores, abundant stromal and immune infiltration, with the S3 subtype exhibiting the worst survival. Conversely, the S2 subtype showed downregulation of immune response genes, while the S4 subtype displayed epithelial differentiation and favourable prognosis. Integrative analyses of bulk and single-cell transcriptomic data revealed that the S3 subtype had a significantly higher fibroblast proportion compared to other subtypes, whereas the S1 subtype was marked by high T cell content. Through ridge regression-based drug sensitivity analyses, we prioritized candidate therapeutics for each subtype. Notably, the S3 subtype demonstrated sensitivity to dasatinib but resistance to methotrexate. Finally, we developed a user-friendly Shiny-based website to facilitate the application of our prognostic and subtype classification models (https://jli-bioinfo.shinyapps.io/NCI_online/). This study establishes a critical prognostic marker and proposes a novel molecular classification framework grounded in miRNA-regulated gene expression profiles, advancing our understanding of the non-coding mechanisms driving OV heterogeneity.
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Affiliation(s)
- Jiang Li
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Chuanlai Yang
- Department of Science and Technology, The Second Affiliated Hospital of Soochow University, Soochow, China
| | - Yunxiao Zhang
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China; Department of Andrology, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, China
| | - Xiaoning Hong
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Mingye Jiang
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China
| | - Zhongxu Zhu
- Biomics Center, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China.
| | - Jiang Li
- Clinical Big Data Research Center, The Seventh Affiliated Hospital, Sun Yat-Sen University, Shenzhen, China; Shenzhen Key Laboratory of Chinese Medicine Active Substance Screening and Translational Research, Guangdong, Shenzhen, China.
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2
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Wang W, Du Y, Datta S, Fowler JF, Sang HT, Albadari N, Li W, Foster J, Zhang R. Targeting the MYCN-MDM2 pathways for cancer therapy: Are they druggable? Genes Dis 2025; 12:101156. [PMID: 39802403 PMCID: PMC11719324 DOI: 10.1016/j.gendis.2023.101156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 09/11/2023] [Accepted: 09/26/2023] [Indexed: 01/16/2025] Open
Abstract
Targeting oncogenes and their interactive partners is an effective approach to developing novel targeted therapies for cancer and other chronic diseases. We and others have long suggested the MDM2 oncogene being an excellent target for cancer therapy, based on its p53-dependent and -independent oncogenic activities in a variety of cancers. The MYC family proteins are transcription factors that also regulate diverse biological functions. Dysregulation of MYC, such as amplification of MYCN, is associated with tumorigenesis, especially for neuroblastoma. Although the general survival rate of neuroblastoma patients has significantly improved over the past few decades, high-risk neuroblastoma still presents a poor prognosis. Therefore, innovative and more potent therapeutic strategies are needed to eradicate these aggressive neoplasms. This review focuses on the oncogenic properties of MYCN and its molecular regulation and summarizes the major therapeutic strategies being developed based on preclinical findings. We also highlight the potential benefits of targeting both the MYCN and MDM2 oncogenes, providing preclinical evidence of the efficacy and safety of this approach. In conclusion, the development of effective small molecules that inhibit both MYCN and MDM2 represents a promising new strategy for the treatment of neuroblastoma and other cancers.
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Affiliation(s)
- Wei Wang
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
- Drug Discovery Institute, University of Houston, Houston, TX 77204, USA
| | - Yi Du
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
| | - Sayantap Datta
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
| | - Josef F. Fowler
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
| | - Hannah T. Sang
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
| | - Najah Albadari
- College of Pharmacy, The University of Tennessee Health Science Center, Memphis, TN 38163, USA
| | - Wei Li
- College of Pharmacy, The University of Tennessee Health Science Center, Memphis, TN 38163, USA
| | - Jennifer Foster
- Texas Children's Hospital, Department of Pediatrics, Section of Hematology-Oncology Baylor College of Medicine, Houston, TX 77030, USA
| | - Ruiwen Zhang
- Department of Pharmacological and Pharmaceutical Sciences, College of Pharmacy, University of Houston, Houston, TX 77204, USA
- Drug Discovery Institute, University of Houston, Houston, TX 77204, USA
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Yenigun VB, Ucar VB, Sari ZB, Azzawri AA, Acar YS, Kaplan MB, Nergiz S, Acar H. Evaluation of the simultaneous effects of KRAS G12V and LCS6 alterations on the behavior of head and neck squamous cell carcinoma. Mutat Res 2024; 830:111895. [PMID: 39667107 DOI: 10.1016/j.mrfmmm.2024.111895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2024] [Revised: 11/29/2024] [Accepted: 12/02/2024] [Indexed: 12/14/2024]
Abstract
BACKGROUND Head and neck squamous cell carcinomas are the seventh most common cancer accounting for 90 % of malignant neoplasia of the upper respiratory system. KRAS is a very important oncogene, leading to the suppression of apoptosis, and promoting the pathogenesis and development of tumors. MicroRNAs (miRNAs) are highly conserved, small noncoding RNA molecules aberrantly expressed in various pathologies including regulation of tumor and metastasis-associated genes. Variant (rs61764370) of the let-7 miRNA complementary site of KRAS 3'-untranslated region (KRAS-LCS6) has been shown to disrupt the ability of miRNAs to target genes resulting in differential target mRNA and protein expression. METHODS In this study, the effects of variant complementary site LCS6 of the let-7 miRNA in head and neck cancer were investigated in vitro using laryngeal carcinoma HEp-2 carrying G12V and LCS6 alterations in the KRAS gene. Non-cancer HEK-293 cells were also used as control cells. RESULTS G12V mutation in the KRAS gene increases invasion capacity and is specifically active on the ERK pathway associated with metastasis. Alteration in the LCS6 region of the KRAS gene did not show additional effects compared to cells only carrying G12V mutation. Our results also showed that the coexistence of G12V and LCS6 alterations is lethal to specific cell types, UM-SCC-17A laryngeal cancer cells in our case. CONCLUSIONS The LCS6 region alteration of the KRAS may play a key role in further cancer progression, and more research is needed to fully understand the mechanisms by which the LCS6 alterations promote cancer progression.
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Affiliation(s)
- Vildan Betul Yenigun
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey; Bezmialem Vakif University, Faculty of Medicine, Department of Medical Biochemistry, Istanbul, Turkey
| | - Vasfiye Betul Ucar
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey
| | - Zeynep Betul Sari
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey; Yıldırım Beyazıt University, Department of Medical Biology, Ankara, Turkey
| | - Ali Ahmed Azzawri
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey
| | | | - Muhammed Burak Kaplan
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey
| | - Suleyman Nergiz
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey
| | - Hasan Acar
- Selcuk University, Faculty of Medicine, Department of Medical Genetics, Konya, Turkey.
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4
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Kobelyatskaya A, Tregubova A, Palicelli A, Badlaeva A, Asaturova A. OVsignGenes: A Gene Expression-Based Neural Network Model Estimated Molecular Subtype of High-Grade Serous Ovarian Carcinoma. Cancers (Basel) 2024; 16:3951. [PMID: 39682139 DOI: 10.3390/cancers16233951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Revised: 11/21/2024] [Accepted: 11/22/2024] [Indexed: 12/18/2024] Open
Abstract
BACKGROUND/OBJECTIVES High-grade serous carcinomas (HGSCs) are highly heterogeneous tumors, both among patients and within a single tumor. Differences in molecular mechanisms significantly describe this heterogeneity. Four molecular subtypes have been previously described by the Cancer Genome Atlas Consortium: differentiated, immunoreactive, mesenchymal, and proliferative. These subtypes may have varying degrees of progression, relapse-free survival, and overall survival, as well as response to therapy. The precise determination of these subtypes is certainly necessary both for diagnosis and future development of targeted therapies within personalized medicine. METHODS In this study, we analyzed gene expression data based on bulk RNA-seq, scRNA-seq, and spatial transcriptomic data from six cohorts (totaling 535 samples, including 60 single-cell samples). Differential expression analysis was performed using the edgeR package. The KEGG database and GSVA package were used for pathways enrichment analysis. As a predictive model, a deep neural network was created using the keras and tensorflow libraries. RESULTS We identified 357 differentially expressed genes among the four subtypes: 96 differentiated, 33 immunoreactive, 91 mesenchymal, and 137 proliferative. Based on these, we created OVsignGenes, a neural network model resistant to the effects of platform (test dataset AUC = 0.969). We then ran data from five more cohorts through our model, including scRNA-seq and spatial transcriptomics. CONCLUSIONS Because the differentiated subtype is located at the intersection of the other three subtypes based on PCA and does not have a unique profile of differentially expressed genes or enriched pathways, it can be considered an initiating subtype of tumor that will develop into one of the three other subtypes.
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Affiliation(s)
- Anastasiya Kobelyatskaya
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, 119991 Moscow, Russia
- National Medical Research Center for Obstetrics, Gynecology and Perinatology Named After Academician V.I. Kulakov of the Ministry of Health of Russia, 117513 Moscow, Russia
| | - Anna Tregubova
- National Medical Research Center for Obstetrics, Gynecology and Perinatology Named After Academician V.I. Kulakov of the Ministry of Health of Russia, 117513 Moscow, Russia
| | - Andrea Palicelli
- Pathology Unit, Azienda USL-IRCCS di Reggio Emilia, 42123 Reggio Emilia, Italy
| | - Alina Badlaeva
- National Medical Research Center for Obstetrics, Gynecology and Perinatology Named After Academician V.I. Kulakov of the Ministry of Health of Russia, 117513 Moscow, Russia
| | - Aleksandra Asaturova
- National Medical Research Center for Obstetrics, Gynecology and Perinatology Named After Academician V.I. Kulakov of the Ministry of Health of Russia, 117513 Moscow, Russia
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5
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McCabe A, Quinn GP, Jain S, Ó Dálaigh M, Dean K, Murphy RG, McDade SS. ClassifieR 2.0: expanding interactive gene expression-based stratification to prostate and high-grade serous ovarian cancer. BMC Bioinformatics 2024; 25:362. [PMID: 39574035 PMCID: PMC11580654 DOI: 10.1186/s12859-024-05981-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Accepted: 11/06/2024] [Indexed: 11/25/2024] Open
Abstract
BACKGROUND Advances in transcriptional profiling methods have enabled the discovery of molecular subtypes within and across traditional tissue-based cancer classifications. Such molecular subgroups hold potential for improving patient outcomes by guiding treatment decisions and revealing physiological distinctions and targetable pathways. Computational methods for stratifying transcriptomic data into molecular subgroups are increasingly abundant. However, assigning samples to these subtypes and other transcriptionally inferred predictions is time-consuming and requires significant bioinformatics expertise. To address this need, we recently reported "ClassifieR," a flexible, interactive cloud application for the functional annotation of colorectal and breast cancer transcriptomes. Here, we report "ClassifieR 2.0" which introduces additional modules for the molecular subtyping of prostate and high-grade serous ovarian cancer (HGSOC). RESULTS ClassifieR 2.0 introduces ClassifieRp and ClassifieRov, two specialised modules specifically designed to address the challenges of prostate and HGSOC molecular classification. ClassifieRp includes sigInfer, a method we developed to infer commercial prognostic prostate gene expression signatures from publicly available gene-lists or indeed any user-uploaded gene-list. ClassifieRov utilizes consensus molecular subtyping methods for HGSOC, including tools like consensusOV, for accurate ovarian cancer stratification. Both modules include functionalities present in the original ClassifieR framework for estimating cellular composition, predicting transcription factor (TF) activity and single sample gene set enrichment analysis (ssGSEA). CONCLUSIONS ClassifieR 2.0 combines molecular subtyping of prostate cancer and HGSOC with commonly used sample annotation tools in a single, user-friendly platform, allowing scientists without bioinformatics training to explore prostate and HGSOC transcriptional data without the need for extensive bioinformatics knowledge or manual data handling to operate various packages. Our sigInfer method within ClassifieRp enables the inference of commercially available gene signatures for prostate cancer, while ClassifieRov incorporates consensus molecular subtyping for HGSOC. Overall, ClassifieR 2.0 aims to make molecular subtyping more accessible to the wider research community. This is crucial for increased understanding of the molecular heterogeneity of these cancers and developing personalised treatment strategies.
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Affiliation(s)
- Aideen McCabe
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland.
- The SFI Centre for Research Training in Genomics Data Science, Galway, Ireland.
| | - Gerard P Quinn
- BlokBio, Ormeau Labs, Belfast, Northern Ireland, UK
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
| | - Suneil Jain
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
- Department of Clinical Oncology, Northern Ireland Cancer Centre, Belfast Health and Social Care Trust, Belfast, UK
| | - Micheál Ó Dálaigh
- The SFI Centre for Research Training in Genomics Data Science, Galway, Ireland
- School of Biological and Chemical Sciences, University of Galway, Galway, Ireland
- School of Mathematical and Statistical Sciences, University of Galway, Galway, Ireland
| | - Kellie Dean
- School of Biochemistry and Cell Biology, University College Cork, Cork, Ireland
| | - Ross G Murphy
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK
- The Centre for Genomic Medicine, Ulster University, Coleraine, Northern Ireland, UK
| | - Simon S McDade
- BlokBio, Ormeau Labs, Belfast, Northern Ireland, UK.
- The Patrick G Johnston Centre for Cancer Research, Queen's University Belfast, Belfast, Northern Ireland, UK.
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6
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Nelson BH, Hamilton P, Phung MT, Milne K, Harris B, Thornton S, Stevens D, Kalaria S, Singh K, Laumont CM, Moss E, Alimujiang A, Meagher NS, Bolithon A, Fereday S, Kennedy CJ, Hendley J, Ariyaratne D, Alsop K, Traficante N, Goode EL, Karnezis A, Shen H, Richardson J, McKinnonDeurloo C, Chase A, Grout B, Doherty JA, Harris HR, Cushing-Haugen KL, Anglesio M, Heinze K, Huntsman D, Talhouk A, Hanley GE, Alsop J, Jimenez-Linan M, Pharoah PD, Boros J, Brand AH, Harnett PR, Sharma R, Hecht JL, Sasamoto N, Terry KL, Karlan B, Lester J, Carney ME, Goodman MT, Hernandez BY, Wilkens LR, Behrens S, Turzanski Fortner R, Fasching PA, Bisinotto C, Candido dos Reis FJ, Ghatage P, Köbel M, Elishaev E, Modugno F, Cook L, Le N, Gentry-Maharaj A, Menon U, García MJ, Rodriguez-Antona C, Farrington K, Kelemen LE, Kommoss S, Staebler A, Garsed DW, Brenton JD, Piskorz AM, Bowtell DD, DeFazio A, Ramus SJ, Pike MC, Pearce CL. Immunological and molecular features of the tumor microenvironment of long-term survivors of ovarian cancer. J Clin Invest 2024; 134:e179501. [PMID: 39470729 PMCID: PMC11645148 DOI: 10.1172/jci179501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 10/09/2024] [Indexed: 11/01/2024] Open
Abstract
BACKGROUNDDespite an overall poor prognosis, about 15% of patients with advanced-stage tubo-ovarian high-grade serous carcinoma (HGSC) survive 10 or more years after standard treatment.METHODSWe evaluated the tumor microenvironment of this exceptional, understudied group using a large international cohort enriched for long-term survivors (LTS; 10+ years; n = 374) compared with mid-term (MTS; 5-7.99 years; n = 433) and short-term survivors (STS; 2-4.99 years; n = 416). Primary tumor samples were immunostained and scored for intraepithelial and intrastromal densities of 10 immune-cell subsets (including T cells, B cells, plasma cells, myeloid cells, PD-1+ cells, and PD-L1+ cells) and epithelial content.RESULTSPositive associations with LTS compared with STS were seen for 9 of 10 immune-cell subsets. In particular, the combination of intraepithelial CD8+ T cells and intrastromal B cells showed near 5-fold increased odds of LTS compared with STS. All of these associations were stronger in tumors with high epithelial content and/or the C4/Differentiated molecular subtype, despite immune-cell densities generally being higher in tumors with low epithelial content and/or the C2/Immunoreactive molecular subtype.CONCLUSIONThe tumor microenvironment of HGSC LTS is distinguished by the intersection of T and B cell coinfiltration, high epithelial content, and C4/differentiated molecular subtype, features which may inspire new approaches to immunotherapy.FUNDINGOvarian Cancer Research Program (OCRP) of the Congressionally Directed Medical Research Program (CDMRP), U.S. Department of Defense (DOD); American Cancer Society; BC Cancer Foundation; Canada's Networks of Centres of Excellence; Canadian Cancer Society; Canadian Institutes of Health Research; Cancer Councils of New South Wales, Victoria, Queensland, South Australia, and Tasmania, Cancer Foundation of Western Australia; Cancer Institute NSW; Cancer Research UK; Deutsche Forschungsgesellschaft; ELAN Funds of the University of Erlangen-Nuremberg; Fred C. and Katherine B. Andersen Foundation; Genome BC; German Cancer Research Center; German Federal Ministry of Education and Research, Programme of Clinical Biomedical Research; Instituto de Salud Carlos III; Mayo Foundation; Minnesota Ovarian Cancer Alliance; Ministerio de Economía y Competitividad; Medical Research Council (MRC); National Center for Advancing Translational Sciences; National Health and Medical Research Council of Australia (NHMRC); Ovarian Cancer Australia; Peter MacCallum Foundation; Sydney West Translational Cancer Research Centre; Terry Fox Research Institute; The Eve Appeal (The Oak Foundation); UK National Institute for Health Research Biomedical Research Centres at the University of Cambridge; University of Pittsburgh School of Medicine; U.S. National Cancer Institute of the National Institutes of Health; VGH & UBC Hospital Foundation; Victorian Cancer Agency.
