1
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Torang A, van de Weerd S, Lammers V, van Hooff S, van den Berg I, van den Bergh S, Koopman M, IJzermans JN, Roodhart JML, Koster J, Medema JP. NanoCMSer: a consensus molecular subtype stratification tool for fresh-frozen and paraffin-embedded colorectal cancer samples. Mol Oncol 2025; 19:1332-1346. [PMID: 39720854 PMCID: PMC12077266 DOI: 10.1002/1878-0261.13781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2024] [Revised: 10/03/2024] [Accepted: 11/28/2024] [Indexed: 12/26/2024] Open
Abstract
Colorectal cancer (CRC) is a significant contributor to cancer-related mortality, emphasizing the need for advanced biomarkers to guide treatment. As part of an international consortium, we previously categorized CRCs into four consensus molecular subtypes (CMS1-CMS4), showing promise for outcome prediction. To facilitate clinical integration of CMS classification in settings where formalin-fixed paraffin-embedded (FFPE) samples are routinely used, we developed NanoCMSer, a NanoString-based CMS classifier using 55 genes. NanoCMSer achieved high accuracy rates, with 95% for fresh-frozen samples from the MATCH cohort and 92% for FFPE samples from the CODE cohort, marking the highest reported accuracy for FFPE tissues to date. Additionally, it demonstrated 96% accuracy across a comprehensive collection of 23 RNAseq-based datasets, compiled in this study, surpassing the performance of existing models. Classifying with only 55 genes, the CMS predictions were still biologically relevant, recognizing CMS-specific biology upon enrichment analysis. Additionally, we observed substantial differences in recurrence-free survival curves when comparing CMS2/3 patients in stage III versus II. Probability of recurrence after 5 years increased by 21% in CMS2 and 31% in CMS3 for patients in stage III, whereas this difference was less pronounced for CMS1 and CMS4, with 11% and 10%, respectively. We posit NanoCMSer as a robust tool for subtyping CRCs for both tumor biology and clinical practice, accessible via nanocmser r package (https://github.com/LEXORlab/NanoCMSer) and Shinyapp (https://atorang.shinyapps.io/NanoCMSer).
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Affiliation(s)
- Arezo Torang
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
| | - Simone van de Weerd
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
- Department of PathologyRadboud University Medical CentreNijmegenThe Netherlands
| | - Veerle Lammers
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
| | - Sander van Hooff
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
| | - Inge van den Berg
- Department of Surgery, Erasmus MCUniversity Medical Center RotterdamThe Netherlands
- Department of Medical Oncology, University Medical Center UtrechtUtrecht UniversityThe Netherlands
| | - Saskia van den Bergh
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
| | - Miriam Koopman
- Department of Medical Oncology, University Medical Center UtrechtUtrecht UniversityThe Netherlands
| | - Jan N. IJzermans
- Department of Surgery, Erasmus MCUniversity Medical Center RotterdamThe Netherlands
| | - Jeanine M. L. Roodhart
- Department of Medical Oncology, University Medical Center UtrechtUtrecht UniversityThe Netherlands
| | - Jan Koster
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
| | - Jan Paul Medema
- Amsterdam UMC, Center for Experimental and Molecular Medicine, Cancer Center AmsterdamUniversity of AmsterdamThe Netherlands
- Oncode Institute, Amsterdam UMCUniversity of AmsterdamThe Netherlands
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2
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Ciombor KK, Bae SW, Whisenant JG, Ayers GD, Sheng Q, Peterson TE, Smith GT, Lin K, Chowdhury S, Kanikarla Marie P, Sorokin A, Cohen AS, Goff LW, Cardin DB, Shen JP, Kopetz S, Eng C, Shyr Y, Berlin J, Manning HC. Results of the Phase I/II Study and Preliminary B-cell Gene Signature of Combined Inhibition of Glutamine Metabolism and EGFR in Colorectal Cancer. Clin Cancer Res 2025; 31:1437-1448. [PMID: 39927885 PMCID: PMC11996605 DOI: 10.1158/1078-0432.ccr-24-3133] [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: 09/23/2024] [Revised: 11/20/2024] [Accepted: 02/06/2025] [Indexed: 02/11/2025]
Abstract
PURPOSE EGFR-targeting mAbs are essential for managing rat sarcoma virus wild-type metastatic colorectal cancer (mCRC), but their limited efficacy necessitates exploring immunologic and metabolic factors influencing response. This study evaluated glutamine metabolism targeting with EGFR inhibition to identify response biomarkers in patients with prior anti-EGFR treatment progression. PATIENTS AND METHODS We conducted a phase I/II trial in patients with KRAS wild-type mCRC, combining panitumumab (6 mg/kg) and CB-839 (600 mg/kg or 800 mg/kg), hypothesizing that the dual inhibition of glutamine metabolism and MAPK signaling would enhance outcomes. As study correlatives, we investigated the B-cell activation signature "B-score" and glutamine PET as potential treatment response biomarkers. RESULTS The combination of panitumumab and CB-839 was tolerable with manageable side effects, including grade 4 hypomagnesemia in four patients, a known panitumumab-related event. Two patients achieved partial response, and five had stable disease, with a 41% disease control rate. Median progression-free survival and overall survival were 1.84 and 8.87 months, respectively. A positive correlation between "B-score" and lesion size reduction suggested its association with clinical benefit (partial response and stable disease). Lower "B-score" correlated with greater tumor avidity for glutamine by PET, indicating B-cell activation sensitivity to glutamine depletion. CONCLUSIONS The combination of CB-839 and panitumumab showed safety and promising preliminary responses, but the study closed early due to CB-839 development termination. The B-cell activation signature "B-score" emerged as a potential biomarker for EGFR and glutaminase inhibition in mCRC, warranting further studies. These findings suggest opportunities to improve immune response and therapies in glutaminolysis-dependent tumors.
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Affiliation(s)
- Kristen K Ciombor
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Seong-Woo Bae
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jennifer G Whisenant
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Gregory D Ayers
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Quanhu Sheng
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Todd E Peterson
- Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, Tennessee
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Gary T Smith
- Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Kangyu Lin
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Saikat Chowdhury
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Preeti Kanikarla Marie
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Alexey Sorokin
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Allison S Cohen
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, Missouri
| | - Laura W Goff
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Dana B Cardin
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - John Paul Shen
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott Kopetz
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Cathy Eng
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Yu Shyr
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jordan Berlin
- Division of Hematology and Oncology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - H Charles Manning
- Department of Cancer Systems Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas
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3
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Cheng WM, Li PC, Nguyen MTB, Lin YT, Huang YT, Cheng TS, Nguyen TH, Tran TH, Huang TY, Hoang TH, Chen SY, Chu YC, Wu CW, Lee MF, Chiou YS, Liu HS, Hong YR, Chang PMH, Hu YF, Chang YC, Lai JM, Huang CYF. Repurposing pitavastatin and atorvastatin to overcome chemoresistance of metastatic colorectal cancer under high glucose conditions. Cancer Cell Int 2025; 25:79. [PMID: 40050889 PMCID: PMC11887183 DOI: 10.1186/s12935-025-03712-2] [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: 04/04/2024] [Accepted: 02/22/2025] [Indexed: 03/09/2025] Open
Abstract
BACKGROUND Colorectal cancer (CRC) poses a significant clinical challenge because of drug resistance, which can adversely impact patient outcomes. Recent research has shown that abnormalities within the tumor microenvironment, especially hyperglycemia, play a crucial role in promoting metastasis and chemoresistance, and thereby determine the overall prognosis of patients with advanced CRC. METHODS This study employs data mining and consensus molecular subtype (CMS) techniques to identify pitavastatin and atorvastatin as potential agents for targeting high glucose-induced drug resistance in advanced CRC cells. CRC cells maintained under either low or high glucose conditions were established and utilized to assess the cytotoxic effects of pitavastatin and atorvastatin, both with and without 