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Affiliation(s)
- Brad H. Nelson
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
- Department of Biochemistry and Microbiology, University of Victoria, Victoria, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Phineas Hamilton
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Minh Tung Phung
- School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
- Department of Population Health Sciences, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Katy Milne
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Bronwyn Harris
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Shelby Thornton
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Donald Stevens
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Shreena Kalaria
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
- Department of Biochemistry and Microbiology, University of Victoria, Victoria, British Columbia, Canada
| | - Karanvir Singh
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Céline M. Laumont
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Elena Moss
- Deeley Research Centre, BC Cancer, Victoria, British Columbia, Canada
| | - Aliya Alimujiang
- School of Public Health, University of Michigan, Ann Arbor, Michigan, USA
| | - Nicola S. Meagher
- School of Clinical Medicine, University of New South Wales (NSW) Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, New South Wales, Australia
| | - Adelyn Bolithon
- School of Clinical Medicine, University of New South Wales (NSW) Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Sian Fereday
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Catherine J. Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Joy Hendley
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | | | - Kathryn Alsop
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Nadia Traficante
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
| | - Ellen L. Goode
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
| | - Anthony Karnezis
- Department of Pathology, University of California Davis School of Medicine, Sacramento, California, USA
| | - Hui Shen
- Van Andel Institute, Grand Rapids, Michigan, USA
| | - Jean Richardson
- Department of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
- Patient advocate
| | | | | | | | - Jennifer Anne Doherty
- Huntsman Cancer Institute, Department of Population Health Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Holly R. Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Kara L. Cushing-Haugen
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, Washington, USA
| | - Michael Anglesio
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Karolin Heinze
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - David Huntsman
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Aline Talhouk
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Gillian E. Hanley
- Department of Obstetrics and Gynecology, University of British Columbia, Vancouver, British Columbia, Canada
- British Columbia’s Gynecological Cancer Research Team (OVCARE), University of British Columbia, BC Cancer, and Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | | | - Paul D.P. Pharoah
- Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, California, USA
| | - Jessica Boros
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Alison H. Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Paul R. Harnett
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Crown Princess Mary Cancer Centre and
| | - Raghwa Sharma
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
- Tissue Pathology and Diagnostic Oncology, NSW Health Pathology, Westmead Hospital, Sydney, New South Wales, Australia
- Western Sydney University, Sydney, New South Wales, Australia
| | - Jonathan L. Hecht
- Department of Pathology, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts, USA
| | - Naoko Sasamoto
- Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics and Gynecology, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Kathryn L. Terry
- Obstetrics and Gynecology Epidemiology Center, Department of Obstetrics and Gynecology, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA
| | - Beth Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California, USA
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California, USA
| | - Michael E. Carney
- Department of Obstetrics and Gynecology, John A. Burns School of Medicine University of Hawaii, Honolulu, Hawaii, USA
| | - Marc T. Goodman
- Cancer Prevention and Control Program, Cedars-Sinai Cancer Center, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | | | | | - Sabine Behrens
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Renée Turzanski Fortner
- Division of Cancer Epidemiology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Research, Cancer Registry of Norway, Oslo, Norway
| | - Peter A. Fasching
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center Erlangen-EMN, Friedrich-Alexander University Erlangen-Nuremberg, University Hospital Erlangen, Erlangen, Germany
| | - Christiani Bisinotto
- Department of Gynecology and Obstetrics, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil
| | | | - Prafull Ghatage
- Department of Oncology, Division of Gynecologic Oncology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Alberta, Canada
| | - Esther Elishaev
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Francesmary Modugno
- Department of Epidemiology, University of Pittsburgh School of Public Health, Pittsburgh, Pennsylvania, USA
- Division of Gynecologic Oncology, Department of Obstetrics, Gynecology and Reproductive Sciences, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
- Women’s Cancer Research Center, Magee-Womens Research Institute and Hillman Cancer Center, Pittsburgh, Pennsylvania, USA
| | - Linda Cook
- Epidemiology, School of Public Health, University of Colorado, Aurora, Colorado, USA
- Community Health Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Nhu Le
- Cancer Control Research, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Aleksandra Gentry-Maharaj
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology and
- Department of Women’s Cancer, Elizabeth Garrett Anderson Institute for Women’s Health, University College London, London, United Kingdom
| | - Usha Menon
- MRC Clinical Trials Unit, Institute of Clinical Trials and Methodology and
| | - María J. García
- Cancer Biology Department, Sols-Morreale Biomedical Research Institute (IIBM), CSIC UAM, Madrid, Spain
| | - Cristina Rodriguez-Antona
- Hereditary Endocrine Cancer Group, Spanish National Cancer Research Center (CNIO), Madrid, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Kyo Farrington
- Department of Pathology and Laboratory Medicine, University of Calgary, Foothills Medical Center, Calgary, Alberta, Canada
| | - Linda E. Kelemen
- Division of Acute Disease Epidemiology, South Carolina Department of Health and Environmental Control, Columbia, South Carolina, USA
| | | | - Annette Staebler
- Institute of Pathology and Neuropathology, Tuebingen University Hospital, Tuebingen, Germany
| | - Dale W. Garsed
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - James D. Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Anna M. Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - David D.L. Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Anna DeFazio
- The Daffodil Centre, The University of Sydney, a joint venture with Cancer Council NSW, Sydney, New South Wales, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Susan J. Ramus
- School of Clinical Medicine, University of New South Wales (NSW) Medicine and Health, University of NSW Sydney, Sydney, New South Wales, Australia
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Malcolm C. Pike
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
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7
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Davidson NR, Barnard ME, Hippen AA, Campbell A, Johnson CE, Way GP, Dalley BK, Berchuck A, Salas LA, Peres LC, Marks JR, Schildkraut JM, Greene CS, Doherty JA. Molecular Subtypes of High-Grade Serous Ovarian Cancer across Racial Groups and Gene Expression Platforms. Cancer Epidemiol Biomarkers Prev 2024; 33:1114-1125. [PMID: 38780898 PMCID: PMC11294000 DOI: 10.1158/1055-9965.epi-24-0113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 04/05/2024] [Accepted: 05/20/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND High-grade serous carcinoma (HGSC) gene expression subtypes are associated with differential survival. We characterized HGSC gene expression in Black individuals and considered whether gene expression differences by self-identified race may contribute to poorer HGSC survival among Black versus White individuals. METHODS We included newly generated RNA sequencing data from Black and White individuals and array-based genotyping data from four existing studies of White and Japanese individuals. We used K-means clustering, a method with no predefined number of clusters or dataset-specific features, to assign subtypes. Cluster- and dataset-specific gene expression patterns were summarized by moderated t-scores. We compared cluster-specific gene expression patterns across datasets by calculating the correlation between the summarized vectors of moderated t-scores. After mapping to The Cancer Genome Atlas-derived HGSC subtypes, we used Cox proportional hazards models to estimate subtype-specific survival by dataset. RESULTS Cluster-specific gene expression was similar across gene expression platforms and racial groups. Comparing the Black population with the White and Japanese populations, the immunoreactive subtype was more common (39% vs. 23%-28%) and the differentiated subtype was less common (7% vs. 22%-31%). Patterns of subtype-specific survival were similar between the Black and White populations with RNA sequencing data; compared with mesenchymal cases, the risk of death was similar for proliferative and differentiated cases and suggestively lower for immunoreactive cases [Black population HR = 0.79 (0.55, 1.13); White population HR = 0.86 (0.62, 1.19)]. CONCLUSIONS Although the prevalence of HGSC subtypes varied by race, subtype-specific survival was similar. IMPACT HGSC subtypes can be consistently assigned across platforms and self-identified racial groups.
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Affiliation(s)
- Natalie R. Davidson
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Mollie E. Barnard
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Slone Epidemiology Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ariel A. Hippen
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Amy Campbell
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Courtney E. Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Gregory P. Way
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Brian K. Dalley
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Duke University, Durham, NC
| | - Lucas A. Salas
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Jeffrey R. Marks
- Department of Surgery, Duke University School of Medicine, Durham, NC 27710, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Casey S. Greene
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jennifer A. Doherty
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
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8
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Burdett NL, Willis MO, Pandey A, Twomey L, Alaei S, Bowtell DDL, Christie EL. Timing of whole genome duplication is associated with tumor-specific MHC-II depletion in serous ovarian cancer. Nat Commun 2024; 15:6069. [PMID: 39025846 PMCID: PMC11258338 DOI: 10.1038/s41467-024-50137-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 07/02/2024] [Indexed: 07/20/2024] Open
Abstract
Whole genome duplication is frequently observed in cancer, and its prevalence in our prior analysis of end-stage, homologous recombination deficient high grade serous ovarian cancer (almost 80% of samples) supports the notion that whole genome duplication provides a fitness advantage under the selection pressure of therapy. Here, we therefore aim to identify potential therapeutic vulnerabilities in primary high grade serous ovarian cancer with whole genome duplication by assessing differentially expressed genes and pathways in 79 samples. We observe that MHC-II expression is lowest in tumors which have acquired whole genome duplication early in tumor evolution, and further demonstrate that reduced MHC-II expression occurs in subsets of tumor cells rather than in canonical antigen-presenting cells. Early whole genome duplication is also associated with worse patient survival outcomes. Our results suggest an association between the timing of whole genome duplication, MHC-II expression and clinical outcome in high grade serous ovarian cancer that warrants further investigation for therapeutic targeting.
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Affiliation(s)
- Nikki L Burdett
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia
- Box Hill Hospital, Eastern Health, Box Hill, VIC, 3128, Australia
| | | | - Ahwan Pandey
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
| | - Laura Twomey
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
| | - Sara Alaei
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Australian Regenerative Medicine Institute, Monash University, Clayton, VIC, 3168, Australia
| | - David D L Bowtell
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Elizabeth L Christie
- Peter MacCallum Cancer Centre, Melbourne, VIC, 3000, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, 3010, Australia.
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9
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Srinivasamurthy BC, Ramamoorthi S. The Progression and Prospects of the Gene Expression Profiling in Ovarian Epithelial Cancer. Gynecol Minim Invasive Ther 2024; 13:141-145. [PMID: 39184260 PMCID: PMC11343359 DOI: 10.4103/gmit.gmit_13_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 09/15/2023] [Accepted: 09/22/2023] [Indexed: 08/27/2024] Open
Abstract
Ovarian cancer is one of the most common cancers with a high mortality rate among females worldwide. The understanding of the pathogenesis of the disease is highly important to provide personalized therapy to the patients. Ovarian cancer is as heterogeneous as colon and breast cancer which makes it difficult to treat. The development of gene signature is the only hope in providing targeted therapy to improve the survival of ovarian cancer patients. Malignant epithelial carcinomas are the most common cancers of the ovary with different histological and molecular subtypes and clinical behavior. The development of precursor lesions of ovarian carcinoma in the tubes and endometrium has provided a new dimension to the origin of ovarian cancers. The clinical utility of various gene signatures may not be logical unless validated. Validated gene signatures can aid the clinician in deciding the appropriate line of treatment.
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10
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Wang F, Zhou C, Zhu Y, Keshavarzi M. The microRNA Let-7 and its exosomal form: Epigenetic regulators of gynecological cancers. Cell Biol Toxicol 2024; 40:42. [PMID: 38836981 PMCID: PMC11153289 DOI: 10.1007/s10565-024-09884-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Accepted: 05/15/2024] [Indexed: 06/06/2024]
Abstract
Many types of gynecological cancer (GC) are often silent until they reach an advanced stage, and are therefore often diagnosed too late for effective treatment. Hence, there is a real need for more efficient diagnosis and treatment for patients with GC. During recent years, researchers have increasingly studied the impact of microRNAs cancer development, leading to a number of applications in detection and treatment. MicroRNAs are a particular group of tiny RNA molecules that regulate regular gene expression by affecting the translation process. The downregulation of numerous miRNAs has been observed in human malignancies. Let-7 is an example of a miRNA that controls cellular processes as well as signaling cascades to affect post-transcriptional gene expression. Recent research supports the hypothesis that enhancing let-7 expression in those cancers where it is downregulated may be a potential treatment option. Exosomes are tiny vesicles that move through body fluids and can include components like miRNAs (including let-7) that are important for communication between cells. Studies proved that exosomes are able to enhance tumor growth, angiogenesis, chemoresistance, metastasis, and immune evasion, thus suggesting their importance in GC management.
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Affiliation(s)
- Fei Wang
- Haiyan People's Hospital, Zhejiang Province, Jiaxing, 314300, Zhejiang, China
| | - Chundi Zhou
- Haiyan People's Hospital, Zhejiang Province, Jiaxing, 314300, Zhejiang, China
| | - Yanping Zhu
- Haiyan People's Hospital, Zhejiang Province, Jiaxing, 314300, Zhejiang, China.
| | - Maryam Keshavarzi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Tehran, Iran.
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11
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Miranda A, Pattnaik S, Hamilton PT, Fuss MA, Kalaria S, Laumont CM, Smazynski J, Mesa M, Banville A, Jiang X, Jenkins R, Cañadas I, Nelson BH. N-MYC impairs innate immune signaling in high-grade serous ovarian carcinoma. SCIENCE ADVANCES 2024; 10:eadj5428. [PMID: 38748789 PMCID: PMC11095474 DOI: 10.1126/sciadv.adj5428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 04/15/2024] [Indexed: 05/19/2024]
Abstract
High-grade serous ovarian cancer (HGSC) is a challenging disease, especially for patients with immunologically "cold" tumors devoid of tumor-infiltrating lymphocytes (TILs). We found that HGSC exhibits among the highest levels of MYCN expression and transcriptional signature across human cancers, which is strongly linked to diminished features of antitumor immunity. N-MYC repressed basal and induced IFN type I signaling in HGSC cell lines, leading to decreased chemokine expression and T cell chemoattraction. N-MYC inhibited the induction of IFN type I by suppressing tumor cell-intrinsic STING signaling via reduced STING oligomerization, and by blunting RIG-I-like receptor signaling through inhibition of MAVS aggregation and localization in the mitochondria. Single-cell RNA sequencing of human clinical HGSC samples revealed a strong negative association between cancer cell-intrinsic MYCN transcriptional program and type I IFN signaling. Thus, N-MYC inhibits tumor cell-intrinsic innate immune signaling in HGSC, making it a compelling target for immunotherapy of cold tumors.
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Affiliation(s)
- Alex Miranda
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Swetansu Pattnaik
- The Kinghorn Cancer Centre and Cancer Division, Garvan Institute of Medical Research, 370 Victoria St, Darlinghurst, NSW, Australia
| | - Phineas T. Hamilton
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | | | - Shreena Kalaria
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
| | - Céline M. Laumont
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | | | - Monica Mesa
- Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC V8P 3E6, Canada
| | - Allyson Banville
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Xinpei Jiang
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Russell Jenkins
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Israel Cañadas
- Nuclear Dynamics and Cancer Program, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Brad H. Nelson
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
- Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC V8P 3E6, Canada
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12
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Teng PN, Schaaf JP, Abulez T, Hood BL, Wilson KN, Litzi TJ, Mitchell D, Conrads KA, Hunt AL, Olowu V, Oliver J, Park FS, Edwards M, Chiang A, Wilkerson MD, Raj-Kumar PK, Tarney CM, Darcy KM, Phippen NT, Maxwell GL, Conrads TP, Bateman NW. ProteoMixture: A cell type deconvolution tool for bulk tissue proteomic data. iScience 2024; 27:109198. [PMID: 38439970 PMCID: PMC10910246 DOI: 10.1016/j.isci.2024.109198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 11/04/2023] [Accepted: 02/07/2024] [Indexed: 03/06/2024] Open
Abstract
Numerous multi-omic investigations of cancer tissue have documented varying and poor pairwise transcript:protein quantitative correlations, and most deconvolution tools aiming to predict cell type proportions (cell admixture) have been developed and credentialed using transcript-level data alone. To estimate cell admixture using protein abundance data, we analyzed proteome and transcriptome data generated from contrived admixtures of tumor, stroma, and immune cell models or those selectively harvested from the tissue microenvironment by laser microdissection from high grade serous ovarian cancer (HGSOC) tumors. Co-quantified transcripts and proteins performed similarly to estimate stroma and immune cell admixture (r ≥ 0.63) in two commonly used deconvolution algorithms, ESTIMATE or ConsensusTME. We further developed and optimized protein-based signatures estimating cell admixture proportions and benchmarked these using bulk tumor proteomic data from over 150 patients with HGSOC. The optimized protein signatures supporting cell type proportion estimates from bulk tissue proteomic data are available at https://lmdomics.org/ProteoMixture/.
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Affiliation(s)
- Pang-ning Teng
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Joshua P. Schaaf
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Tamara Abulez
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Brian L. Hood
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Katlin N. Wilson
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Tracy J. Litzi
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - David Mitchell
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Kelly A. Conrads
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Allison L. Hunt
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- Women’s Health Integrated Research Center, Women’s Service Line, Inova Health System, Falls Church, VA 22042, USA
| | - Victoria Olowu
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Julie Oliver
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Fred S. Park
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Marshé Edwards
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - AiChun Chiang
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
| | - Matthew D. Wilkerson
- Center for Military Precision Health, Department of Anatomy, Physiology and Genetics, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | | | - Christopher M. Tarney
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - Kathleen M. Darcy
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - Neil T. Phippen
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - G. Larry Maxwell
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- Women’s Health Integrated Research Center, Women’s Service Line, Inova Health System, Falls Church, VA 22042, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - Thomas P. Conrads
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- Women’s Health Integrated Research Center, Women’s Service Line, Inova Health System, Falls Church, VA 22042, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
| | - Nicholas W. Bateman
- Gynecologic Cancer Center of Excellence and the Women’s Health Integrated Research Center, Annandale, VA 22003, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD 20817, USA
- The John P. Murtha Cancer Center, Department of Surgery, Uniformed Services University and Walter Reed National Military Medical Center, Bethesda, MD 20889, USA
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13
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Davidson NR, Barnard ME, Hippen AA, Campbell A, Johnson CE, Way GP, Dalley BK, Berchuck A, Salas LA, Peres LC, Marks JR, Schildkraut JM, Greene CS, Doherty JA. Molecular subtypes of high-grade serous ovarian cancer across racial groups and gene expression platforms. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.01.565179. [PMID: 37961178 PMCID: PMC10635053 DOI: 10.1101/2023.11.01.565179] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Introduction High-grade serous carcinoma (HGSC) gene expression subtypes are associated with differential survival. We characterized HGSC gene expression in Black individuals and considered whether gene expression differences by race may contribute to poorer HGSC survival among Black versus non-Hispanic White individuals. Methods We included newly generated RNA-Seq data from Black and White individuals, and array-based genotyping data from four existing studies of White and Japanese individuals. We assigned subtypes using K-means clustering. Cluster- and dataset-specific gene expression patterns were summarized by moderated t-scores. We compared cluster-specific gene expression patterns across datasets by calculating the correlation between the summarized vectors of moderated t-scores. Following mapping to The Cancer Genome Atlas (TCGA)-derived HGSC subtypes, we used Cox proportional hazards models to estimate subtype-specific survival by dataset. Results Cluster-specific gene expression was similar across gene expression platforms. Comparing the Black study population to the White and Japanese study populations, the immunoreactive subtype was more common (39% versus 23%-28%) and the differentiated subtype less common (7% versus 22%-31%). Patterns of subtype-specific survival were similar between the Black and White populations with RNA-Seq data; compared to mesenchymal cases, the risk of death was similar for proliferative and differentiated cases and suggestively lower for immunoreactive cases (Black population HR=0.79 [0.55, 1.13], White population HR=0.86 [0.62, 1.19]). Conclusions A single, platform-agnostic pipeline can be used to assign HGSC gene expression subtypes. While the observed prevalence of HGSC subtypes varied by race, subtype-specific survival was similar.
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Affiliation(s)
- Natalie R. Davidson
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Mollie E. Barnard
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Slone Epidemiology Center, Boston University Chobanian & Avedisian School of Medicine, Boston, MA, USA
| | - Ariel A. Hippen
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Amy Campbell
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Courtney E. Johnson
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Gregory P. Way
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Brian K. Dalley
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Andrew Berchuck
- Department of Obstetrics and Gynecology, Duke University, Durham, NC
| | - Lucas A. Salas
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
| | - Lauren C. Peres
- Department of Cancer Epidemiology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA
| | - Jeffrey R. Marks
- Department of Surgery, Duke University School of Medicine, Durham, NC 27710, USA
| | - Joellen M. Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, USA
| | - Casey S. Greene
- Department of Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jennifer A. Doherty
- Huntsman Cancer Institute and the Department of Population Health Sciences at the Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Department of Epidemiology, Geisel School of Medicine, Dartmouth College, Hanover, NH, USA
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14
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Cunnea P, Curry EW, Christie EL, Nixon K, Kwok CH, Pandey A, Wulandari R, Thol K, Ploski J, Morera-Albert C, McQuaid S, Lozano-Kuehne J, Clark JJ, Krell J, Stronach EA, McNeish IA, Bowtell DDL, Fotopoulou C. Spatial and temporal intra-tumoral heterogeneity in advanced HGSOC: Implications for surgical and clinical outcomes. Cell Rep Med 2023:101055. [PMID: 37220750 DOI: 10.1016/j.xcrm.2023.101055] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 12/02/2022] [Accepted: 04/28/2023] [Indexed: 05/25/2023]
Abstract
Limited evidence exists on the impact of spatial and temporal heterogeneity of high-grade serous ovarian cancer (HGSOC) on tumor evolution, clinical outcomes, and surgical operability. We perform systematic multi-site tumor mapping at presentation and matched relapse from 49 high-tumor-burden patients, operated up front. From SNP array-derived copy-number data, we categorize dendrograms representing tumor clonal evolution as sympodial or dichotomous, noting most chemo-resistant patients favor simpler sympodial evolution. Three distinct tumor evolutionary patterns from primary to relapse are identified, demonstrating recurrent disease may emerge from pre-existing or newly detected clones. Crucially, we identify spatial heterogeneity for clinically actionable homologous recombination deficiency scores and for poor prognosis biomarkers CCNE1 and MYC. Copy-number signature, phenotypic, proteomic, and proliferative-index heterogeneity further highlight HGSOC complexity. This study explores HGSOC evolution and dissemination across space and time, its impact on optimal surgical cytoreductive effort and clinical outcomes, and its consequences for clinical decision-making.