5-fluorouracil (5-FU). CRC 3D spheroids cultured were also included to demonstrate the anti-drug resistance of pitavastatin and atorvastatin. RESULTS A bioinformatics analysis identified pitavastatin and atorvastatin as promising drug candidates. The CMS4 CRC cell line SW480 (SW480-HG) was established and cultured under high glucose conditions to simulate hyperglycemia-induced drug resistance and metastasis in CRC patients. Pitavastatin and atorvastatin could inhibit cell proliferation and 3D spheroid formation of CMS4 CRC cells under high glucose conditions. In addition, both pitavastatin and atorvastatin can synergistically promote the 5-FU-mediated cytotoxic effect and inhibit the growth of 5-FU-resistant CRC cells. Mechanistically, pitavastatin and atorvastatin can induce apoptosis and synergistically promote the 5-FU-mediated cytotoxic effect by activating autophagy, as well as the PERK/ATF4/CHOP signaling pathway while decreasing YAP expression. CONCLUSION This study highlights the biomarker-guided precision medicine strategy for drug repurposing. Pitavastatin and atorvastatin could be used to assist in the treatment of advanced CRC, particularly with CMS4 subtype CRC patients who also suffer from hyperglycemia. Pitavastatin, with an achievable dosage used for clinical interventions, is highly recommended for a novel CRC therapeutic strategy.
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Affiliation(s)
- Wei-Ming Cheng
- Program in Molecular Medicine, College of Life Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Department of Urology, College of Medicine, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Division of Urology, Department of Surgery, Zhongxiao Branch, Taipei City Hospital, Taipei, 115, Taiwan
| | - Po-Chen Li
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Minh Tran-Binh Nguyen
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Oxford University Clinical Research Unit, Ho Chi Minh City, Vietnam
| | - Yu-Teng Lin
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Yu-Tang Huang
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Tai-Shan Cheng
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Department of Orthopedic Surgery, Far Eastern Memorial Hospital, New Taipei City, 220, Taiwan
| | - Thi-Huong Nguyen
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Institute of Biotechnology and Food Technology, Thai Nguyen University of Agriculture and Forestry, Thai Nguyen, Vietnam
| | - Thu-Ha Tran
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Taiwan International Graduate Program in Molecular Medicine, National Yang Ming Chiao Tung University and Academia Sinica, Taipei, 112, Taiwan
| | - Tzu-Yi Huang
- Program in Molecular Medicine, College of Life Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Thu-Huyen Hoang
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Sin-Yu Chen
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
| | - Yu-Chieh Chu
- Taipei First Girls High School, Taipei, 110, Taiwan
| | - Chih-Wei Wu
- Taipei First Girls High School, Taipei, 110, Taiwan
| | - Ming-Fen Lee
- Department of Nutrition, China Medical University, Taichung, 406, Taiwan
| | - Yi-Shiou Chiou
- Master Degree Program in Toxicology, College of Pharmacy, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
| | - Hsiao-Sheng Liu
- Medical Research Center, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
- 13 M.Sc. Program in Tropical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
- Center for Cancer Research, College of Medicine, Kaohsiung Medical University, Kaohsiung City, 807, Taiwan
| | - Yi-Ren Hong
- Graduate Institute of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
- Department of Biochemistry, School of Medicine, Kaohsiung Medical University, Kaohsiung, 807, Taiwan
| | - Peter Mu-Hsin Chang
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Department of Oncology, Taipei Veterans General Hospital, Taipei, 112, Taiwan
| | - Yu-Feng Hu
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan
- Heart Rhythm Center, Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, Taipei, 112, Taiwan
- Institute of Biomedical Sciences, Academia Sinica, 115, Taipei, Taiwan
| | - Ying-Chih Chang
- Genomics Research Center, Academia Sinica, Taipei, 115, Taiwan
- Department of Chemical Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Jin-Mei Lai
- Department of Life Science, College of Science and Engineering, Fu Jen Catholic University, New Taipei City, 242, Taiwan.
| | - Chi-Ying F Huang
- Program in Molecular Medicine, College of Life Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan.