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Affiliation(s)
- Paula Cunnea
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK.
| | - Edward W Curry
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Elizabeth L Christie
- Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia; The Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Katherine Nixon
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Chun Hei Kwok
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Ahwan Pandey
- Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia
| | - Ratri Wulandari
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Kerstin Thol
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Jennifer Ploski
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Cristina Morera-Albert
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | | | - Jingky Lozano-Kuehne
- Experimental Cancer Medicine Centre, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - James J Clark
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Jonathan Krell
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Euan A Stronach
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - Iain A McNeish
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK
| | - David D L Bowtell
- Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia; The Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Christina Fotopoulou
- Division of Cancer, Department of Surgery and Cancer, Imperial College London, London W12 0NN, UK; West London Gynaecological Cancer Centre, Imperial College NHS Trust, London W12 0HS, UK.
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15
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GEWALT TABEA, NOH KAWON, MEDER LYDIA. The role of LIN28B in tumor progression and metastasis in solid tumor entities. Oncol Res 2023; 31:101-115. [PMID: 37304235 PMCID: PMC10208000 DOI: 10.32604/or.2023.028105] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 02/16/2023] [Indexed: 06/13/2023] Open
Abstract
LIN28B is an RNA-binding protein that targets a broad range of microRNAs and modulates their maturation and activity. Under normal conditions, LIN28B is exclusively expressed in embryogenic stem cells, blocking differentiation and promoting proliferation. In addition, it can play a role in epithelial-to-mesenchymal transition by repressing the biogenesis of let-7 microRNAs. In malignancies, LIN28B is frequently overexpressed, which is associated with increased tumor aggressiveness and metastatic properties. In this review, we discuss the molecular mechanisms of LIN28B in promoting tumor progression and metastasis in solid tumor entities and its potential use as a clinical therapeutic target and biomarker.
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Affiliation(s)
- TABEA GEWALT
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne, University of Cologne, Cologne, Germany
| | - KA-WON NOH
- Institute for Pathology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - LYDIA MEDER
- Department I of Internal Medicine, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Center for Molecular Medicine Cologne, University of Cologne, Cologne, Germany
- Mildred Scheel School of Oncology, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
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16
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Massudi H, Luo JS, Holien JK, Gadde S, Krishan S, Herath M, Koach J, Stevenson BW, Gorman MA, Venkat P, Mayoh C, Luo XQ, Parker MW, Cheung BB, Marshall GM. Inhibitors of the Oncogenic PA2G4-MYCN Protein-Protein Interface. Cancers (Basel) 2023; 15:cancers15061822. [PMID: 36980710 PMCID: PMC10046377 DOI: 10.3390/cancers15061822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 03/01/2023] [Accepted: 03/14/2023] [Indexed: 03/22/2023] Open
Abstract
MYCN is a major oncogenic driver for neuroblastoma tumorigenesis, yet there are no direct MYCN inhibitors. We have previously identified PA2G4 as a direct protein-binding partner of MYCN and drive neuroblastoma tumorigenesis. A small molecule known to bind PA2G4, WS6, significantly decreased tumorigenicity in TH-MYCN neuroblastoma mice, along with the inhibition of PA2G4 and MYCN interactions. Here, we identified a number of novel WS6 analogues, with 80% structural similarity, and used surface plasmon resonance assays to determine their binding affinity. Analogues #5333 and #5338 showed direct binding towards human recombinant PA2G4. Importantly, #5333 and #5338 demonstrated a 70-fold lower toxicity for normal human myofibroblasts compared to WS6. Structure-activity relationship analysis showed that a 2,3 dimethylphenol was the most suitable substituent at the R1 position. Replacing the trifluoromethyl group on the phenyl ring at the R2 position, with a bromine or hydrogen atom, increased the difference between efficacy against neuroblastoma cells and normal myofibroblast toxicity. The WS6 analogues inhibited neuroblastoma cell phenotype in vitro, in part through effects on apoptosis, while their anti-cancer effects required both PA2G4 and MYCN expression. Collectively, chemical inhibition of PA2G4-MYCN binding by WS6 analogues represents a first-in-class drug discovery which may have implications for other MYCN-driven cancers.
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Affiliation(s)
- Hassina Massudi
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Jie-Si Luo
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
- Department of Paediatrics, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510060, China
| | - Jessica K. Holien
- School of Science, STEM College, RMIT University, Melbourne, VIC 3000, Australia
- ACRF Rational Drug Discovery Centre, St. Vincent’s Institute of Medical Research, Fitzroy, VIC 3065, Australia
| | - Satyanarayana Gadde
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Sukriti Krishan
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Mika Herath
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Jessica Koach
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Brendan W. Stevenson
- ACRF Rational Drug Discovery Centre, St. Vincent’s Institute of Medical Research, Fitzroy, VIC 3065, Australia
| | - Michael A. Gorman
- ACRF Rational Drug Discovery Centre, St. Vincent’s Institute of Medical Research, Fitzroy, VIC 3065, Australia
- ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Pooja Venkat
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Chelsea Mayoh
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
- School of Women’s and Children’s Health, UNSW Sydney, Sydney, NSW 2750, Australia
| | - Xue-Qun Luo
- Department of Paediatrics, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510060, China
| | - Michael W. Parker
- ACRF Rational Drug Discovery Centre, St. Vincent’s Institute of Medical Research, Fitzroy, VIC 3065, Australia
- ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne, Parkville, VIC 3010, Australia
| | - Belamy B. Cheung
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
- School of Women’s and Children’s Health, UNSW Sydney, Sydney, NSW 2750, Australia
- Correspondence: (B.B.C.); (G.M.M.); Tel.: +61-(02)-9385-2450 (B.B.C.); +61-(02)-9382-1721 (G.M.M.); Fax: +61-(02)-9662-6584 (B.B.C.); +61-(02)-9382-1789 (G.M.M.)
| | - Glenn M. Marshall
- Children’s Cancer Institute Australia for Medical Research, Lowy Cancer Research Centre, UNSW Sydney, Sydney, NSW 2750, Australia
- Kids Cancer Centre, Sydney Children’s Hospital, Randwick, NSW 2031, Australia
- Correspondence: (B.B.C.); (G.M.M.); Tel.: +61-(02)-9385-2450 (B.B.C.); +61-(02)-9382-1721 (G.M.M.); Fax: +61-(02)-9662-6584 (B.B.C.); +61-(02)-9382-1789 (G.M.M.)
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17
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Chen Y, León-Letelier RA, Abdel Sater AH, Vykoukal J, Dennison JB, Hanash S, Fahrmann JF. c-MYC-Driven Polyamine Metabolism in Ovarian Cancer: From Pathogenesis to Early Detection and Therapy. Cancers (Basel) 2023; 15:623. [PMID: 36765581 PMCID: PMC9913358 DOI: 10.3390/cancers15030623] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 01/14/2023] [Indexed: 01/20/2023] Open
Abstract
c-MYC and its paralogues MYCN and MYCL are among the most frequently amplified and/or overexpressed oncoproteins in ovarian cancer. c-MYC plays a key role in promoting ovarian cancer initiation and progression. The polyamine pathway is a bona fide target of c-MYC signaling, and polyamine metabolism is strongly intertwined with ovarian malignancy. Targeting of the polyamine pathway via small molecule inhibitors has garnered considerable attention as a therapeutic strategy for ovarian cancer. Herein, we discuss the involvement of c-MYC signaling and that of its paralogues in promoting ovarian cancer tumorigenesis. We highlight the potential of targeting c-MYC-driven polyamine metabolism for the treatment of ovarian cancers and the utility of polyamine signatures in biofluids for early detection applications.
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Affiliation(s)
| | | | | | | | | | | | - Johannes F. Fahrmann
- Department of Clinical Cancer Prevention, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
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18
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Yang J, Wang C, Cheng S, Zhang Y, Jin Y, Zhang N, Wang Y. Construction and validation of a novel ferroptosis-related signature for evaluating prognosis and immune microenvironment in ovarian cancer. Front Genet 2023; 13:1094474. [PMID: 36685851 PMCID: PMC9849594 DOI: 10.3389/fgene.2022.1094474] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 12/20/2022] [Indexed: 01/07/2023] Open
Abstract
Ovarian cancer (OV) is the most lethal form of gynecological malignancy worldwide, with limited therapeutic options and high recurrence rates. However, research focusing on prognostic patterns of ferroptosis-related genes (FRGs) in ovarian cancer is still lacking. From the 6,406 differentially expressed genes (DEGs) between TCGA-OV (n = 376) and GTEx cohort (n = 180), we identified 63 potential ferroptosis-related genes. Through the LASSO-penalized Cox analysis, 3 prognostic genes, SLC7A11, ZFP36, and TTBK2, were finally distinguished. The time-dependent ROC curves and K-M survival analysis performed powerful prognostic ability of the 3-gene signature. Stepwise, we constructed and validated the nomogram based on the 3-gene signature and clinical features, with promising prognostic value in both TCGA (p-value < .0001) and ICGC cohort (p-value = .0064). Gene Set Enrichment Analysis elucidated several potential pathways between the groups stratified by 3-gene signature, while the m6A gene analysis implied higher m6A level in the high-risk group. We applied the CIBERSORT algorithm to distinct tumor immune microenvironment between two groups, with less activated dendritic cells (DCs) and plasma cells, more M0 macrophages infiltration, and higher expression of key immune checkpoint molecules (CD274, CTLA4, HAVCR2, and PDCD1LG2) in the high-risk group. In addition, the low-risk group exhibited more favorable immunotherapy and chemotherapy responses. Collectively, our findings provided new prospects in the role of ferroptosis-related genes, as a promising prediction tool for prognosis and immune responses, in order to assist personalized treatment decision-making among ovarian cancer patients.
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Affiliation(s)
- Jiani Yang
- Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China,Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Chao Wang
- Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China,Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Shanshan Cheng
- Department of Obstetrics and Gynecology, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| | - Yue Zhang
- Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China,Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Yue Jin
- Department of Obstetrics and Gynecology, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| | - Nan Zhang
- Department of Obstetrics and Gynecology, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
| | - Yu Wang
- Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China,Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University, Shanghai, China,*Correspondence: Yu Wang,
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19
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Ho GY, Kyran EL, Bedo J, Wakefield MJ, Ennis DP, Mirza HB, Vandenberg CJ, Lieschke E, Farrell A, Hadla A, Lim R, Dall G, Vince JE, Chua NK, Kondrashova O, Upstill-Goddard R, Bailey UM, Dowson S, Roxburgh P, Glasspool RM, Bryson G, Biankin AV, Cooke SL, Ratnayake G, McNally O, Traficante N, DeFazio A, Weroha SJ, Bowtell DD, McNeish IA, Papenfuss AT, Scott CL, Barker HE. Epithelial-to-Mesenchymal Transition Supports Ovarian Carcinosarcoma Tumorigenesis and Confers Sensitivity to Microtubule Targeting with Eribulin. Cancer Res 2022; 82:4457-4473. [PMID: 36206301 PMCID: PMC9716257 DOI: 10.1158/0008-5472.can-21-4012] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 06/15/2022] [Accepted: 10/04/2022] [Indexed: 01/24/2023]
Abstract
Ovarian carcinosarcoma (OCS) is an aggressive and rare tumor type with limited treatment options. OCS is hypothesized to develop via the combination theory, with a single progenitor resulting in carcinomatous and sarcomatous components, or alternatively via the conversion theory, with the sarcomatous component developing from the carcinomatous component through epithelial-to-mesenchymal transition (EMT). In this study, we analyzed DNA variants from isolated carcinoma and sarcoma components to show that OCS from 18 women is monoclonal. RNA sequencing indicated that the carcinoma components were more mesenchymal when compared with pure epithelial ovarian carcinomas, supporting the conversion theory and suggesting that EMT is important in the formation of these tumors. Preclinical OCS models were used to test the efficacy of microtubule-targeting drugs, including eribulin, which has previously been shown to reverse EMT characteristics in breast cancers and induce differentiation in sarcomas. Vinorelbine and eribulin more effectively inhibited OCS growth than standard-of-care platinum-based chemotherapy, and treatment with eribulin reduced mesenchymal characteristics and N-MYC expression in OCS patient-derived xenografts. Eribulin treatment resulted in an accumulation of intracellular cholesterol in OCS cells, which triggered a downregulation of the mevalonate pathway and prevented further cholesterol biosynthesis. Finally, eribulin increased expression of genes related to immune activation and increased the intratumoral accumulation of CD8+ T cells, supporting exploration of immunotherapy combinations in the clinic. Together, these data indicate that EMT plays a key role in OCS tumorigenesis and support the conversion theory for OCS histogenesis. Targeting EMT using eribulin could help improve OCS patient outcomes. SIGNIFICANCE Genomic analyses and preclinical models of ovarian carcinosarcoma support the conversion theory for disease development and indicate that microtubule inhibitors could be used to suppress EMT and stimulate antitumor immunity.
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Affiliation(s)
- Gwo Yaw Ho
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
- The Royal Women's Hospital, Parkville, Victoria, Australia
| | - Elizabeth L. Kyran
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
- Cancer Research UK Cambridge Institute, Cambridge, United Kingdom
| | - Justin Bedo
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- School of Computing and Information Systems, the University of Melbourne, Parkville, Victoria, Australia
| | - Matthew J. Wakefield
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, Victoria, Australia
| | - Darren P. Ennis
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Hasan B. Mirza
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Cassandra J. Vandenberg
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
| | - Elizabeth Lieschke
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
| | - Andrew Farrell
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Anthony Hadla
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
| | - Ratana Lim
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Genevieve Dall
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
| | - James E. Vince
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
| | - Ngee Kiat Chua
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Olga Kondrashova
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Rosanna Upstill-Goddard
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Ulla-Maja Bailey
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Suzanne Dowson
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | - Patricia Roxburgh
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
- Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Rosalind M. Glasspool
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
- Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Gareth Bryson
- Department of Pathology, Queen Elizabeth University Hospital, Glasgow, United Kingdom
| | - Andrew V. Biankin
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | | | - Susanna L. Cooke
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
| | | | - Orla McNally
- The Royal Women's Hospital, Parkville, Victoria, Australia
- Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, Victoria, Australia
- Sir Peter MacCallum Cancer Centre Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
| | - Nadia Traficante
- Sir Peter MacCallum Cancer Centre Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
- Research Division, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | | | - Anna DeFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, Sydney, Australia
- The Daffodil Centre, The University of Sydney, A Joint Venture with Cancer Council NSW, Sydney, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, Australia
| | - S. John Weroha
- Department of Oncology, Mayo Clinic, Rochester, Minnesota
| | - David D. Bowtell
- Sir Peter MacCallum Cancer Centre Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
- Research Division, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Iain A. McNeish
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
- Institute of Cancer Sciences, Wolfson Wohl Cancer Research Centre, University of Glasgow, Glasgow, United Kingdom
- Beatson West of Scotland Cancer Centre, Glasgow, United Kingdom
| | - Anthony T. Papenfuss
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
- Research Division, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Clare L. Scott
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
- The Royal Women's Hospital, Parkville, Victoria, Australia
- Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, Victoria, Australia
- Sir Peter MacCallum Cancer Centre Department of Oncology, University of Melbourne, Parkville, Victoria, Australia
| | - Holly E. Barker
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
- Department of Medical Biology, University of Melbourne, Parkville, Victoria, Australia
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20
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Bound NT, Vandenberg CJ, Kartikasari AER, Plebanski M, Scott CL. Improving PARP inhibitor efficacy in high-grade serous ovarian carcinoma: A focus on the immune system. Front Genet 2022; 13:886170. [PMID: 36159999 PMCID: PMC9505691 DOI: 10.3389/fgene.2022.886170] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 08/05/2022] [Indexed: 12/03/2022] Open
Abstract
High-grade serous ovarian carcinoma (HGSOC) is a genomically unstable malignancy responsible for over 70% of all deaths due to ovarian cancer. With roughly 50% of all HGSOC harboring defects in the homologous recombination (HR) DNA repair pathway (e.g., BRCA1/2 mutations), the introduction of poly ADP-ribose polymerase inhibitors (PARPi) has dramatically improved outcomes for women with HR defective HGSOC. By blocking the repair of single-stranded DNA damage in cancer cells already lacking high-fidelity HR pathways, PARPi causes the accumulation of double-stranded DNA breaks, leading to cell death. Thus, this synthetic lethality results in PARPi selectively targeting cancer cells, resulting in impressive efficacy. Despite this, resistance to PARPi commonly develops through diverse mechanisms, such as the acquisition of secondary BRCA1/2 mutations. Perhaps less well documented is that PARPi can impact both the tumour microenvironment and the immune response, through upregulation of the stimulator of interferon genes (STING) pathway, upregulation of immune checkpoints such as PD-L1, and by stimulating the production of pro-inflammatory cytokines. Whilst targeted immunotherapies have not yet found their place in the clinic for HGSOC, the evidence above, as well as ongoing studies exploring the synergistic effects of PARPi with immune agents, including immune checkpoint inhibitors, suggests potential for targeting the immune response in HGSOC. Additionally, combining PARPi with epigenetic-modulating drugs may improve PARPi efficacy, by inducing a BRCA-defective phenotype to sensitise resistant cancer cells to PARPi. Finally, invigorating an immune response during PARPi therapy may engage anti-cancer immune responses that potentiate efficacy and mitigate the development of PARPi resistance. Here, we will review the emerging PARPi literature with a focus on PARPi effects on the immune response in HGSOC, as well as the potential of epigenetic combination therapies. We highlight the potential of transforming HGSOC from a lethal to a chronic disease and increasing the likelihood of cure.
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Affiliation(s)
- Nirashaa T. Bound
- Cancer Biology and Stem Cells, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Cancer Ageing and Vaccines (CAVA), Translational Immunology & Nanotechnology Research Program, School of Health & Biomedical Sciences, RMIT University, Bundoora, VIC, Australia
| | - Cassandra J. Vandenberg
- Cancer Biology and Stem Cells, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Apriliana E. R. Kartikasari
- Cancer Ageing and Vaccines (CAVA), Translational Immunology & Nanotechnology Research Program, School of Health & Biomedical Sciences, RMIT University, Bundoora, VIC, Australia
| | - Magdalena Plebanski
- Cancer Ageing and Vaccines (CAVA), Translational Immunology & Nanotechnology Research Program, School of Health & Biomedical Sciences, RMIT University, Bundoora, VIC, Australia
| | - Clare L. Scott
- Cancer Biology and Stem Cells, Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
- Peter MacCallum Cancer Centre, Parkville, VIC, Australia
- Royal Women’s Hospital, Parkville, VIC, Australia
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21
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Wang YC, Tian JY, Han YY, Liu YF, Chen SY, Guo FJ. Evaluation of the potential of ultrasound-mediated drug delivery for the treatment of ovarian cancer through preclinical studies. Front Oncol 2022; 12:978603. [PMID: 36132133 PMCID: PMC9483181 DOI: 10.3389/fonc.2022.978603] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2022] [Accepted: 08/11/2022] [Indexed: 11/13/2022] Open
Abstract
Ovarian cancer (OC) has the greatest mortality rate among gynecological cancers, with a five-year survival rate of <50%. Contemporary adjuvant chemotherapy mostly fails in the case of OCs that are refractory, metastatic, recurrent, and drug-resistant. Emerging ultrasound (US)-mediated technologies show remarkable promise in overcoming these challenges. Absorption of US waves by the tissue results in the generation of heat due to its thermal effect causing increased diffusion of drugs from the carriers and triggering sonoporation by increasing the permeability of the cancer cells. Certain frequencies of US waves could also produce a cavitation effect on drug-filled microbubbles (MBs, phospholipid bilayers) thereby generating shear force and acoustic streaming that could assist drug release from the MBs, and promote the permeability of the cell membrane. A new class of nanoparticles that carry therapeutic agents and are guided by US contrast agents for precision delivery to the site of the ovarian tumor has been developed. Phase-shifting of nanoparticles by US sonication has also been engineered to enhance the drug delivery to the ovarian tumor site. These technologies have been used for targeting the ovarian cancer stem cells and protein moieties that are particularly elevated in OCs including luteinizing hormone-releasing hormone, folic acid receptor, and vascular endothelial growth factor. When compared to healthy ovarian tissue, the homeostatic parameters at the tissue microenvironment including pH, oxygen levels, and glucose metabolism differ significantly in ovarian tumors. US-based technologies have been developed to take advantage of these tumor-specific alterations for precision drug delivery. Preclinical efficacy of US-based targeting of currently used clinical chemotherapies presented in this review has the potential for rapid human translation, especially for formulations that use all substances that are deemed to be generally safe by the U.S. Food and Drug Administration.
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Affiliation(s)
- Yi-Chao Wang
- Department of Obstetrics and Gynecology, The Second Hospital of Jilin University, Changchun, China
| | - Jing-Yan Tian
- Department of Urology, The Second Division of the First Hospital of Jilin University, Changchun, China
| | - Ying-Ying Han
- Department of Obstetrics and Gynecology, The Second Hospital of Jilin University, Changchun, China
| | - Yun-Fei Liu
- Department of Obstetrics and Gynecology, The Second Hospital of Jilin University, Changchun, China
| | - Si-Yao Chen
- Department of Obstetrics and Gynecology, The Second Hospital of Jilin University, Changchun, China
| | - Feng-Jun Guo
- Department of Obstetrics and Gynecology, The Second Hospital of Jilin University, Changchun, China
- *Correspondence: Feng-Jun Guo,
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22
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Zhang L, Jiang X, Wang G, Kanda T, Yokosuka O, Zhai C, Zhang L, Liu P, Zhao Z, Li Z. Effects of Let-7c on the processing of hepatitis B virus associated liver diseases. Infect Agent Cancer 2022; 17:46. [PMID: 36057607 PMCID: PMC9440497 DOI: 10.1186/s13027-022-00458-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 08/22/2022] [Indexed: 11/24/2022] Open
Abstract
Background The most common type of cancer of the digestive system is hepatocellular carcinoma. In China, many patients harbour HBV. The lin28B/Let-7c/MYC axis is associated with the occurrence of many cancers. Therefore, we aimed to illuminate the function of the lin28B/Let-7c/MYC axis in hepatocellular carcinoma. We aimed to evaluate the critical involvement of lin28B and Let-7c in the carcinogenesis of human hepatocellular carcinoma (B-HCC). Methods Data from the GEO database were used to analyse differentially expressed genes and IRGs. A protein − protein interaction (PPI) network and Venn diagram were generated to analyse relationships. Real-time RT-PCR, Western blotting, and cell counting kit-8 assays were used to examine the association of lin28B, Let-7c, and MYC with cell proliferation. Results A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database. In addition, 46 let-7c target genes were screened in HBV patients, and the interactions were analysed through PPI network analysis. The results confirmed that Let-7c and its target genes play a key role in HBV-related diseases. Next, we discovered a gradual decrease in Let-7c expression during the progression from HBV-associated chronic hepatitis (B-CH) and HBV-associated liver cirrhosis (B-LC) to B-HCC. We found evidence for a negative association between lin28B expression and Let-7c expression. The expression of MYC was obviously upregulated when Let-7c was inhibited. Conclusion Our results highlight that Let-7c and lin28B participate in the carcinogenesis of HBV-associated diseases through the lin28B/Let-7c/MYC axis. Supplementary Information The online version contains supplementary material available at 10.1186/s13027-022-00458-8.
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Affiliation(s)
- Like Zhang
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
| | - Xia Jiang
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China.
| | - Guiqi Wang
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
| | - Tatsuo Kanda
- Department of Gastroenterology and Nephrology, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, Japan.,Division of Gastroenterology and Hepatology Department of Medicine, Nihon University School of Medicine, 30-1 Oyaguchi-Kamicho, Itabashi-ku, Tokyo, 173-8610, Japan
| | - Osamu Yokosuka
- Department of Gastroenterology and Nephrology, Chiba University, 1-8-1 Inohana, Chuo-ku, Chiba, Japan
| | - Congjie Zhai
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
| | - Lei Zhang
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
| | - Peng Liu
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
| | - Zengren Zhao
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China.
| | - Zhongxin Li
- Department of General Surgery, Hebei Key Laboratory of Colorectal Cancer Precision Diagnosis and Treatment, The First Hospital of Hebei Medical University, No.89 Donggang Road, Shijiazhuang, 050031, Hebei, China
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23
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Khazan N, Kim KK, Hansen JN, Singh NA, Moore T, Snyder CWA, Pandita R, Strawderman M, Fujihara M, Takamura Y, Jian Y, Battaglia N, Yano N, Teramoto Y, Arnold LA, Hopson R, Kishor K, Nayak S, Ojha D, Sharon A, Ashton JM, Wang J, Milano MT, Miyamoto H, Linehan DC, Gerber SA, Kawar N, Singh AP, Tabdanov ED, Dokholyan NV, Kakuta H, Jurutka PW, Schor NF, Rowswell-Turner RB, Singh RK, Moore RG. Identification of a Vitamin-D Receptor Antagonist, MeTC7, which Inhibits the Growth of Xenograft and Transgenic Tumors In Vivo. J Med Chem 2022; 65:6039-6055. [PMID: 35404047 PMCID: PMC9059124 DOI: 10.1021/acs.jmedchem.1c01878] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Indexed: 12/02/2022]
Abstract
Vitamin-D receptor (VDR) mRNA is overexpressed in neuroblastoma and carcinomas of lung, pancreas, and ovaries and predicts poor prognoses. VDR antagonists may be able to inhibit tumors that overexpress VDR. However, the current antagonists are arduous to synthesize and are only partial antagonists, limiting their use. Here, we show that the VDR antagonist MeTC7 (5), which can be synthesized from 7-dehydrocholesterol (6) in two steps, inhibits VDR selectively, suppresses the viability of cancer cell-lines, and reduces the growth of the spontaneous transgenic TH-MYCN neuroblastoma and xenografts in vivo. The VDR selectivity of 5 against RXRα and PPAR-γ was confirmed, and docking studies using VDR-LBD indicated that 5 induces major changes in the binding motifs, which potentially result in VDR antagonistic effects. These data highlight the therapeutic benefits of targeting VDR for the treatment of malignancies and demonstrate the creation of selective VDR antagonists that are easy to synthesize.
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Affiliation(s)
- Negar Khazan
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Kyu Kwang Kim
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Jeanne N. Hansen
- Department
of Pediatrics, University of Rochester Medical
Center, Rochester, New York 14642, United
States
| | - Niloy A. Singh
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Taylor Moore
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Cameron W. A. Snyder
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Ravina Pandita
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Myla Strawderman
- Department
of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester, New York 14624, United States
| | - Michiko Fujihara
- Division
of Pharmaceutical Sciences, Okayama University Graduate School of
Medicine, Dentistry and Pharmaceutical Sciences, Kita-ku, Okayama 700-8530, Japan
| | - Yuta Takamura
- Division
of Pharmaceutical Sciences, Okayama University Graduate School of
Medicine, Dentistry and Pharmaceutical Sciences, Kita-ku, Okayama 700-8530, Japan
| | - Ye Jian
- Division
of Surgery and of Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York 14624, United States
| | - Nicholas Battaglia
- Division
of Surgery and of Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York 14624, United States
| | - Naohiro Yano
- Department
of Surgery, Division of Surgical Research, Rhode Island Hospital, Alpert Medical School of Brown University, Providence, Rhode Island 02903, United States
| | - Yuki Teramoto
- Department
of Pathology and Laboratory Medicine, University
of Rochester Medical Center, Rochester, New York 14624, United States
| | - Leggy A. Arnold
- Department
of Chemistry and Biochemistry, University
of Wisconsin Milwaukee, Milwaukee, Wisconsin 53211, United States
| | - Russell Hopson
- Department
of Chemistry, Brown University, Providence, Rhode Island 02912, United States
| | - Keshav Kishor
- Department
of Chemistry, Birla Institute of Technology, Mesra, Ranchi 835215, India
| | - Sneha Nayak
- Department
of Chemistry, Birla Institute of Technology, Mesra, Ranchi 835215, India
| | - Debasmita Ojha
- Department
of Chemistry, Birla Institute of Technology, Mesra, Ranchi 835215, India
| | - Ashoke Sharon
- Department
of Chemistry, Birla Institute of Technology, Mesra, Ranchi 835215, India
| | - John M. Ashton
- Genomics Core Facility, Wilmot Cancer Center, University of Rochester Medical Center, Rochester, New York 14624, United States
| | - Jian Wang
- Department of Pharmacology and Department of Biochemistry and Molecular
Biology, Penn State College of Medicine, Penn State University, Hershey, Pennsylvania 17036, United States
| | - Michael T. Milano
- Department of Radiation Oncology, University
of Rochester Medical Center, Rochester, New York 16424, United States
| | - Hiroshi Miyamoto
- Department
of Pathology and Laboratory Medicine, University
of Rochester Medical Center, Rochester, New York 14624, United States
| | - David C. Linehan
- Division
of Surgery and of Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York 14624, United States
| | - Scott A. Gerber
- Division
of Surgery and of Microbiology and Immunology, University of Rochester Medical Center, Rochester, New York 14624, United States
- Department of Radiation Oncology, University
of Rochester Medical Center, Rochester, New York 16424, United States
| | - Nada Kawar
- Center for Breast Health and Gynecologic
Oncology, Mercy Medical Center, 271 Carew Street, Springfield, Massachusetts 01104, United States
| | - Ajay P. Singh
- Rutgers, The State University of New Jersey, 59 Dudley Road, New Brunswick, New Jersey 08019, United States
| | - Erdem D. Tabdanov
- CytoMechanobiology
Laboratory, Department of Pharmacology, Penn State College of Medicine, Pennsylvania State University, Hershey, Pennsylvania 17036, United States
| | - Nikolay V. Dokholyan
- Department of Pharmacology and Department of Biochemistry and Molecular
Biology, Penn State College of Medicine, Penn State University, Hershey, Pennsylvania 17036, United States
| | - Hiroki Kakuta
- Division
of Pharmaceutical Sciences, Okayama University Graduate School of
Medicine, Dentistry and Pharmaceutical Sciences, Kita-ku, Okayama 700-8530, Japan
| | - Peter W. Jurutka
- School of Mathematical and Natural Sciences, Arizona State University, Health Futures Center, Phoenix, Arizona 85054, United States
- University of Arizona College of Medicine, Phoenix, Arizona 85004, United States
| | - Nina F. Schor
- Departments of Pediatrics, Neurology, and Neuroscience, University of Rochester Medical Center, Rochester, New York 14642, United States
| | - Rachael B. Rowswell-Turner
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Rakesh K. Singh
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
| | - Richard G. Moore
- Wilmot
Cancer Institute and Division of Gynecologic Oncology, Department
of Obstetrics and Gynecology, University
of Rochester Medical Center, Rochester New York 14624, United States
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24
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Kang H, Choi MC, Kim S, Jeong JY, Kwon AY, Kim TH, Kim G, Joo WD, Park H, Lee C, Song SH, Jung SG, Hwang S, An HJ. USP19 and RPL23 as Candidate Prognostic Markers for Advanced-Stage High-Grade Serous Ovarian Carcinoma. Cancers (Basel) 2021; 13:cancers13163976. [PMID: 34439131 PMCID: PMC8391231 DOI: 10.3390/cancers13163976] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2021] [Revised: 08/02/2021] [Accepted: 08/03/2021] [Indexed: 11/16/2022] Open
Abstract
Ovarian cancer is one of the leading causes of deaths among patients with gynecological malignancies worldwide. In order to identify prognostic markers for ovarian cancer, we performed RNA-sequencing and analyzed the transcriptome data from 51 patients who received conventional therapies for high-grade serous ovarian carcinoma (HGSC). Patients with early-stage (I or II) HGSC exhibited higher immune gene expression than patients with advanced stage (III or IV) HGSC. In order to predict the prognosis of patients with HGSC, we created machine learning-based models and identified USP19 and RPL23 as candidate prognostic markers. Specifically, patients with lower USP19 mRNA levels and those with higher RPL23 mRNA levels had worse prognoses. This model was then used to analyze the data of patients with HGSC hosted on The Cancer Genome Atlas; this analysis validated the prognostic abilities of these two genes with respect to patient survival. Taken together, the transcriptome profiles of USP19 and RPL23 determined using a machine-learning model could serve as prognostic markers for patients with HGSC receiving conventional therapy.
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Affiliation(s)
- Haeyoun Kang
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
- Center for Cancer Precision Medicine, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea;
| | - Min Chul Choi
- Center for Cancer Precision Medicine, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea;
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Sewha Kim
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
| | - Ju-Yeon Jeong
- CHA Advanced Research Institute, CHA Bundang Medical Center, Seongnam-si 13496, Gyeonggi-do, Korea;
| | - Ah-Young Kwon
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
| | - Tae-Hoen Kim
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
| | - Gwangil Kim
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
| | - Won Duk Joo
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Hyun Park
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Chan Lee
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Seung Hun Song
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Sang Geun Jung
- Comprehensive Gynecologic Cancer Center, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (W.D.J.); (H.P.); (C.L.); (S.H.S.); (S.G.J.)
| | - Sohyun Hwang
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
- Center for Cancer Precision Medicine, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea;
- Department of Biomedical Science, CHA University, Pocheon-si 11160, Gyeonggi-do, Korea
- Correspondence: (S.H.); (H.J.A.); Tel.: +82-317804859 (S.H.); +82-317805045 (H.J.A.)
| | - Hee Jung An
- Department of Pathology, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea; (H.K.); (S.K.); (A.-Y.K.); (T.-H.K.); (G.K.)
- Center for Cancer Precision Medicine, CHA Bundang Medical Center, CHA University, Seongnam-si 13496, Gyeonggi-do, Korea;
- Correspondence: (S.H.); (H.J.A.); Tel.: +82-317804859 (S.H.); +82-317805045 (H.J.A.)
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25
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Hunt AL, Bateman NW, Barakat W, Makohon-Moore S, Hood BL, Conrads KA, Zhou M, Calvert V, Pierobon M, Loffredo J, Litzi TJ, Oliver J, Mitchell D, Gist G, Rojas C, Blanton B, Robinson EL, Odunsi K, Sood AK, Casablanca Y, Darcy KM, Shriver CD, Petricoin EF, Rao UN, Maxwell GL, Conrads TP. Extensive three-dimensional intratumor proteomic heterogeneity revealed by multiregion sampling in high-grade serous ovarian tumor specimens. iScience 2021; 24:102757. [PMID: 34278265 PMCID: PMC8264160 DOI: 10.1016/j.isci.2021.102757] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 04/19/2021] [Accepted: 06/17/2021] [Indexed: 12/15/2022] Open
Abstract
Enriched tumor epithelium, tumor-associated stroma, and whole tissue were collected by laser microdissection from thin sections across spatially separated levels of ten high-grade serous ovarian carcinomas (HGSOCs) and analyzed by mass spectrometry, reverse phase protein arrays, and RNA sequencing. Unsupervised analyses of protein abundance data revealed independent clustering of an enriched stroma and enriched tumor epithelium, with whole tumor tissue clustering driven by overall tumor "purity." Comparing these data to previously defined prognostic HGSOC molecular subtypes revealed protein and transcript expression from tumor epithelium correlated with the differentiated subtype, whereas stromal proteins (and transcripts) correlated with the mesenchymal subtype. Protein and transcript abundance in the tumor epithelium and stroma exhibited decreased correlation in samples collected just hundreds of microns apart. These data reveal substantial tumor microenvironment protein heterogeneity that directly bears on prognostic signatures, biomarker discovery, and cancer pathophysiology and underscore the need to enrich cellular subpopulations for expression profiling.
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Affiliation(s)
- Allison L. Hunt
- Women's Health Integrated Research Center, Inova Women's Service Line, Inova Health System, 3289 Woodburn Road, Annandale, VA 22042, USA
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Nicholas W. Bateman
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Waleed Barakat
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Sasha Makohon-Moore
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Brian L. Hood
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Kelly A. Conrads
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Ming Zhou
- Women's Health Integrated Research Center, Inova Women's Service Line, Inova Health System, 3289 Woodburn Road, Annandale, VA 22042, USA
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Valerie Calvert
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, VA 20110, USA
| | - Mariaelena Pierobon
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, VA 20110, USA
| | - Jeremy Loffredo
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Tracy J. Litzi
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Julie Oliver
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Dave Mitchell
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Glenn Gist
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - Christine Rojas
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Brian Blanton
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Emma L. Robinson
- Women's Health Integrated Research Center, Inova Women's Service Line, Inova Health System, 3289 Woodburn Road, Annandale, VA 22042, USA
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Kunle Odunsi
- Department of Gynecologic Oncology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA
| | - Anil K. Sood
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77230, USA
| | - Yovanni Casablanca
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Kathleen M. Darcy
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Craig D. Shriver
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Emanuel F. Petricoin
- Center for Applied Proteomics and Molecular Medicine, George Mason University, Manassas, VA 20110, USA
| | - Uma N.M. Rao
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., 6720A Rockledge Drive, Suite 100, Bethesda, MD 20817, USA
| | - G. Larry Maxwell
- Women's Health Integrated Research Center, Inova Women's Service Line, Inova Health System, 3289 Woodburn Road, Annandale, VA 22042, USA
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
| | - Thomas P. Conrads
- Women's Health Integrated Research Center, Inova Women's Service Line, Inova Health System, 3289 Woodburn Road, Annandale, VA 22042, USA
- Gynecologic Cancer Center of Excellence, Department of Gynecologic Surgery and Obstetrics, Uniformed Services University and Walter Reed National Military Medical Center, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
- The John P. Murtha Cancer Center Research Program, Department of Surgery, Uniformed Services University, 8901 Wisconsin Avenue, Bethesda, MD 20889, USA
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Olbrecht S, Busschaert P, Qian J, Vanderstichele A, Loverix L, Van Gorp T, Van Nieuwenhuysen E, Han S, Van den Broeck A, Coosemans A, Van Rompuy AS, Lambrechts D, Vergote I. High-grade serous tubo-ovarian cancer refined with single-cell RNA sequencing: specific cell subtypes influence survival and determine molecular subtype classification. Genome Med 2021; 13:111. [PMID: 34238352 PMCID: PMC8268616 DOI: 10.1186/s13073-021-00922-x] [Citation(s) in RCA: 96] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 06/08/2021] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND High-grade serous tubo-ovarian cancer (HGSTOC) is characterised by extensive inter- and intratumour heterogeneity, resulting in persistent therapeutic resistance and poor disease outcome. Molecular subtype classification based on bulk RNA sequencing facilitates a more accurate characterisation of this heterogeneity, but the lack of strong prognostic or predictive correlations with these subtypes currently hinders their clinical implementation. Stromal admixture profoundly affects the prognostic impact of the molecular subtypes, but the contribution of stromal cells to each subtype has poorly been characterised. Increasing the transcriptomic resolution of the molecular subtypes based on single-cell RNA sequencing (scRNA-seq) may provide insights in the prognostic and predictive relevance of these subtypes. METHODS We performed scRNA-seq of 18,403 cells unbiasedly collected from 7 treatment-naive HGSTOC tumours. For each phenotypic cluster of tumour or stromal cells, we identified specific transcriptomic markers. We explored which phenotypic clusters correlated with overall survival based on expression of these transcriptomic markers in microarray data of 1467 tumours. By evaluating molecular subtype signatures in single cells, we assessed to what extent a phenotypic cluster of tumour or stromal cells contributes to each molecular subtype. RESULTS We identified 11 cancer and 32 stromal cell phenotypes in HGSTOC tumours. Of these, the relative frequency of myofibroblasts, TGF-β-driven cancer-associated fibroblasts, mesothelial cells and lymphatic endothelial cells predicted poor outcome, while plasma cells correlated with more favourable outcome. Moreover, we identified a clear cell-like transcriptomic signature in cancer cells, which correlated with worse overall survival in HGSTOC patients. Stromal cell phenotypes differed substantially between molecular subtypes. For instance, the mesenchymal, immunoreactive and differentiated signatures were characterised by specific fibroblast, immune cell and myofibroblast/mesothelial cell phenotypes, respectively. Cell phenotypes correlating with poor outcome were enriched in molecular subtypes associated with poor outcome. CONCLUSIONS We used scRNA-seq to identify stromal cell phenotypes predicting overall survival in HGSTOC patients. These stromal features explain the association of the molecular subtypes with outcome but also the latter's weakness of clinical implementation. Stratifying patients based on marker genes specific for these phenotypes represents a promising approach to predict prognosis or response to therapy.