- Institute of Biopharmaceutical Sciences, College of Pharmaceutical Sciences, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan.
- Department of Biochemistry, School of Medicine, Kaohsiung Medical University, Kaohsiung, 807, Taiwan.
- Chong Hin Loon Memorial Cancer and Biotherapy Research Center, National Yang Ming Chiao Tung University, Taipei, 112, Taiwan.
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4
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van de Weerd S, Torang A, van den Berg I, Lammers V, van den Bergh S, Brouwer N, Nagtegaal ID, Koopman M, Vink GR, van der Baan FH, van Krieken H, Koster J, Ijzermans JN, Roodhart JML, Medema JP. Benefit of adjuvant chemotherapy on recurrence free survival per consensus molecular subtype in stage III colon cancer. Int J Cancer 2025; 156:456-466. [PMID: 39115332 DOI: 10.1002/ijc.35120] [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: 03/28/2024] [Revised: 06/25/2024] [Accepted: 07/09/2024] [Indexed: 11/21/2024]
Abstract
The consensus molecular subtype (CMS) classification divides colon tumors into four subtypes holding promise as a predictive biomarker. However, the effect of adjuvant chemotherapy on recurrence free survival (RFS) per CMS in stage III patients remains inadequately explored. With this intention, we selected stage III colon cancer (CC) patients from the MATCH cohort (n = 575) and RadboudUMC (n = 276) diagnosed between 2005 and 2018. Patients treated with and without adjuvant chemotherapy were matched based on tumor location, T- and N-stage (n = 522). Tumor material was available for 464 patients, with successful RNA extraction and CMS subtyping achieved in 390 patients (surgery alone group: 192, adjuvant chemotherapy group: 198). In the overall cohort, CMS4 was associated with poorest prognosis (HR 1.55; p = .03). Multivariate analysis revealed favorable RFS for the adjuvant chemotherapy group in CMS1, CMS2, and CMS4 tumors (HR 0.19; p = .01, HR 0.27; p < .01, HR 0.19; p < .01, respectively), while no significant difference between treatment groups was observed within CMS3 (HR 0.68; p = .51). CMS subtyping in this non-randomized cohort identified patients with poor prognosis and patients who may not benefit significantly from adjuvant chemotherapy.
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Affiliation(s)
- Simone van de Weerd
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Arezo Torang
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Inge van den Berg
- Department of Surgery, Erasmus MC, University Medical center Rotterdam, Rotterdam, The Netherlands
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Veerle Lammers
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Saskia van den Bergh
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Nelleke Brouwer
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Iris D Nagtegaal
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Miriam Koopman
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Geraldine R Vink
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
- Department of Research and Development, Netherlands Comprehensive Cancer Organisation, Utrecht, The Netherlands
| | - Frederieke H van der Baan
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Han van Krieken
- Department of Pathology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Jan Koster
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
| | - Jan N Ijzermans
- Department of Surgery, Erasmus MC, University Medical center Rotterdam, Rotterdam, The Netherlands
| | - Jeanine M L Roodhart
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jan Paul Medema
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Cancer Center Amsterdam, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
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5
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Ding X, Huang H, Fang Z, Jiang J. From Subtypes to Solutions: Integrating CMS Classification with Precision Therapeutics in Colorectal Cancer. Curr Treat Options Oncol 2024; 25:1580-1593. [PMID: 39589648 DOI: 10.1007/s11864-024-01282-5] [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] [Accepted: 11/11/2024] [Indexed: 11/27/2024]
Abstract
OPINION STATEMENT The biological heterogeneity of colorectal cancer makes its molecular characteristics essential for therapeutic decision-making and prognostic evaluation. Recent advancements in consensus molecular subtyping, based on gene expression profiling, have provided deeper insights into the heterogeneity of CRC. CMS1, known as the immune subtype, is characterized by robust immune activity and microsatellite instability. CMS2, the canonical subtype, exhibits significant activation of the WNT and MYC signaling pathways. CMS3, the metabolic subtype, features unique metabolic dysregulations. CMS4, the mesenchymal subtype, is recognized for its stromal invasion and angiogenesis, which are associated with a poorer prognosis. This review delivers a thorough analysis of the biological and clinical responses of each CMS subtype in colorectal cancer, highlighting their therapeutic vulnerabilities. It integrates data and clinical trial results to suggest potential new therapies for each subtype. The goal is to improve therapeutic efficacy, minimize treatment disparities, and offer CRC patients more precise treatment options.