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Affiliation(s)
- Siel Olbrecht
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium.
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium.
- VIB Centre for Cancer Biology, Leuven, Belgium.
| | - Pieter Busschaert
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - Junbin Qian
- VIB Centre for Cancer Biology, Leuven, Belgium
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium
| | - Adriaan Vanderstichele
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - Liselore Loverix
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
- VIB Centre for Cancer Biology, Leuven, Belgium
| | - Toon Van Gorp
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - Els Van Nieuwenhuysen
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - Sileny Han
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - Annick Van den Broeck
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
| | - An Coosemans
- Department of Oncology, Laboratory of Tumour Immunology and Immunotherapy, KU Leuven, Leuven, Belgium
| | - Anne-Sophie Van Rompuy
- Department of Imaging and Pathology, University Hospitals Leuven, Leuven, Belgium
- Department of Translational Cell and Tissue Research, KU Leuven, Leuven, Belgium
| | - Diether Lambrechts
- VIB Centre for Cancer Biology, Leuven, Belgium.
- Laboratory for Translational Genetics, Department of Human Genetics, KU Leuven, Leuven, Belgium.
| | - Ignace Vergote
- Department of Obstetrics and Gynaecology, Division of Gynaecological Oncology, University Hospitals Leuven, Leuven, Belgium
- Department of Oncology, Laboratory of Gynaecologic Oncology, KU Leuven, Leuven, Belgium
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Ferneza S, Fetsych M, Shuliak R, Makukh H, Volodko N, Yarema R, Fetsych T. Clinical significance of microRNA-200 and let-7 families expression assessment in patients with ovarian cancer. Ecancermedicalscience 2021; 15:1249. [PMID: 34267805 PMCID: PMC8241451 DOI: 10.3332/ecancer.2021.1249] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Indexed: 11/30/2022] Open
Abstract
Ovarian cancer (OC) represents the most lethal malignancy in gynaecologic oncology practice and shows a high recurrence rate due to its early chemoresistance to first-line chemotherapy. Yet, timely selection of the correct treatment strategy is likely to prolong a patient's survival. MicroRNAs (miRNAs) are a class of short non-coding RNAs responsible for the expression of 30%-60% of human genes. In numerous studies, miRNAs have been used to provide the overall prognosis for patients and analyse the process's prevalence and responses to chemotherapy. In particular, miRNAs as markers for predicting the sensitivity of OC to platinum- and taxane-based chemotherapeutics can significantly improve the treatment efficacy. This article highlights two families of miRNAs: miR-200 and let-7, which are promising for further research on OC and its chemosensitivity.
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Affiliation(s)
- Severyn Ferneza
- Department of Oncology and Radiology FPGE, Danylo Halytsky Lviv National Medical University, Hasheka 2A str., Lviv 79000, Ukraine
| | - Markiyan Fetsych
- Department of Oncology and Radiology FPGE, Danylo Halytsky Lviv National Medical University, Hasheka 2A str., Lviv 79000, Ukraine
| | - Roman Shuliak
- Department of Microinvasive Surgery, Lviv State Regional Oncology Treatment and Diagnostic Center, Hasheka 2A str., Lviv 79000, Ukraine
| | - Halyna Makukh
- Institute of Hereditary Pathology, National Academy of Medical Sciences of Ukraine, Lviv 79000, Ukraine
| | - Natalia Volodko
- Department of Oncology and Radiology FPGE, Danylo Halytsky Lviv National Medical University, Hasheka 2A str., Lviv 79000, Ukraine
| | - Roman Yarema
- Department of Oncology and Radiology FPGE, Danylo Halytsky Lviv National Medical University, Hasheka 2A str., Lviv 79000, Ukraine
| | - Taras Fetsych
- Department of Oncology and Radiology FPGE, Danylo Halytsky Lviv National Medical University, Hasheka 2A str., Lviv 79000, Ukraine
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28
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Wu JWY, Dand S, Doig L, Papenfuss AT, Scott CL, Ho G, Ooi JD. T-Cell Receptor Therapy in the Treatment of Ovarian Cancer: A Mini Review. Front Immunol 2021; 12:672502. [PMID: 33927729 PMCID: PMC8076633 DOI: 10.3389/fimmu.2021.672502] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Accepted: 03/22/2021] [Indexed: 12/16/2022] Open
Abstract
Ovarian cancer, in particularly high-grade serous ovarian cancer (HGSOC) and ovarian carcinosarcoma (OCS), are highly aggressive and deadly female cancers with limited treatment options. These tumors are generally unresponsive to immune check-point inhibitor (ICI) therapy and are referred to as immunologically “cold” tumors. Cell-based therapy, in particular, adoptive T-cell therapy, is an alternative immunotherapy option that has shown great potential, especially chimeric antigen receptor T cell (CAR-T) therapy in the treatment of hematologic malignancies. However, the efficacy of CAR-T therapy in solid tumors has been modest. This review explores the potential of another cell-based therapy, T-cell receptor therapy (TCR-T) as an alternate treatment option for immunological “cold” OC and OCS tumors.
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Affiliation(s)
- Jessica W Y Wu
- School of Clinical Sciences, Monash University, Clayton, VIC, Australia
| | - Sudiksha Dand
- School of Clinical Sciences, Monash University, Clayton, VIC, Australia
| | - Lachlan Doig
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Anthony T Papenfuss
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Clare L Scott
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, Australia
| | - Gwo Ho
- School of Clinical Sciences, Monash University, Clayton, VIC, Australia.,Department of Oncology, Monash Health, Clayton, VIC, Australia
| | - Joshua D Ooi
- School of Clinical Sciences, Monash University, Clayton, VIC, Australia
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29
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Kassuhn W, Klein O, Darb-Esfahani S, Lammert H, Handzik S, Taube ET, Schmitt WD, Keunecke C, Horst D, Dreher F, George J, Bowtell DD, Dorigo O, Hummel M, Sehouli J, Blüthgen N, Kulbe H, Braicu EI. Classification of Molecular Subtypes of High-Grade Serous Ovarian Cancer by MALDI-Imaging. Cancers (Basel) 2021; 13:cancers13071512. [PMID: 33806030 PMCID: PMC8036744 DOI: 10.3390/cancers13071512] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Revised: 03/12/2021] [Accepted: 03/23/2021] [Indexed: 12/16/2022] Open
Abstract
Simple Summary High-grade serous ovarian cancer (HGSOC) accounts for 70% of ovarian carcinomas with sobering survival rates. The mechanisms mediating treatment efficacy are still poorly understood with no adequate biomarkers of response to treatment and risk assessment. This variability of treatment response might be due to its molecular heterogeneity. Therefore, identification of biomarkers or molecular signatures to stratify patients and offer personalized treatment is of utmost priority. Currently, comprehensive gene expression profiling is time- and cost-extensive and limited by tissue heterogeneity. Thus, it has not been implemented into clinical practice. This study demonstrates for the first time a spatially resolved, time- and cost-effective approach to stratifying HGSOC patients by combining novel matrix-assisted laser desorption/ionization imaging mass spectrometry (MALDI-IMS) technology with machine-learning algorithms. Eventually, MALDI-derived predictive signatures for treatment efficacy, recurrent risk, or, as demonstrated here, molecular subtypes might be utilized for emerging clinical challenges to ultimately improve patient outcomes. Abstract Despite the correlation of clinical outcome and molecular subtypes of high-grade serous ovarian cancer (HGSOC), contemporary gene expression signatures have not been implemented in clinical practice to stratify patients for targeted therapy. Hence, we aimed to examine the potential of unsupervised matrix-assisted laser desorption/ionization imaging mass spectrometry (MALDI-IMS) to stratify patients who might benefit from targeted therapeutic strategies. Molecular subtyping of paraffin-embedded tissue samples from 279 HGSOC patients was performed by NanoString analysis (ground truth labeling). Next, we applied MALDI-IMS paired with machine-learning algorithms to identify distinct mass profiles on the same paraffin-embedded tissue sections and distinguish HGSOC subtypes by proteomic signature. Finally, we devised a novel approach to annotate spectra of stromal origin. We elucidated a MALDI-derived proteomic signature (135 peptides) able to classify HGSOC subtypes. Random forest classifiers achieved an area under the curve (AUC) of 0.983. Furthermore, we demonstrated that the exclusion of stroma-associated spectra provides tangible improvements to classification quality (AUC = 0.988). Moreover, novel MALDI-based stroma annotation achieved near-perfect classifications (AUC = 0.999). Here, we present a concept integrating MALDI-IMS with machine-learning algorithms to classify patients according to distinct molecular subtypes of HGSOC. This has great potential to assign patients for personalized treatment.
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Affiliation(s)
- Wanja Kassuhn
- Tumorbank Ovarian Cancer Network, ENGOT biobank, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (W.K.); (C.K.); (J.S.); (H.K.)
- Department of Gynecology, European Competence Center for Ovarian Cancer, Charité-Universitätsmedizi Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Virchow Klinikum, 13353 Berlin, Germany
| | - Oliver Klein
- BIH Center for Regenerative Therapies BCRT, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany; (O.K.); (S.H.)
| | - Silvia Darb-Esfahani
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
- Institute of Pathology Berlin-Spandau and Berlin-Buch, 13589 Berlin, Germany
| | - Hedwig Lammert
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Sylwia Handzik
- BIH Center for Regenerative Therapies BCRT, Charité-Universitätsmedizin Berlin, 13353 Berlin, Germany; (O.K.); (S.H.)
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Eliane T. Taube
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Wolfgang D. Schmitt
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Carlotta Keunecke
- Tumorbank Ovarian Cancer Network, ENGOT biobank, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (W.K.); (C.K.); (J.S.); (H.K.)
- Department of Gynecology, European Competence Center for Ovarian Cancer, Charité-Universitätsmedizi Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Virchow Klinikum, 13353 Berlin, Germany
| | - David Horst
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Felix Dreher
- Alacris Theranostics GmbH, 12489 Berlin, Germany;
| | - Joshy George
- The Jackson Laboratory for Genomic Medicine, Farmington, CT 06032, USA;
| | - David D. Bowtell
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, 3010 Parkville, Victoria, Australia;
| | - Oliver Dorigo
- Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, Stanford Women’s Cance Center, Stanford Cancer Institute, Stanford University School of Medicine, Stanford, CA 94305, USA;
| | - Michael Hummel
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
| | - Jalid Sehouli
- Tumorbank Ovarian Cancer Network, ENGOT biobank, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (W.K.); (C.K.); (J.S.); (H.K.)
- Department of Gynecology, European Competence Center for Ovarian Cancer, Charité-Universitätsmedizi Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Virchow Klinikum, 13353 Berlin, Germany
| | - Nils Blüthgen
- Institute of Pathology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (S.D.-E.); (H.L.); (E.T.T.); (W.D.S.); (D.H.); (M.H.); (N.B.)
- IRI Life Sciences, Humboldt University, 10115 Berlin, Germany
| | - Hagen Kulbe
- Tumorbank Ovarian Cancer Network, ENGOT biobank, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (W.K.); (C.K.); (J.S.); (H.K.)
- Department of Gynecology, European Competence Center for Ovarian Cancer, Charité-Universitätsmedizi Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Virchow Klinikum, 13353 Berlin, Germany
| | - Elena I. Braicu
- Tumorbank Ovarian Cancer Network, ENGOT biobank, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, 10117 Berlin, Germany; (W.K.); (C.K.); (J.S.); (H.K.)
- Department of Gynecology, European Competence Center for Ovarian Cancer, Charité-Universitätsmedizi Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Campus Virchow Klinikum, 13353 Berlin, Germany
- Correspondence: ; Tel.: +49-030-450-664469
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Fahrmann JF, Irajizad E, Kobayashi M, Vykoukal J, Dennison JB, Murage E, Wu R, Long JP, Do KA, Celestino J, Lu KH, Lu Z, Bast RC, Hanash S. A MYC-Driven Plasma Polyamine Signature for Early Detection of Ovarian Cancer. Cancers (Basel) 2021; 13:913. [PMID: 33671595 PMCID: PMC7927060 DOI: 10.3390/cancers13040913] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Revised: 02/02/2021] [Accepted: 02/02/2021] [Indexed: 12/31/2022] Open
Abstract
MYC is an oncogenic driver in the pathogenesis of ovarian cancer. We previously demonstrated that MYC regulates polyamine metabolism in triple-negative breast cancer (TNBC) and that a plasma polyamine signature is associated with TNBC development and progression. We hypothesized that a similar plasma polyamine signature may associate with ovarian cancer (OvCa) development. Using mass spectrometry, four polyamines were quantified in plasma from 116 OvCa cases and 143 controls (71 healthy controls + 72 subjects with benign pelvic masses) (Test Set). Findings were validated in an independent plasma set from 61 early-stage OvCa cases and 71 healthy controls (Validation Set). Complementarity of polyamines with CA125 was also evaluated. Receiver operating characteristic area under the curve (AUC) of individual polyamines for distinguishing cases from healthy controls ranged from 0.74-0.88. A polyamine signature consisting of diacetylspermine + N-(3-acetamidopropyl)pyrrolidin-2-one in combination with CA125 developed in the Test Set yielded improvement in sensitivity at >99% specificity relative to CA125 alone (73.7% vs 62.2%; McNemar exact test 2-sided P: 0.019) in the validation set and captured 30.4% of cases that were missed with CA125 alone. Our findings reveal a MYC-driven plasma polyamine signature associated with OvCa that complemented CA125 in detecting early-stage ovarian cancer.
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Affiliation(s)
- Johannes F. Fahrmann
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - Ehsan Irajizad
- Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (E.I.); (J.P.L.); (K.-A.D.)
| | - Makoto Kobayashi
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - Jody Vykoukal
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - Jennifer B. Dennison
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - Eunice Murage
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - Ranran Wu
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
| | - James P. Long
- Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (E.I.); (J.P.L.); (K.-A.D.)
| | - Kim-Anh Do
- Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (E.I.); (J.P.L.); (K.-A.D.)
| | - Joseph Celestino
- Department of Gynecological Oncology and Reproductive Medicine, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.C.); (K.H.L.); (Z.L.)
| | - Karen H. Lu
- Department of Gynecological Oncology and Reproductive Medicine, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.C.); (K.H.L.); (Z.L.)
| | - Zhen Lu
- Department of Gynecological Oncology and Reproductive Medicine, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.C.); (K.H.L.); (Z.L.)
| | - Robert C. Bast
- Department of Experimental Therapeutics, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA;
| | - Samir Hanash
- Department of Clinical Cancer Prevention, The University of Texas M. D. Anderson Cancer Center, Houston, TX 77030, USA; (J.F.F.); (M.K.); (J.V.); (J.B.D.); (E.M.); (R.W.)
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Khella CA, Mehta GA, Mehta RN, Gatza ML. Recent Advances in Integrative Multi-Omics Research in Breast and Ovarian Cancer. J Pers Med 2021; 11:149. [PMID: 33669749 PMCID: PMC7922242 DOI: 10.3390/jpm11020149] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 02/13/2021] [Accepted: 02/14/2021] [Indexed: 02/07/2023] Open
Abstract
The underlying molecular heterogeneity of cancer is responsible for the dynamic clinical landscape of this disease. The combination of genomic and proteomic alterations, including both inherited and acquired mutations, promotes tumor diversity and accounts for variable disease progression, therapeutic response, and clinical outcome. Recent advances in high-throughput proteogenomic profiling of tumor samples have resulted in the identification of novel oncogenic drivers, tumor suppressors, and signaling networks; biomarkers for the prediction of drug sensitivity and disease progression; and have contributed to the development of novel and more effective treatment strategies. In this review, we will focus on the impact of historical and recent advances in single platform and integrative proteogenomic studies in breast and ovarian cancer, which constitute two of the most lethal forms of cancer for women, and discuss the molecular similarities of these diseases, the impact of these findings on our understanding of tumor biology as well as the clinical applicability of these discoveries.
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Affiliation(s)
- Christen A Khella
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ 08903, USA
| | - Gaurav A Mehta
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ 08903, USA
| | - Rushabh N Mehta
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ 08903, USA
| | - Michael L Gatza
- Rutgers Cancer Institute of New Jersey, New Brunswick, NJ 08903, USA
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Guerrero-Gimenez ME, Fernandez-Muñoz JM, Lang BJ, Holton KM, Ciocca DR, Catania CA, Zoppino FCM. Galgo: a bi-objective evolutionary meta-heuristic identifies robust transcriptomic classifiers associated with patient outcome across multiple cancer types. Bioinformatics 2020; 36:5037-5044. [PMID: 32638009 DOI: 10.1093/bioinformatics/btaa619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2020] [Revised: 06/03/2020] [Accepted: 06/30/2020] [Indexed: 11/14/2022] Open
Abstract
MOTIVATION Statistical and machine-learning analyses of tumor transcriptomic profiles offer a powerful resource to gain deeper understanding of tumor subtypes and disease prognosis. Currently, prognostic gene-expression signatures do not exist for all cancer types, and most developed to date have been optimized for individual tumor types. In Galgo, we implement a bi-objective optimization approach that prioritizes gene signature cohesiveness and patient survival in parallel, which provides greater power to identify tumor transcriptomic phenotypes strongly associated with patient survival. RESULTS To compare the predictive power of the signatures obtained by Galgo with previously studied subtyping methods, we used a meta-analytic approach testing a total of 35 large population-based transcriptomic biobanks of four different cancer types. Galgo-generated colorectal and lung adenocarcinoma signatures were stronger predictors of patient survival compared to published molecular classification schemes. One Galgo-generated breast cancer signature outperformed PAM50, AIMS, SCMGENE and IntClust subtyping predictors. In high-grade serous ovarian cancer, Galgo signatures obtained similar predictive power to a consensus classification method. In all cases, Galgo subtypes reflected enrichment of gene sets related to the hallmarks of the disease, which highlights the biological relevance of the partitions found. AVAILABILITY AND IMPLEMENTATION The open-source R package is available on www.github.com/harpomaxx/galgo. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- M E Guerrero-Gimenez
- Laboratory of Oncology, Institute of Medicine and Experimental Biology of Cuyo (IMBECU), National Scientific and Technical Research Council (CONICET), Mendoza 5500, Argentina.,Institute of Biochemistry and Biotechnology, School of Medicine, National University of Cuyo, Mendoza 5500, Argentina
| | - J M Fernandez-Muñoz
- Laboratory of Oncology, Institute of Medicine and Experimental Biology of Cuyo (IMBECU), National Scientific and Technical Research Council (CONICET), Mendoza 5500, Argentina.,Institute of Biochemistry and Biotechnology, School of Medicine, National University of Cuyo, Mendoza 5500, Argentina
| | - B J Lang
- Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA 02215, USA
| | - K M Holton
- Harvard Department of Stem Cell and Regenerative Biology, Cambridge, MA 02138, USA
| | - D R Ciocca
- Laboratory of Oncology, Institute of Medicine and Experimental Biology of Cuyo (IMBECU), National Scientific and Technical Research Council (CONICET), Mendoza 5500, Argentina
| | - C A Catania
- Laboratory of Intelligent Systems (LABSIN), Engineering School, National University of Cuyo, Mendoza 5500, Argentina
| | - F C M Zoppino
- Laboratory of Oncology, Institute of Medicine and Experimental Biology of Cuyo (IMBECU), National Scientific and Technical Research Council (CONICET), Mendoza 5500, Argentina
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Cheng J, Zhuo Z, Yang L, Zhao P, Zhang J, Zhou H, He J, Li P. HMGA2 gene polymorphisms and Wilms tumor susceptibility in Chinese children: a four-center case-control study. Biotechnol Appl Biochem 2020; 67:939-945. [PMID: 31746066 DOI: 10.1002/bab.1857] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Accepted: 11/14/2019] [Indexed: 02/05/2023]
Abstract
Wilms tumor is a kidney malignancy that typically occurs in children. Aberrant expression of HMGA2 gene is commonly seen in many malignant tumors. Yet, HMGA2 gene polymorphisms on Wilms tumor risk are not established. We carried out the first four-center case-control study with 355 patients and 1,070 controls to assess the association of HMGA2 polymorphisms (rs6581658 A>G, rs8756 A>C, and rs968697 T>C) with Wilms tumor risk. All of these three polymorphisms in single could not impact Wilms tumor risk. Stratified analysis revealed a contributing Wilms tumor risk role of rs968697 TC/CC in subgroup of male (TC/CC vs. TT: adjusted odds ratio [OR] = 1.46, 95% confidence interval [CI] = 1.03-2.08, P = 0.035). However, we found that presence of 1-3 protective genotypes were less likely to develop tumor in subgroup of female (adjusted OR = 0.69, 95% CI = 0.48-0.99, P = 0.045). Our findings suggest that HMGA2 gene polymorphisms might influence Wilms tumor predisposition in a weak manner, under certain circumstances.