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Affiliation(s)
- Xinyi Ding
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu Province, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
- Institute of Cell Therapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
| | - Hao Huang
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu Province, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
- Institute of Cell Therapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
| | - Zhang Fang
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu Province, China
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
- Institute of Cell Therapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China
| | - Jingting Jiang
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu Province, China.
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China.
- Institute of Cell Therapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, Jiangsu, China.
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6
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Malarz K, Ziola P, Zych D, Rurka P, Mrozek-Wilczkiewicz A. Imbalance of redox homeostasis and altered cellular signaling induced by the metal complexes of terpyridine. Sci Rep 2024; 14:26951. [PMID: 39505960 PMCID: PMC11541782 DOI: 10.1038/s41598-024-77575-4] [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: 08/13/2024] [Accepted: 10/23/2024] [Indexed: 11/08/2024] Open
Abstract
Compounds that can induce oxidative stress in cancer cells while remaining nontoxic to healthy cells are extremely promising for potential anticancer drugs. 2,2':6',2''-terpyridine-metal complexes possess these properties. The high level of activity (IC50 = 0.605 µM) of 2,2':6',2''-terpyridine-metal complexes on lung, breast, pancreatic, and glioblastoma multiforme cancer lines and their selectivity (SI > 41.32) on human normal fibroblasts were confirmed and presented in this paper. The mechanism of action of these compounds is associated with the generation of reactive oxygen species, which affects several cellular pathways and signals. The results demonstrate that 2,2':6',2''-terpyridine-metal complexes affect cell cycle inhibition in the G0/G1 phase as well as the activation of apoptosis and autophagy cell death. These results were confirmed in several independent studies, including experiments measuring the fluorescence levels of reactive oxygen species, flow cytometry, and gene and protein analysis.
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Affiliation(s)
- Katarzyna Malarz
- Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 2A, Gliwice, 44-100, Poland
- A. Chełkowski Institute of Physics, University of Silesia in Katowice, 75 Pułku Piechoty 1a, Chorzów, 41- 500, Poland
| | - Patryk Ziola
- A. Chełkowski Institute of Physics, University of Silesia in Katowice, 75 Pułku Piechoty 1a, Chorzów, 41- 500, Poland
| | - Dawid Zych
- Faculty of Chemistry, University of Opole, Oleska 48, Opole, 45-052, Poland
| | - Patryk Rurka
- A. Chełkowski Institute of Physics, University of Silesia in Katowice, 75 Pułku Piechoty 1a, Chorzów, 41- 500, Poland
| | - Anna Mrozek-Wilczkiewicz
- Department of Systems Biology and Engineering, Silesian University of Technology, Akademicka 2A, Gliwice, 44-100, Poland.
- A. Chełkowski Institute of Physics, University of Silesia in Katowice, 75 Pułku Piechoty 1a, Chorzów, 41- 500, Poland.
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7
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Cortés-Guiral D, Kranenburg O, Sgarbura O, Van Der Speeten K, Taibi A, Hübner M, Yacoov AB. PIPAC Pharmacologic and Clinical Data. J Surg Oncol 2024; 130:1337-1348. [PMID: 39315493 DOI: 10.1002/jso.27900] [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: 08/20/2024] [Revised: 09/01/2024] [Accepted: 09/03/2024] [Indexed: 09/25/2024]
Abstract
Pressurized intraperitoneal aerosol chemotherapy (PIPAC) emerged as an innovative intraperitoneal chemotherapy delivery system to overcome the issue of limited efficacy of systemic therapies to induce response in peritoneal malignancies. Promising results for patients with mesothelioma peritonei and peritoneal metastasis from gastric, ovarian, colorectal, pancreatic, and hepatobiliary tumors origin are changing the landscape for patients otherwise just facing palliative treatment. Ongoing trials will shed more light on the actual benefits of PIPAC.
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Affiliation(s)
- Delia Cortés-Guiral
- IVOQA (Viamed Advanced Surgical Oncology Institute), Hospital Viamed Santa Elena, Madrid, Spain
| | - Onno Kranenburg
- Lab Translational Oncology Cancer, Department of Surgical Oncology, Regenerative Medicine and Stem Cells, Utrecht Platform for Organoid Technology (UPORT), UMCU, Utrecht, The Netherlands
- Laboratory of Translational Oncology, Division of Imaging and Cancer, UMCU, Utrecht, The Netherlands
| | - Olivia Sgarbura
- Department of Surgical Oncology, Cancer Institute Montpellier, Montpellier, France
| | - Kurt Van Der Speeten
- Department of Surgical Oncology, Ziekenhuis Oost-Limburg, Genk, Belgium
- Faculty of Medicine and Life Sciences, BIOMED Research Institute, University Hasselt, Hasselt, Belgium
| | - Albdelkader Taibi
- Digestive Surgery Department, Dupuytren Limoges University Hospital, Limoges, France. CNRS, XLIM, UMR 7252, University Limoges, Limoges, France
| | - Martin Hübner
- Department of Visceral Surgery, Lausanne University Hospital CHUV, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Almog Ben Yacoov
- Department of General Surgery C and Surgical Oncology, Sheba Medical Center, Ramat Gan, Israel, Tel-Aviv University, Tel-Aviv, Israel
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8
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Martinez-Bernabe T, Pons DG, Oliver J, Sastre-Serra J. Oxidative Phosphorylation as a Predictive Biomarker of Oxaliplatin Response in Colorectal Cancer. Biomolecules 2024; 14:1359. [PMID: 39595536 PMCID: PMC11591675 DOI: 10.3390/biom14111359] [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: 09/05/2024] [Revised: 10/02/2024] [Accepted: 10/23/2024] [Indexed: 11/28/2024] Open
Abstract
Oxaliplatin is successfully used on advanced colorectal cancer to eradicate micro-metastasis, whereas its benefits in the early stages of colorectal cancer remains controversial since approximately 30% of patients experience unexpected relapses. Herein, we evaluate the efficacy of oxidative phosphorylation as a predictive biomarker of oxaliplatin response in colorectal cancer. We found that non-responding patients exhibit low oxidative phosphorylation activity, suggesting a poor prognosis. To reach this conclusion, we analyzed patient samples of individuals treated with oxaliplatin from the GSE83129 dataset, and a set of datasets validated using ROCplotter, selecting them based on their response to the drug. By analyzing multiple oxaliplatin-resistant and -sensitive cell lines, we identified oxidative phosphorylation KEGG pathways as a valuable predictive biomarker of oxaliplatin response with a high area under the curve (AUC = 0.843). Additionally, some oxidative phosphorylation-related biomarkers were validated in primary- and metastatic-derived tumorspheres, confirming the results obtained in silico. The low expression of these biomarkers is clinically relevant, indicating poor prognosis with decreased overall and relapse-free survival. This study proposes using oxidative phosphorylation-related protein expression levels as a predictor of responses to oxaliplatin-based treatments to prevent relapse and enable a more personalized therapy approach. Our results underscore the value of oxidative phosphorylation as a reliable marker for predicting the response to oxaliplatin treatment in colorectal cancer.
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Affiliation(s)
- Toni Martinez-Bernabe
- Gruop Multidisciplinar de Oncología Traslacional, Institut Universitari d’Investigació en Ciències de la Salut (IUNICS), Universitat de les Illes Balears, 07122 Palma de Mallorca, Spain; (T.M.-B.); (D.G.P.); (J.S.-S.)