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Affiliation(s)
- Jiwen Cheng
- Department of Pediatric Surgery, the Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Zhenjian Zhuo
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Liu Yang
- Clinical Laboratory Medicine Center of PLA, Xijing Hospital, Air Force Medical University, Xi'an, Shaanxi, China
| | - Pu Zhao
- Department of Neonatology, Shaanxi Provincial People's Hospital, Xi'an, Shaanxi, China
| | - Jiao Zhang
- Department of Pediatric Surgery, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China
| | - Haixia Zhou
- Department of Hematology, The Second Affiliated Hospital and Yuying Children's Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jing He
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Peng Li
- Department of Pediatric Surgery, the Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China
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MYC as a Multifaceted Regulator of Tumor Microenvironment Leading to Metastasis. Int J Mol Sci 2020; 21:ijms21207710. [PMID: 33081056 PMCID: PMC7589112 DOI: 10.3390/ijms21207710] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 10/16/2020] [Accepted: 10/16/2020] [Indexed: 12/12/2022] Open
Abstract
The Myc family of oncogenes is deregulated in many types of cancer, and their over-expression is often correlated with poor prognosis. The Myc family members are transcription factors that can coordinate the expression of thousands of genes. Among them, c-Myc (MYC) is the gene most strongly associated with cancer, and it is the focus of this review. It regulates the expression of genes involved in cell proliferation, growth, differentiation, self-renewal, survival, metabolism, protein synthesis, and apoptosis. More recently, novel studies have shown that MYC plays a role not only in tumor initiation and growth but also has a broader spectrum of functions in tumor progression. MYC contributes to angiogenesis, immune evasion, invasion, and migration, which all lead to distant metastasis. Moreover, MYC is able to promote tumor growth and aggressiveness by recruiting stromal and tumor-infiltrating cells. In this review, we will dissect all of these novel functions and their involvement in the crosstalk between tumor and host, which have demonstrated that MYC is undoubtedly the master regulator of the tumor microenvironment. In sum, a better understanding of MYC’s role in the tumor microenvironment and metastasis development is crucial in proposing novel and effective cancer treatment strategies.
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Talhouk A, George J, Wang C, Budden T, Tan TZ, Chiu DS, Kommoss S, Leong HS, Chen S, Intermaggio MP, Gilks B, Nazeran TM, Volchek M, Elatre W, Bentley RC, Senz J, Lum A, Chow V, Sudderuddin H, Mackenzie R, Leong SCY, Liu G, Johnson D, Chen B, Group A, Alsop J, Banerjee SN, Behrens S, Bodelon C, Brand AH, Brinton L, Carney ME, Chiew YE, Cushing-Haugen KL, Cybulski C, Ennis D, Fereday S, Fortner RT, García-Donas J, Gentry-Maharaj A, Glasspool R, Goranova T, Greene CS, Haluska P, Harris HR, Hendley J, Hernandez BY, Herpel E, Jimenez-Linan M, Karpinskyj C, Kaufmann SH, Keeney GL, Kennedy CJ, Köbel M, Koziak JM, Larson MC, Lester J, Lewsley LA, Lissowska J, Lubiński J, Luk H, Macintyre G, Mahner S, McNeish IA, Menkiszak J, Nevins N, Osorio A, Oszurek O, Palacios J, Hinsley S, Pearce CL, Pike MC, Piskorz AM, Ray-Coquard I, Rhenius V, Rodriguez-Antona C, Sharma R, Sherman ME, De Silva D, Singh N, Sinn P, Slamon D, Song H, Steed H, Stronach EA, Thompson PJ, Tołoczko A, Trabert B, Traficante N, Tseng CC, Widschwendter M, Wilkens LR, Winham SJ, Winterhoff B, Beeghly-Fadiel A, Benitez J, Berchuck A, Brenton JD, Brown R, Chang-Claude J, Chenevix-Trench G, deFazio A, Fasching PA, García MJ, Gayther SA, Goodman MT, Gronwald J, Henderson MJ, Karlan BY, Kelemen LE, Menon U, Orsulic S, Pharoah PDP, Wentzensen N, Wu AH, Schildkraut JM, Rossing MA, Konecny GE, Huntsman DG, Huang RYJ, Goode EL, Ramus SJ, Doherty JA, Bowtell DD, Anglesio MS. Development and Validation of the Gene Expression Predictor of High-grade Serous Ovarian Carcinoma Molecular SubTYPE (PrOTYPE). Clin Cancer Res 2020; 26:5411-5423. [PMID: 32554541 PMCID: PMC7572656 DOI: 10.1158/1078-0432.ccr-20-0103] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2020] [Revised: 03/31/2020] [Accepted: 06/11/2020] [Indexed: 12/14/2022]
Abstract
PURPOSE Gene expression-based molecular subtypes of high-grade serous tubo-ovarian cancer (HGSOC), demonstrated across multiple studies, may provide improved stratification for molecularly targeted trials. However, evaluation of clinical utility has been hindered by nonstandardized methods, which are not applicable in a clinical setting. We sought to generate a clinical grade minimal gene set assay for classification of individual tumor specimens into HGSOC subtypes and confirm previously reported subtype-associated features. EXPERIMENTAL DESIGN Adopting two independent approaches, we derived and internally validated algorithms for subtype prediction using published gene expression data from 1,650 tumors. We applied resulting models to NanoString data on 3,829 HGSOCs from the Ovarian Tumor Tissue Analysis consortium. We further developed, confirmed, and validated a reduced, minimal gene set predictor, with methods suitable for a single-patient setting. RESULTS Gene expression data were used to derive the predictor of high-grade serous ovarian carcinoma molecular subtype (PrOTYPE) assay. We established a de facto standard as a consensus of two parallel approaches. PrOTYPE subtypes are significantly associated with age, stage, residual disease, tumor-infiltrating lymphocytes, and outcome. The locked-down clinical grade PrOTYPE test includes a model with 55 genes that predicted gene expression subtype with >95% accuracy that was maintained in all analytic and biological validations. CONCLUSIONS We validated the PrOTYPE assay following the Institute of Medicine guidelines for the development of omics-based tests. This fully defined and locked-down clinical grade assay will enable trial design with molecular subtype stratification and allow for objective assessment of the predictive value of HGSOC molecular subtypes in precision medicine applications.See related commentary by McMullen et al., p. 5271.
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Affiliation(s)
- Aline Talhouk
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
| | - Joshy George
- The Jackson Laboratory for Genomic Medicine, Farmington, Connecticut
| | - Chen Wang
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Timothy Budden
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia
- The University of Manchester, CRUK Manchester Institute, Manchester, United Kingdom
| | - Tuan Zea Tan
- National University of Singapore, Cancer Science Institute of Singapore, Center for Translational Medicine, Singapore, Singapore
| | - Derek S Chiu
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Stefan Kommoss
- Tuebingen University Hospital, Department of Women's Health, Tuebingen, Germany
| | - Huei San Leong
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
| | - Stephanie Chen
- Cedars-Sinai Medical Center, Center for Cancer Prevention and Translational Genomics, Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Maria P Intermaggio
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia
| | - Blake Gilks
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Tayyebeh M Nazeran
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Mila Volchek
- Royal Women's Hospital, Anatomical Pathology, Parkville, Victoria, Australia
| | - Wafaa Elatre
- Department of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Rex C Bentley
- Department of Pathology, Duke University Hospital, Durham, North Carolina
| | - Janine Senz
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Amy Lum
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Veronica Chow
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Hanwei Sudderuddin
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Robertson Mackenzie
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Samuel C Y Leong
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Geyi Liu
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Dustin Johnson
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Billy Chen
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
| | - Aocs Group
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, Queensland, Australia
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Jennifer Alsop
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Susana N Banerjee
- The Royal Marsden NHS Foundation Trust and Institute of Cancer Research, Gynaecology Unit, London, United Kingdom
| | - Sabine Behrens
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Clara Bodelon
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Alison H Brand
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Louise Brinton
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Michael E Carney
- Department of Obstetrics and Gynecology, University of Hawaii, John A. Burns School of Medicine, Honolulu, Hawaii
| | - Yoke-Eng Chiew
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Kara L Cushing-Haugen
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
| | - Cezary Cybulski
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Darren Ennis
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Sian Fereday
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Renée T Fortner
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
| | - Jesús García-Donas
- HM Hospitales Centro Integral Oncológico Clara Campal (HM CIOCC), Madrid, Spain
| | - Aleksandra Gentry-Maharaj
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Rosalind Glasspool
- Department of Medical Oncology, Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, United Kingdom
| | - Teodora Goranova
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Casey S Greene
- Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Paul Haluska
- Mayo Clinic, Department of Oncology, Rochester, Minnesota
| | - Holly R Harris
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
- Department of Epidemiology, University of Washington, Seattle, Washington
| | - Joy Hendley
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Brenda Y Hernandez
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Esther Herpel
- Institute of Pathology and NCT Tissue Bank, University Hospital Heidelberg, Heidelberg, Germany
| | | | - Chloe Karpinskyj
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Scott H Kaufmann
- Mayo Clinic, Department of Oncology, Rochester, Minnesota
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, Minnesota
| | - Gary L Keeney
- Division of Anatomic Pathology, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minnesota
| | - Catherine J Kennedy
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Martin Köbel
- Department of Pathology and Laboratory Medicine, Foothills Medical Center, University of Calgary, Calgary, Alberta, Canada
| | | | - Melissa C Larson
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Jenny Lester
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Liz-Anne Lewsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Jolanta Lissowska
- M Sklodowska Curie National Research Institute of Oncology, Department of Cancer Epidemiology and Prevention, Warsaw, Poland
| | - Jan Lubiński
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Hugh Luk
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Geoff Macintyre
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Sven Mahner
- Department of Obstetrics and Gynecology, University Hospital, Ludwig Maximilian University of Munich, Munich, Germany
| | - Iain A McNeish
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
- Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Janusz Menkiszak
- Department of Gynecological Surgery and Gynecological Oncology of Adults and Adolescents, Pomeranian Medical University, Szczecin, Poland
| | - Nikilyn Nevins
- Department of Gynaecological Oncology, Westmead Hospital and Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Ana Osorio
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Oleg Oszurek
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - José Palacios
- Hospital Universitario Ramón y Cajal, Pathology Department. IRYCIS. CIBERONC. Universidad de Alcalá, Madrid, Spain
| | - Samantha Hinsley
- Cancer Research UK Clinical Trials Unit, Institute of Cancer Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Celeste L Pearce
- Department of Epidemiology, University of Michigan School of Public Health, Ann Arbor, Michigan
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
| | - Malcolm C Pike
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California Norris Comprehensive Cancer Center, Los Angeles, California
- Department of Epidemiology and Biostatistics, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Anna M Piskorz
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | | | - Valerie Rhenius
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Cristina Rodriguez-Antona
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - Raghwa Sharma
- Pathology West ICPMR Westmead, Westmead Hospital, The University of Sydney, Sydney, New South Wales, Australia
- University of Western Sydney at Westmead Hospital, Sydney, New South Wales, Australia
| | - Mark E Sherman
- Department of Health Sciences Research, Mayo Clinic College of Medicine, Jacksonville, Florida
| | - Dilrini De Silva
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Naveena Singh
- Department of Pathology, Barts Health National Health Service Trust, London, United Kingdom
| | - Peter Sinn
- Department of Pathology, Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Dennis Slamon
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
| | - Honglin Song
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | - Helen Steed
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Royal Alexandra Hospital, Edmonton, Alberta, Canada
| | - Euan A Stronach
- Imperial College London, Division of Cancer and Ovarian Cancer Action Research Centre, Department Surgery & Cancer, London, United Kingdom
| | - Pamela J Thompson
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, California
| | - Aleksandra Tołoczko
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Britton Trabert
- NCI, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland
| | - Nadia Traficante
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Chiu-Chen Tseng
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Martin Widschwendter
- Department of Women's Cancer, Institute for Women's Health, University College London, London, United Kingdom
| | - Lynne R Wilkens
- University of Hawaii Cancer Center, Cancer Epidemiology Program, Honolulu, Hawaii
| | - Stacey J Winham
- Mayo Clinic, Division of Biomedical Statistics and Informatics, Department of Health Science Research, Rochester, Minnesota
| | - Boris Winterhoff
- Department of Obstetrics, Gynecology and Women's Health, University of Minnesota, Minneapolis, Minnesota
| | - Alicia Beeghly-Fadiel
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University School of Medicine, Nashville, Tennessee
| | - Javier Benitez
- Centro de Investigación en Red de Enfermedades Raras (CIBERER), Madrid, Spain
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
| | - Andrew Berchuck
- Department of Gynecologic Oncology, Duke University Hospital, Durham, North Carolina
| | - James D Brenton
- Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
| | - Robert Brown
- Division of Cancer and Ovarian Cancer Action Research Centre, Department of Surgery and Cancer, Imperial College London, London, United Kingdom
| | - Jenny Chang-Claude
- German Cancer Research Center (DKFZ), Division of Cancer Epidemiology, Heidelberg, Germany
- University Medical Center Hamburg-Eppendorf, Cancer Epidemiology Group, University Cancer Center Hamburg (UCCH), Hamburg, Germany
| | - Georgia Chenevix-Trench
- QIMR Berghofer Medical Research Institute, Department of Genetics and Computational Biology, Brisbane, Queensland, Australia
| | - Anna deFazio
- Centre for Cancer Research, The Westmead Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
- Department of Gynaecological Oncology, Westmead Hospital, Sydney, New South Wales, Australia
| | - Peter A Fasching
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
- Department of Gynecology and Obstetrics, Comprehensive Cancer Center ER-EMN, University Hospital Erlangen, Friedrich-Alexander-University Erlangen-Nuremberg, Erlangen, Germany
| | - María J García
- Spanish National Cancer Research Centre (CNIO), Human Cancer Genetics Programme, Madrid, Spain
- Biomedical Network on Rare Diseases (CIBERER), Madrid, Spain
| | - Simon A Gayther
- Cedars-Sinai Medical Center, Center for Bioinformatics and Functional Genomics and the Cedars Sinai Genomics Core, Los Angeles, California
| | - Marc T Goodman
- Cedars-Sinai Medical Center, Samuel Oschin Comprehensive Cancer Institute, Cancer Prevention and Genetics Program, Los Angeles, California
| | - Jacek Gronwald
- Department of Genetics and Pathology, Pomeranian Medical University, Szczecin, Poland
| | - Michelle J Henderson
- Children's Cancer Institute, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Beth Y Karlan
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Linda E Kelemen
- Hollings Cancer Center and Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina
| | - Usha Menon
- University College London, MRC Clinical Trials Unit at UCL, Institute of Clinical Trials & Methodology, London, United Kingdom
| | - Sandra Orsulic
- David Geffen School of Medicine, Department of Obstetrics and Gynecology, University of California at Los Angeles, Los Angeles, California
- Cedars-Sinai Medical Center, Women's Cancer Program at the Samuel Oschin Comprehensive Cancer Institute, Los Angeles, California
| | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge, Cambridge, United Kingdom
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | | | - Anna H Wu
- Department of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, California
| | - Joellen M Schildkraut
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Mary Anne Rossing
- Fred Hutchinson Cancer Research Center, Program in Epidemiology, Division of Public Health Sciences, Seattle, Washington
- Department of Epidemiology, University of Washington, Seattle, Washington
| | - Gottfried E Konecny
- Division of Hematology and Oncology, Department of Medicine, University of California at Los Angeles, David Geffen School of Medicine, Los Angeles, California
| | - David G Huntsman
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, BC Cancer Research Centre, Vancouver, British Columbia, Canada
| | - Ruby Yun-Ju Huang
- National University of Singapore, Cancer Science Institute of Singapore, Center for Translational Medicine, Singapore, Singapore
- National Taiwan University, School of Medicine, College of Medicine, Taipei City, Taiwan
| | - Ellen L Goode
- Division of Epidemiology, Department of Health Science Research, Mayo Clinic, Rochester, Minnesota.
| | - Susan J Ramus
- University of NSW Sydney, School of Women's and Children's Health, Faculty of Medicine, Sydney, New South Wales, Australia.
- Adult Cancer Program, Lowy Cancer Research Centre, University of NSW Sydney, Sydney, New South Wales, Australia
| | - Jennifer A Doherty
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah.
| | - David D Bowtell
- Peter MacCallum Cancer Center, Melbourne, Victoria, Australia.
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Parkville, Victoria, Australia
| | - Michael S Anglesio
- British Columbia's Gynecological Cancer Research Program (OVCARE), BC Cancer, Vancouver General Hospital, and University of British Columbia, Vancouver, British Columbia, Canada.
- University of British Columbia, Department of Obstetrics and Gynecology, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
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36
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Chirshev E, Hojo N, Bertucci A, Sanderman L, Nguyen A, Wang H, Suzuki T, Brito E, Martinez SR, Castañón C, Mirshahidi S, Vazquez ME, Wat P, Oberg KC, Ioffe YJ, Unternaehrer JJ. Epithelial/mesenchymal heterogeneity of high-grade serous ovarian carcinoma samples correlates with miRNA let-7 levels and predicts tumor growth and metastasis. Mol Oncol 2020; 14:2796-2813. [PMID: 32652647 PMCID: PMC7607177 DOI: 10.1002/1878-0261.12762] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2020] [Revised: 06/16/2020] [Accepted: 07/07/2020] [Indexed: 12/18/2022] Open
Abstract
Patient‐derived samples present an advantage over current cell line models of high‐grade serous ovarian cancer (HGSOC) that are not always reliable and phenotypically faithful models of in vivo HGSOC. To improve upon cell line models of HGSOC, we set out to characterize a panel of patient‐derived cells and determine their epithelial and mesenchymal characteristics. We analyzed RNA and protein expression levels in patient‐derived xenograft (PDX) models of HGSOC, and functionally characterized these models using flow cytometry, wound healing assays, invasion assays, and spheroid cultures. Besides in vitro work, we also evaluated the growth characteristics of PDX in vivo (orthotopic PDX). We found that all samples had hybrid characteristics, covering a spectrum from an epithelial‐to‐mesenchymal state. Samples with a stronger epithelial phenotype were more active in self‐renewal assays and more tumorigenic in orthotopic xenograft models as compared to samples with a stronger mesenchymal phenotype, which were more migratory and invasive. Additionally, we observed an inverse association between microRNA let‐7 (lethal‐7) expression and stemness, consistent with the loss of let‐7 being an important component of the cancer stem cell phenotype. We observed that lower let‐7 levels were associated with the epithelial state and a lower epithelial mesenchymal transition (EMT) score, more efficient spheroid and tumor formation, and increased sensitivity to platinum‐based chemotherapy. Surprisingly, in these HGSOC cells, stemness could be dissociated from invasiveness: Cells with lower let‐7 levels were more tumorigenic, but less migratory, and with a lower EMT score, than those with higher let‐7 levels. We conclude that let‐7 expression and epithelial/mesenchymal state are valuable predictors of HGSOC proliferation, in vitro self‐renewal, and tumor burden in vivo.
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Affiliation(s)
- Evgeny Chirshev
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA.,Department of Pathology and Human Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Nozomi Hojo
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA
| | - Antonella Bertucci
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA
| | - Linda Sanderman
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA.,Biology Department, California State University San Bernardino, San Bernardino, CA, USA
| | - Anthony Nguyen
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA
| | - Hanmin Wang
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA
| | - Tise Suzuki
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA
| | - Emmanuel Brito
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA.,Biology Department, California State University San Bernardino, San Bernardino, CA, USA
| | - Shannalee R Martinez
- Center for Health Disparities and Molecular Medicine, Loma Linda University, Loma Linda, CA, USA
| | - Christine Castañón
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA.,Center for Health Disparities and Molecular Medicine, Loma Linda University, Loma Linda, CA, USA
| | - Saied Mirshahidi
- Biospecimen Laboratory, Division of Microbiology & Molecular Genetics, Department of Basic Sciences, Loma Linda University Cancer Center, Loma Linda University, Loma Linda, CA, USA
| | - Marcelo E Vazquez
- Department of Radiation Medicine, Loma Linda University, Loma Linda, CA, USA
| | - Pamela Wat
- Department of Pathology and Human Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Kerby C Oberg
- Department of Pathology and Human Anatomy, Loma Linda University School of Medicine, Loma Linda, CA, USA
| | - Yevgeniya J Ioffe
- Division of Gynecologic Oncology, Department of Gynecology and Obstetrics, Loma Linda University Medical Center, Loma Linda, CA, USA
| | - Juli J Unternaehrer
- Division of Biochemistry, Department of Basic Sciences, Loma Linda University, Loma Linda, CA, USA.,Center for Health Disparities and Molecular Medicine, Loma Linda University, Loma Linda, CA, USA.,Department of Gynecology and Obstetrics, Loma Linda University, Loma Linda, CA, USA
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37
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Tamkovich S, Tutanov O, Efimenko A, Grigor'eva A, Ryabchikova E, Kirushina N, Vlassov V, Tkachuk V, Laktionov P. Blood Circulating Exosomes Contain Distinguishable Fractions of Free and Cell-Surface-Associated Vesicles. Curr Mol Med 2020; 19:273-285. [PMID: 30868953 DOI: 10.2174/1566524019666190314120532] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 03/08/2019] [Accepted: 03/08/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND Considering exosomes as intercellular transporters, inevitably interacting with the plasma membrane and the large available surface of blood cells, we wonder if a fraction of circulating exosomes is associated with the surface of blood cells. OBJECTIVE The aim of this study was to develop an efficient protocol for isolating exosomes associated with the surface of blood cells and to further investigate the characteristics of this fraction in a healthy state and during the development of breast cancer, as well as its possible implication for use in diagnostic applications. METHODS Blood samples were collected from Healthy Females (HFs) and breast cancer patients (BCPs). Exosomes extracted from blood plasma and eluted from the surface of blood cells were isolated by ultrafiltration with subsequent ultracentrifugation. RESULTS Transmission Electron Microscopy (TEM), along with immunogold labeling, demonstrated the presence of exosomes among membrane-wrapped extracellular vesicles (EVs) isolated from both plasma and blood cell eluates. TEM, nanoparticle tracking analysis, and NanoOrange protein quantitation data showed that cell-associated exosomes constituted no less than 2/3 of total blood exosome number. Exosomes, ranging from 50-70 nm in size, prevailed in the blood of breast cancer patients, whereas smaller exosomes (30-50 nm) were mostly observed in the blood of healthy women. Analysis of specific proteins and RNAs in exosomes circulating in blood demonstrated the significant differences in the packing density of the polymers in exosomes of HFs and BCPs. Preliminary data indicated that detection of cancer-specific miRNA (miR-103, miR-191, miR-195) in exosomes associated with the fraction of red blood cells allowed to discriminate HFs and BCPs more precisely compared to cell-free exosomes circulating in plasma. CONCLUSION Our data provide the basis for using blood cell-associated exosomes for diagnostic applications.
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Affiliation(s)
- Svetlana Tamkovich
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation.,Institute for Regenerative Medicine, Lomonosov Moscow State University, Moscow, Russian Federation.,Faculty of Natural Science, Novosibirsk State University, Novosibirsk, Russian Federation
| | - Oleg Tutanov
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation
| | - Anastasia Efimenko
- Institute for Regenerative Medicine, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Alina Grigor'eva
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation
| | - Elena Ryabchikova
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation.,Faculty of Natural Science, Novosibirsk State University, Novosibirsk, Russian Federation
| | - Natalia Kirushina
- Department of Mammology, National Novosibirsk Regional Oncologic Dispensary, Novosibirsk, Russian Federation
| | - Valentin Vlassov
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation.,Faculty of Natural Science, Novosibirsk State University, Novosibirsk, Russian Federation
| | - Vsevolod Tkachuk
- Institute for Regenerative Medicine, Lomonosov Moscow State University, Moscow, Russian Federation
| | - Pavel Laktionov
- Laboratory of Molecular Medicine, Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of Russian Academy of Science, Novosibirsk, Russian Federation.,Novosibirsk Research Institute of Circulation Pathology of Academician E.N. Meshalkin, Novosibirsk, Russian Federation
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38
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Han Q, Sang J, Fan X, Wang X, Zeng L, Zhang X, Zhang K, Li N, Lv Y, Liu Z. Association of LIN28B polymorphisms with chronic hepatitis B virus infection. Virol J 2020; 17:81. [PMID: 32571380 PMCID: PMC7310063 DOI: 10.1186/s12985-020-01353-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Accepted: 06/11/2020] [Indexed: 12/26/2022] Open
Abstract
Background LIN28B is involved in multiple cellular developmental processes, tissue inflammatory response and tumourigenesis. The association of LIN28B polymorphisms with hepatitis B virus (HBV) infection remains unknown. Methods This study investigated the association of LIN28B rs314277, rs314280, rs369065 and rs7759938 polymorphisms in patients with chronic HBV infection, a major cause of liver disease including hepatocellular carcinoma (HCC). A total of 781 individuals including 515 cases of chronic HBV infection (91 asymptomatic carrier status, 128 chronic hepatitis, 127 cirrhosis and 169 HCC), 97 HBV infection resolvers and 169 healthy controls were investigated. Results LIN28 rs314280 genotypes GA + AA were higher in resolver and controls than patients (P = 0.011). Patients had significantly lower rs314280 allele A than resolvers (P = 0.031, OR 0.689, 95%CI 0.491–0.969) or controls (P = 0.034, OR 0.741, 95%CI 0.561–0.978). In dominant model, patients had significantly lower rs314280 genotypes AA+GA than controls (P = 0.008, OR 0.623, 95%CI 0.439–0.884). LIN28 rs7759938 genotypes TC + CC were higher in resolvers and controls than patients (P = 0.015). Patients had significantly lower rs7759938 allele C than resolvers (P = 0.048, OR 0.708, 95%CI 0.503–0.999). In dominant model, patients had significantly lower rs7759938 genotypes TC + CC than controls (P = 0.010, OR 0.632, 95%CI 0.445–0.897). Chronic hepatitis patients had lower frequency of rs369065 genotype TC than asymptomatic carriers, cirrhosis and HCC (P = 0.019). Conclusions These results suggest that LIN28 rs314280 and rs7759938 may be related to the susceptibility of chronic HBV infection. Further studies are warranted to examine the association of LIN28B polymorphisms with HBV-related diseases, especially HCC.
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Affiliation(s)
- Qunying Han
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Jiao Sang
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Xiude Fan
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Xiaoyun Wang
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Lu Zeng
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Xiaoge Zhang
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Kun Zhang
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Na Li
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China
| | - Yi Lv
- Department of Hepatobiliary Surgery, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, People's Republic of China.,Institute of Advanced Surgical Technology and Engineering, Xi'an Jiaotong University, No. 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, People's Republic of China
| | - Zhengwen Liu
- Department of Infectious Diseases, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710061, Shaanxi, People's Republic of China. .,Institute of Advanced Surgical Technology and Engineering, Xi'an Jiaotong University, No. 277 Yanta West Road, Xi'an, 710061, Shaanxi Province, People's Republic of China.
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39
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Sanij E, Hannan KM, Xuan J, Yan S, Ahern JE, Trigos AS, Brajanovski N, Son J, Chan KT, Kondrashova O, Lieschke E, Wakefield MJ, Frank D, Ellis S, Cullinane C, Kang J, Poortinga G, Nag P, Deans AJ, Khanna KK, Mileshkin L, McArthur GA, Soong J, Berns EMJJ, Hannan RD, Scott CL, Sheppard KE, Pearson RB. CX-5461 activates the DNA damage response and demonstrates therapeutic efficacy in high-grade serous ovarian cancer. Nat Commun 2020; 11:2641. [PMID: 32457376 PMCID: PMC7251123 DOI: 10.1038/s41467-020-16393-4] [Citation(s) in RCA: 85] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2019] [Accepted: 04/30/2020] [Indexed: 02/06/2023] Open
Abstract
Acquired resistance to PARP inhibitors (PARPi) is a major challenge for the clinical management of high grade serous ovarian cancer (HGSOC). Here, we demonstrate CX-5461, the first-in-class inhibitor of RNA polymerase I transcription of ribosomal RNA genes (rDNA), induces replication stress and activates the DNA damage response. CX-5461 co-operates with PARPi in exacerbating replication stress and enhances therapeutic efficacy against homologous recombination (HR) DNA repair-deficient HGSOC-patient-derived xenograft (PDX) in vivo. We demonstrate CX-5461 has a different sensitivity spectrum to PARPi involving MRE11-dependent degradation of replication forks. Importantly, CX-5461 exhibits in vivo single agent efficacy in a HGSOC-PDX with reduced sensitivity to PARPi by overcoming replication fork protection. Further, we identify CX-5461-sensitivity gene expression signatures in primary and relapsed HGSOC. We propose CX-5461 is a promising therapy in combination with PARPi in HR-deficient HGSOC and also as a single agent for the treatment of relapsed disease.
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Affiliation(s)
- Elaine Sanij
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia.
- Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia.
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia.
| | - Katherine M Hannan
- ACRF Department of Cancer Biology and Therapeutics, The John Curtin School of Medical Research, Australian National University, Acton, 2601, Australia Capital Territory, Australia.
- Department of Biochemistry and Molecular Biology, University of Melbourne, Parkville, VIC, 3010, Australia.
| | - Jiachen Xuan
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Shunfei Yan
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Jessica E Ahern
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
| | - Anna S Trigos
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Natalie Brajanovski
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
| | - Jinbae Son
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Keefe T Chan
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
| | - Olga Kondrashova
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Elizabeth Lieschke
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Matthew J Wakefield
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Melbourne Bioinformatics, University of Melbourne, Victoria, 3010, Australia
| | - Daniel Frank
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Sarah Ellis
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Carleen Cullinane
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Jian Kang
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
| | - Gretchen Poortinga
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
- Department of Medicine, St. Vincent's Hospital, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Purba Nag
- QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
- School of Environment and Sciences, Griffith University, Nathan, Brisbane, QLD, 4111, Australia
| | - Andrew J Deans
- Department of Medicine, St. Vincent's Hospital, University of Melbourne, Parkville, VIC, 3010, Australia
- Genome Stability Unit, St Vincent's Institute, Fitzroy, VIC, 3065, Australia
| | - Kum Kum Khanna
- QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia
| | - Linda Mileshkin
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Grant A McArthur
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
- Department of Medicine, St. Vincent's Hospital, University of Melbourne, Parkville, VIC, 3010, Australia
| | - John Soong
- Senhwa Biosciences, Virginia Commonwealth University School of Medicine, San Diego, CA, USA
| | - Els M J J Berns
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Ross D Hannan
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
- ACRF Department of Cancer Biology and Therapeutics, The John Curtin School of Medical Research, Australian National University, Acton, 2601, Australia Capital Territory, Australia
- Department of Biochemistry and Molecular Biology, University of Melbourne, Parkville, VIC, 3010, Australia
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC, 3800, Australia
- School of Biomedical Sciences, University of Queensland, Brisbane, QLD, 4072, Australia
| | - Clare L Scott
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- The Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medicine and Health Sciences, Monash University, Clayton, VIC, 3168, Australia
| | - Karen E Sheppard
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia
- Department of Biochemistry and Molecular Biology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Richard B Pearson
- Peter MacCallum Cancer Centre, 305 Grattan St, Melbourne, VIC, 3000, Australia.
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, 3010, Australia.
- Department of Biochemistry and Molecular Biology, University of Melbourne, Parkville, VIC, 3010, Australia.
- Department of Biochemistry and Molecular Biology, Monash University, Clayton, VIC, 3800, Australia.
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40
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Jung M, Gao J, Cheung L, Bongers A, Somers K, Clifton M, Ramsay EE, Russell AJ, Valli E, Gifford AJ, George J, Kennedy CJ, Wakefield MJ, Topp M, Ho GY, Scott CL, Bowtell DD, deFazio A, Norris MD, Haber M, Henderson MJ. ABCC4/MRP4 contributes to the aggressiveness of Myc-associated epithelial ovarian cancer. Int J Cancer 2020; 147:2225-2238. [PMID: 32277480 DOI: 10.1002/ijc.33005] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2020] [Revised: 03/15/2020] [Accepted: 03/20/2020] [Indexed: 12/24/2022]
Abstract
Epithelial ovarian cancer (EOC) is a complex disease comprising discrete histological and molecular subtypes, for which survival rates remain unacceptably low. Tailored approaches for this deadly heterogeneous disease are urgently needed. Efflux pumps belonging to the ATP-binding cassette (ABC) family of transporters are known for roles in both drug resistance and cancer biology and are also highly targetable. Here we have investigated the association of ABCC4/MRP4 expression to clinical outcome and its biological function in endometrioid and serous tumors, common histological subtypes of EOC. We found high expression of ABCC4/MRP4, previously shown to be directly regulated by c-Myc/N-Myc, was associated with poor prognosis in endometrioid EOC (P = .001) as well as in a subset of serous EOC with a "high-MYCN" profile (C5/proliferative; P = .019). Transient siRNA-mediated suppression of MRP4 in EOC cells led to reduced growth, migration and invasion, with the effects being most pronounced in endometrioid and C5-like serous cells compared to non-C5 serous EOC cells. Sustained knockdown of MRP4 also sensitized endometrioid cells to MRP4 substrate drugs. Furthermore, suppression of MRP4 decreased the growth of patient-derived EOC cells in vivo. Together, our findings provide the first evidence that MRP4 plays an important role in the biology of Myc-associated ovarian tumors and highlight this transporter as a potential therapeutic target for EOC.
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Affiliation(s)
- Moonsun Jung
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,School of Women's and Children's Health, UNSW Australia, Kensington, New South Wales, Australia
| | - Jixuan Gao
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Leanna Cheung
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Angelika Bongers
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Klaartje Somers
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,School of Women's and Children's Health, UNSW Australia, Kensington, New South Wales, Australia
| | - Molly Clifton
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Emma E Ramsay
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Amanda J Russell
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Emanuele Valli
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia
| | - Andrew J Gifford
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,Department of Anatomical Pathology, Prince of Wales Hospital, Randwick, New South Wales, Australia
| | - Joshy George
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Catherine J Kennedy
- Department of Gynecological Oncology, Westmead Hospital and Centre for Cancer Research, The Westmead Millennium Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Matthew J Wakefield
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Monique Topp
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Gwo-Yaw Ho
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | -
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Clare L Scott
- The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - David D Bowtell
- Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Anna deFazio
- Department of Gynecological Oncology, Westmead Hospital and Centre for Cancer Research, The Westmead Millennium Institute for Medical Research, The University of Sydney, Sydney, New South Wales, Australia
| | - Murray D Norris
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,School of Women's and Children's Health, UNSW Australia, Kensington, New South Wales, Australia.,University of New South Wales Centre for Childhood Cancer Research, UNSW Australia, Kensington, New South Wales, Australia
| | - Michelle Haber
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,School of Women's and Children's Health, UNSW Australia, Kensington, New South Wales, Australia
| | - Michelle J Henderson
- Children's Cancer Institute Australia, Lowy Cancer Research Centre, UNSW Australia, Kensington, New South Wales, Australia.,School of Women's and Children's Health, UNSW Australia, Kensington, New South Wales, Australia
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Zuber E, Schweitzer D, Allen D, Parte S, Kakar SS. Stem Cells in Ovarian Cancer and Potential Therapies. PROCEEDINGS OF STEM CELL RESEARCH AND ONCOGENESIS 2020; 8:e1001. [PMID: 32776013 PMCID: PMC7413600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Affiliation(s)
- Elena Zuber
- Department of Physiology, University of Louisville, Louisville, KY40202
| | - Diana Schweitzer
- Department of Physiology, University of Louisville, Louisville, KY40202
| | - Dominick Allen
- Department of Physiology, University of Louisville, Louisville, KY40202
| | - Seema Parte
- Department of Biochemistry and Molecular Biology, University of Nebraska, Omaha, NE-68198-5870
| | - Sham S. Kakar
- Department of Physiology, University of Louisville, Louisville, KY40202
- James Graham Brown Cancer Center, University of Louisville, Louisville, KY 40202
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42
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Thomas SN, Friedrich B, Schnaubelt M, Chan DW, Zhang H, Aebersold R. Orthogonal Proteomic Platforms and Their Implications for the Stable Classification of High-Grade Serous Ovarian Cancer Subtypes. iScience 2020; 23:101079. [PMID: 32534439 PMCID: PMC7298555 DOI: 10.1016/j.isci.2020.101079] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2019] [Revised: 06/19/2019] [Accepted: 04/14/2020] [Indexed: 12/15/2022] Open
Abstract
The National Cancer Institute (NCI) Clinical Proteomic Tumor Analysis Consortium (CPTAC) established a harmonized method for large-scale clinical proteomic studies. SWATH-MS, an instance of data-independent acquisition (DIA) proteomic methods, is an alternate proteomic approach. In this study, we used SWATH-MS to analyze remnant peptides from the original retrospective TCGA samples generated for the CPTAC ovarian cancer proteogenomic study. The SWATH-MS results recapitulated the confident identification of differentially expressed proteins in enriched pathways associated with the robust Mesenchymal high-grade serous ovarian cancer subtype and the homologous recombination deficient tumors. Hence, SWATH/DIA-MS presents a promising complementary or orthogonal alternative to the CPTAC proteomic workflow, with the advantages of simpler and faster workflows and lower sample consumption, albeit with shallower proteome coverage. In summary, both analytical methods are suitable to characterize clinical samples, providing proteomic workflow alternatives for cancer researchers depending on the context-specific goals of the studies.
SWATH-MS and iTRAQ-DDA are used to classify 103 high-grade serous ovarian cancer SWATH-MS re-capitulates differentially expressed proteins in ovarian cancer subtypes SWATH-MS is a robust proteomic approach for large-scale clinical proteomic studies
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Affiliation(s)
- Stefani N Thomas
- Department of Pathology, Clinical Chemistry Division, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Betty Friedrich
- Department of Biology, Institute of Molecular Systems Biology, ETH Zürich, Otto-Stern-Weg 3, 8093 Zürich, Switzerland
| | - Michael Schnaubelt
- Department of Pathology, Clinical Chemistry Division, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Daniel W Chan
- Department of Pathology, Clinical Chemistry Division, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Hui Zhang
- Department of Pathology, Clinical Chemistry Division, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zürich, Otto-Stern-Weg 3, 8093 Zürich, Switzerland; Faculty of Science, University of Zürich, Zürich, Switzerland.
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MYC-regulated pseudogene HMGA1P6 promotes ovarian cancer malignancy via augmenting the oncogenic HMGA1/2. Cell Death Dis 2020; 11:167. [PMID: 32127525 PMCID: PMC7054391 DOI: 10.1038/s41419-020-2356-9] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Revised: 02/12/2020] [Accepted: 02/14/2020] [Indexed: 12/28/2022]
Abstract
Pseudogenes have long been considered as nonfunctional genomic sequences. Recent studies have shown that they can potentially regulate the expression of protein-coding genes and are dysregulated in diseases including cancer. However, the potential roles of pseudogenes in ovarian cancer have not been well studied. Here we characterized the pseudogene expression profile in HGSOC (high-grade serous ovarian carcinoma) by microarray. We identified 577 dysregulated pseudogenes and most of them were up-regulated (538 of 577). HMGA1P6 (High mobility group AT-hook 1 pseudogene 6) was one of the overexpressed pseudogenes and its expression was inversely correlated with patient survival. Mechanistically, HMGA1P6 promoted ovarian cancer cell malignancy by acting as a ceRNA (competitive endogenous RNA) that led to enhanced HMGA1 and HMGA2 expression. Importantly, HMGA1P6 was transcriptionally activated by oncogene MYC in ovarian cancer. Our findings reveal that MYC may contribute to oncogenesis through transcriptional regulation of pseudogene HMGA1P6 in ovarian cancer.
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44
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Li L, Zhuo Z, Yang Z, Zhu J, He X, Yang Z, Zhang J, Xin Y, He J, Zhang T. HMGA2 Polymorphisms and Hepatoblastoma Susceptibility: A Five-Center Case-Control Study. Pharmgenomics Pers Med 2020; 13:51-57. [PMID: 32104047 PMCID: PMC7023882 DOI: 10.2147/pgpm.s241100] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Accepted: 02/04/2020] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Hepatoblastoma is a rare disease. Its etiology remains obscure. No epidemiological reports have assessed the relationship of High Mobility Group A2 (HMGA2) single nucleotide polymorphisms (SNPs) with hepatoblastoma risk. This case-control study leads as a pioneer to explore whether HMGA2 SNPs (rs6581658 A>G, rs8756 A>C, rs968697 T>C) could impact hepatoblastoma risk. METHODS We acquired samples from 275 hepatoblastoma cases and 1018 controls who visited one of five independent hospitals located in the different regions of China. The genotyping of HMGA2 SNPs was implemented using the PCR-based TaqMan method, and the risk estimates were quantified by odds ratios (ORs) and 95% confidence intervals (CIs). RESULTS In the main analysis, we identified that rs968697 T>C polymorphism was significantly related to hepatoblastoma risk in the additive model (adjusted OR=0.73, 95% CI=0.54-0.98, P=0.035). Notably, participants carrying 2-3 favorable genotypes had reduced hepatoblastoma risk (adjusted OR=0.71, 95% CI=0.52-0.96, P=0.028) in contrast to those carrying 0-1 favorable genotypes. Furthermore, stratification analysis revealed a significant correlation between rs968697 TC/CC and hepatoblastoma risk for males and clinical stage I+II. The existence of 2-3 protective genotypes was correlated with decreased hepatoblastoma susceptibility in children ≥17 months old, males, and clinical stage I+II cases, when compared to 0-1 protective genotype. CONCLUSION To summarize, these results indicated that the HMGA2 gene SNPs exert a weak influence on hepatoblastoma susceptibility. Further validation of the current conclusion with a larger sample size covering multi-ethnic groups is warranted.
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Affiliation(s)
- Li Li
- Kunming Key Laboratory of Children's Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease Research, Yunnan Institute of Pediatrics Research, Kunming Children’s Hospital, Kunming, Yunnan, 650228, People’s Republic of China
| | - Zhenjian Zhuo
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou510623, Guangdong, People’s Republic of China
| | - Zhen Yang
- Kunming Key Laboratory of Children's Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease Research, Yunnan Institute of Pediatrics Research, Kunming Children’s Hospital, Kunming, Yunnan, 650228, People’s Republic of China
- Department of Oncology, Kunming Children’s Hospital, Kunming650228, Yunnan, People’s Republic of China
| | - Jinhong Zhu
- Department of Clinical Laboratory, Biobank, Harbin Medical University Cancer Hospital, Harbin150040, Heilongjiang, People’s Republic of China
| | - Xiaoli He
- Kunming Key Laboratory of Children's Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease Research, Yunnan Institute of Pediatrics Research, Kunming Children’s Hospital, Kunming, Yunnan, 650228, People’s Republic of China
| | - Zhonghua Yang
- Department of Pediatric Surgery, Shengjing Hospital of China Medical University, Shenyang110004, Liaoning, People’s Republic of China
| | - Jiao Zhang
- Department of Pediatric Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou450052, Henan, People’s Republic of China
| | - Yijuan Xin
- Clinical Laboratory Medicine Center of PLA, Xijing Hospital, Air Force Medical University, Xi’an710032, Shaanxi, People’s Republic of China
| | - Jing He
- Department of Pediatric Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, Guangzhou510623, Guangdong, People’s Republic of China
- Jing He Department of Pediatric, Surgery, Guangzhou Institute of Pediatrics, Guangdong Provincial Key Laboratory of Research in Structural Birth Defect Disease, Guangzhou Women and Children’s Medical Center, Guangzhou Medical University, 9 Jinsui Road, Guangzhou510623, Guangdong, People’s Republic of ChinaTel/Fax +86 2038076560 Email
| | - Tiesong Zhang
- Kunming Key Laboratory of Children's Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease Research, Yunnan Institute of Pediatrics Research, Kunming Children’s Hospital, Kunming, Yunnan, 650228, People’s Republic of China
- Correspondence: Tiesong Zhang Kunming Key Laboratory of Children's Infection and Immunity, Yunnan Key Laboratory of Children’s Major Disease Research, Yunnan Institute of Pediatrics Research, Kunming Children’s Hospital, 288 Qianxing Road, Kunming650228, Yunnan, People’s Republic of ChinaTel/Fax +86 –8713169969 Email
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Schwede M, Waldron L, Mok SC, Wei W, Basunia A, Merritt MA, Mitsiades CS, Parmigiani G, Harrington DP, Quackenbush J, Birrer MJ, Culhane AC. The Impact of Stroma Admixture on Molecular Subtypes and Prognostic Gene Signatures in Serous Ovarian Cancer. Cancer Epidemiol Biomarkers Prev 2019; 29:509-519. [PMID: 31871106 DOI: 10.1158/1055-9965.epi-18-1359] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 04/26/2019] [Accepted: 12/06/2019] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Recent efforts to improve outcomes for high-grade serous ovarian cancer, a leading cause of cancer death in women, have focused on identifying molecular subtypes and prognostic gene signatures, but existing subtypes have poor cross-study robustness. We tested the contribution of cell admixture in published ovarian cancer molecular subtypes and prognostic gene signatures. METHODS Gene signatures of tumor and stroma were developed using paired microdissected tissue from two independent studies. Stromal genes were investigated in two molecular subtype classifications and 61 published gene signatures. Prognostic performance of gene signatures of stromal admixture was evaluated in 2,527 ovarian tumors (16 studies). Computational simulations of increasing stromal cell proportion were performed by mixing gene-expression profiles of paired microdissected ovarian tumor and stroma. RESULTS Recently described ovarian cancer molecular subtypes are strongly associated with the cell admixture. Tumors were classified as different molecular subtypes in simulations where the percentage of stromal cells increased. Stromal gene expression in bulk tumors was associated with overall survival (hazard ratio, 1.17; 95% confidence interval, 1.11-1.23), and in one data set, increased stroma was associated with anatomic sampling location. Five published prognostic gene signatures were no longer prognostic in a multivariate model that adjusted for stromal content. CONCLUSIONS Cell admixture affects the interpretation and reproduction of ovarian cancer molecular subtypes and gene signatures derived from bulk tissue. Elucidating the role of stroma in the tumor microenvironment and in prognosis is important. IMPACT Single-cell analyses may be required to refine the molecular subtypes of high-grade serous ovarian cancer.
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Affiliation(s)
- Matthew Schwede
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Levi Waldron
- Biostatistics, CUNY Graduate School of Public Health and Health Policy, New York, New York
| | - Samuel C Mok
- Department of Gynecologic Oncology and Reproductive Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wei Wei
- Pfizer, Andover, Massachusetts
| | - Azfar Basunia
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | | | | | - Giovanni Parmigiani
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - David P Harrington
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - John Quackenbush
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Michael J Birrer
- Division of Hematology-Oncology, University of Alabama at Birmingham, Birmingham, Alabama.
| | - Aedín C Culhane
- Department of Data Sciences, Dana-Farber Cancer Institute, Boston, Massachusetts. .,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
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46
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Calura E, Ciciani M, Sambugaro A, Paracchini L, Benvenuto G, Milite S, Martini P, Beltrame L, Zane F, Fruscio R, Delle Marchette M, Borella F, Tognon G, Ravaggi A, Katsaros D, Bignotti E, Odicino F, D’Incalci M, Marchini S, Romualdi C. Transcriptional Characterization of Stage I Epithelial Ovarian Cancer: A Multicentric Study. Cells 2019; 8:cells8121554. [PMID: 31805750 PMCID: PMC6952972 DOI: 10.3390/cells8121554] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2019] [Revised: 11/19/2019] [Accepted: 11/26/2019] [Indexed: 02/07/2023] Open
Abstract
Stage I epithelial ovarian cancer (EOC) represents about 10% of all EOCs. It is characterized by a complex histopathological and molecular heterogeneity, and it is composed of five main histological subtypes (mucinous, endometrioid, clear cell and high, and low grade serous), which have peculiar genetic, molecular, and clinical characteristics. As it occurs less frequently than advanced-stage EOC, its molecular features have not been thoroughly investigated. In this study, using in silico approaches and gene expression data, on a multicentric cohort composed of 208 snap-frozen tumor biopsies, we explored the subtype-specific molecular alterations that regulate tumor aggressiveness in stage I EOC. We found that single genes rather than pathways are responsible for histotype specificities and that a cAMP-PKA-CREB1 signaling axis seems to play a central role in histotype differentiation. Moreover, our results indicate that immune response seems to be, at least in part, involved in histotype differences, as a higher immune-reactive behavior of serous and mucinous samples was observed with respect to other histotypes.
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Affiliation(s)
- Enrica Calura
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
| | - Matteo Ciciani
- Department of Cellular, Computational and Integrative Biology—CIBIO, University of Trento, 38123 Povo Trento, Italy;
| | - Andrea Sambugaro
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
| | - Lara Paracchini
- Department of Oncology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milano, Italy; (L.P.); (L.B.); (S.M.)
| | - Giuseppe Benvenuto
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
| | - Salvatore Milite
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
| | - Paolo Martini
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
| | - Luca Beltrame
- Department of Oncology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milano, Italy; (L.P.); (L.B.); (S.M.)
| | - Flaminia Zane
- Unit of Biological Adaptation and Ageing UMR8256, Institute of Biology Paris-Seine, Sorbonne University, 75005 Paris, France;
| | - Robert Fruscio
- Clinic of Obstetrics and Gynaecology, University of Milano-Bicocca, San Gerardo Hospital, 20900 Monza, Italy; (R.F.); (M.D.M.)
| | - Martina Delle Marchette
- Clinic of Obstetrics and Gynaecology, University of Milano-Bicocca, San Gerardo Hospital, 20900 Monza, Italy; (R.F.); (M.D.M.)
| | - Fulvio Borella
- Department of Surgical Science and Gynecology, Azienda Ospedaliero Universitaria, Città della Salute, presidio S.Anna, University of Torino, 10126 Torino, Italy; (F.B.); (D.K.)
| | - Germana Tognon
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (G.T.); (E.B.); (F.O.)
| | - Antonella Ravaggi
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, 25123 Brescia, Italy;
- Department of Clinical and Experimental Sciences, Division of Obstetrics and Gynecology, University of Brescia, 25123 Brescia, Italy
| | - Dionyssios Katsaros
- Department of Surgical Science and Gynecology, Azienda Ospedaliero Universitaria, Città della Salute, presidio S.Anna, University of Torino, 10126 Torino, Italy; (F.B.); (D.K.)
| | - Eliana Bignotti
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (G.T.); (E.B.); (F.O.)
- Angelo Nocivelli Institute of Molecular Medicine, University of Brescia and ASST-Spedali Civili of Brescia, 25123 Brescia, Italy;
| | - Franco Odicino
- Division of Obstetrics and Gynecology, ASST Spedali Civili di Brescia, 25123 Brescia, Italy; (G.T.); (E.B.); (F.O.)
| | - Maurizio D’Incalci
- Department of Oncology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milano, Italy; (L.P.); (L.B.); (S.M.)
- Correspondence:
| | - Sergio Marchini
- Department of Oncology, Istituto di Ricerche Farmacologiche Mario Negri IRCCS, 20156 Milano, Italy; (L.P.); (L.B.); (S.M.)
| | - Chiara Romualdi
- Department of Biology, University of Padova, 35121 Padua, Italy; (E.C.); (A.S.); (G.B.); (S.M.); (P.M.); (C.R.)
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Mulholland EJ, Green WP, Buckley NE, McCarthy HO. Exploring the Potential of MicroRNA Let-7c as a Therapeutic for Prostate Cancer. MOLECULAR THERAPY. NUCLEIC ACIDS 2019; 18:927-937. [PMID: 31760377 PMCID: PMC6883330 DOI: 10.1016/j.omtn.2019.09.031] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/10/2018] [Revised: 09/02/2019] [Accepted: 09/08/2019] [Indexed: 01/20/2023]
Abstract
Prostate cancer (PCa) is one of the leading causes of mortality worldwide and often presents with aberrant microRNA (miRNA) expression. Identifying and understanding the unique expression profiles could aid in the detection and treatment of this disease. This review aims to identify miRNAs as potential therapeutic targets for PCa. Three bio-informatic searches were conducted to identify miRNAs that are reportedly implicated in the pathogenesis of PCa. Only hsa-Lethal-7 (let-7c), recognized for its role in PCa pathogenesis, was common to all three databases. Three further database searches were conducted to identify known targets of hsa-let-7c. Four targets were identified, HMGA2, c-Myc (MYC), TRAIL, and CASP3. An extensive review of the literature was undertaken to assess the role of hsa-let-7c in the progression of other malignancies and to evaluate its potential as a therapeutic target for PCa. The heterogeneous nature of cancer makes it logical to develop mechanisms by which the treatment of malignancies is tailored to an individual, harnessing specific knowledge of the underlying biology of the disease. Resetting cellular miRNA levels is an exciting prospect that will allow this ambition to be realized.
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Affiliation(s)
- Eoghan J Mulholland
- Gastrointestinal Stem Cell Biology Laboratory, Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford OX3 7BN, UK
| | - William P Green
- School of Pharmacy, Queen's University Belfast, 97 Lisburn Road, Belfast BT9 7BL, Northern Ireland
| | - Niamh E Buckley
- School of Pharmacy, Queen's University Belfast, 97 Lisburn Road, Belfast BT9 7BL, Northern Ireland
| | - Helen O McCarthy
- School of Pharmacy, Queen's University Belfast, 97 Lisburn Road, Belfast BT9 7BL, Northern Ireland.
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MacGregor HL, Garcia-Batres C, Sayad A, Elia A, Berman HK, Toker A, Katz SR, Shaw PA, Clarke BA, Crome SQ, Robert-Tissot C, Bernardini MQ, Nguyen LT, Ohashi PS. Tumor cell expression of B7-H4 correlates with higher frequencies of tumor-infiltrating APCs and higher CXCL17 expression in human epithelial ovarian cancer. Oncoimmunology 2019; 8:e1665460. [PMID: 31741762 PMCID: PMC6844312 DOI: 10.1080/2162402x.2019.1665460] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 08/29/2019] [Accepted: 08/31/2019] [Indexed: 01/05/2023] Open
Abstract
B7-H4, an immune suppressive member of the B7 family, is highly expressed in a wide variety of human malignancies making it an attractive immunotherapeutic target. However, the association between B7-H4 expression in the tumor microenvironment and the immune infiltrate has not been comprehensively examined. To evaluate the immune tumor microenvironment, we analyzed epithelial ovarian tumors from 28 patients using flow cytometry, immunohistochemistry, functional, and genomic analyses. We determined B7-H4 expression patterns and compared the immune infiltrates of tumors with high and low surface expression of B7-H4. Frequencies and phenotypes of tumor and immune cells were determined using multiple flow cytometry panels. Immunohistochemistry was used to analyze cellular infiltration and location. Publicly available datasets were interrogated to determine intratumoral cytokine and chemokine expression. We found that B7-H4 was predominantly expressed by tumor cells in the epithelial ovarian tumor microenvironment. Surface expression of B7-H4 on tumor cells was correlated with higher levels of infiltrating mature antigen-presenting cells. Further, expression of CXCL17, a monocyte and dendritic cell chemoattractant, correlated strongly with B7-H4 expression. T cells expressed activation markers, but T cells expressing a combination of markers associated with T cell activation/exhaustion phenotype were not prevalent. Overall, our data suggest that B7-H4 is associated with a pro-inflammatory tumor microenvironment.
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Affiliation(s)
- Heather L. MacGregor
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Carlos Garcia-Batres
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Azin Sayad
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Andrew Elia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Hal K. Berman
- Department of Laboratory Medicine and Pathobiology, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Aras Toker
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sarah Rachel Katz
- Division of Gynecologic Oncology, University Health Network, Toronto, Ontario, Canada
| | - Patricia A. Shaw
- Department of Laboratory Medicine and Pathobiology, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Blaise A. Clarke
- Department of Laboratory Medicine and Pathobiology, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Sarah Q. Crome
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
- Toronto General Hospital Research Institute, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Celine Robert-Tissot
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Marcus Q. Bernardini
- Division of Gynecologic Oncology, University Health Network, Toronto, Ontario, Canada
| | - Linh T. Nguyen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Pamela S. Ohashi
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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Abstract
Although ovarian serous carcinoma is a well-studied human gynecologic malignancy, this high-grade tumor remains fatal. The main purpose of this review is to summarize the accumulated evidence on serous malignant tumors and to clarify the unresolved issues. We discuss the 8 dichotomies of serous carcinoma: high grade versus low grade, ovarian versus extraovarian primary, extrauterine versus uterine primary, sporadic versus hereditary, orthodox versus alternative histology, p53 overexpression versus complete absence of immunophenotype, TP53-mutated versus intact precursor, and therapy responsive versus refractory. In addition, we summarize the molecular classification of high-grade serous carcinoma. This review would lead readers to rapid and parallel developments in understanding high-grade serous carcinoma.
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50
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Xie H, Xu H, Hou Y, Cai Y, Rong Z, Song W, Wang W, Li K. Integrative prognostic subtype discovery in high-grade serous ovarian cancer. J Cell Biochem 2019; 120:18659-18666. [PMID: 31347734 DOI: 10.1002/jcb.29049] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Accepted: 04/30/2019] [Indexed: 01/19/2023]
Abstract
OBJECTIVE We sought to identify novel molecular subtypes of high-grade serous ovarian cancer (HGSC) by the integration of gene expression and proteomics data and to find the underlying biological characteristics of ovarian cancer to improve the clinical outcome. METHODS The iCluster method was utilized to analysis 131 common HGSC samples between TCGA and Clinical Proteomic Tumor Analysis Consortium databases. Kaplan-Meier survival curves were used to estimate the overall survival of patients, and the differences in survival curves were assessed using the log-rank test. RESULTS Two novel ovarian cancer subtypes with different overall survival (P = .00114) and different platinum status (P = .0061) were identified. Eighteen messenger RNAs and 38 proteins were selected as differential molecules between subtypes. Pathway analysis demonstrated arrhythmogenic right ventricular cardiomyopathy pathway played a critical role in the discrimination of these two subtypes and desmosomal cadherin DSG2, DSP, JUP, and PKP2 in this pathway were overexpression in subtype I compared with subtype II. CONCLUSION Our study extended the underlying prognosis-related biological characteristics of high-grade serous ovarian cancer. Enrichment of desmosomal cadherin increased the risk for HGSC prognosis among platinum-sensitive patients, the results guided the revision of the treatment options for platinum-sensitive ovarian cancer patients to improve outcomes.
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Affiliation(s)
- Hongyu Xie
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Huan Xu
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Yan Hou
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Yuqing Cai
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Zhiwei Rong
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Wei Song
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Wenjie Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
| | - Kang Li
- Department of Epidemiology and Biostatistics, School of Public Health, Harbin Medical University, Harbin, China
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