- Instituto de Investigación Sanitaria de las Islas Baleares (IdISBa), Hospital Universitario Son Espases, Edificio S, 07120 Palma de Mallorca, Spain
| | - Daniel G. Pons
- Gruop Multidisciplinar de Oncología Traslacional, Institut Universitari d’Investigació en Ciències de la Salut (IUNICS), Universitat de les Illes Balears, 07122 Palma de Mallorca, Spain; (T.M.-B.); (D.G.P.); (J.S.-S.)
- Instituto de Investigación Sanitaria de las Islas Baleares (IdISBa), Hospital Universitario Son Espases, Edificio S, 07120 Palma de Mallorca, Spain
| | - Jordi Oliver
- Gruop Multidisciplinar de Oncología Traslacional, Institut Universitari d’Investigació en Ciències de la Salut (IUNICS), Universitat de les Illes Balears, 07122 Palma de Mallorca, Spain; (T.M.-B.); (D.G.P.); (J.S.-S.)
- Instituto de Investigación Sanitaria de las Islas Baleares (IdISBa), Hospital Universitario Son Espases, Edificio S, 07120 Palma de Mallorca, Spain
- Ciber Fisiopatología Obesidad y Nutrición (CB06/03), Instituto Salud Carlos III, 28029 Madrid, Spain
| | - Jorge Sastre-Serra
- Gruop Multidisciplinar de Oncología Traslacional, Institut Universitari d’Investigació en Ciències de la Salut (IUNICS), Universitat de les Illes Balears, 07122 Palma de Mallorca, Spain; (T.M.-B.); (D.G.P.); (J.S.-S.)
- Instituto de Investigación Sanitaria de las Islas Baleares (IdISBa), Hospital Universitario Son Espases, Edificio S, 07120 Palma de Mallorca, Spain
- Ciber Fisiopatología Obesidad y Nutrición (CB06/03), Instituto Salud Carlos III, 28029 Madrid, Spain
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9
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Kang D, Huang S, Liao Y, Mi S, Zhou J, Feng Y, Huang R, Lu ZH, Pan ZZ, Ma W, Chen G, Yue JX, Huang J, Zhang RX. Vasorin (VASN) overexpression promotes pulmonary metastasis and resistance to adjuvant chemotherapy in patients with locally advanced rectal cancer. J Transl Med 2024; 22:742. [PMID: 39107788 PMCID: PMC11301854 DOI: 10.1186/s12967-024-05473-4] [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: 04/08/2024] [Accepted: 07/03/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND LARC patients commonly receive adjuvant therapy, however, hidden micrometastases still limit the improvement of OS. This study aims to investigate the impact of VASN in rectal cancer with pulmonary metastasis and understand the underlying molecular mechanisms to guide adjuvant chemotherapy selection. METHODS Sequencing data from rectal cancer patients with pulmonary metastasis from Sun Yat-sen University Cancer Center (SYSUCC) and publicly available data were meticulously analyzed. The functional role of VASN in pulmonary metastasis was validated in vivo and in vitro. Coimmunoprecipitation (co-IP), immunofluorescence, and rescue experiments were conducted to unravel potential molecular mechanisms of VASN. Moreover, VASN expression levels in tumor samples were examined and analyzed for their correlations with pulmonary metastasis status, tumor stage, adjuvant chemotherapy benefit, and survival outcome. RESULTS Our study revealed a significant association between high VASN expression and pulmonary metastasis in LARC patients. Experiments in vitro and in vivo demonstrated that VASN could promote the cell proliferation, metastasis, and drug resistance of colorectal cancer. Mechanistically, VASN interacts with the NOTCH1 protein, leading to concurrent activation of the NOTCH and MAPK pathways. Clinically, pulmonary metastasis and advanced tumor stage were observed in 90% of VASN-positive patients and 53.5% of VASN-high patients, respectively, and VASN-high patients had a lower five-year survival rate than VASN-low patients (26.7% vs. 83.7%). Moreover, the Cox analysis and OS analysis indicated that VASN was an independent prognostic factor for OS (HR = 7.4, P value < 0.001) and a predictor of adjuvant therapy efficacy in rectal cancer. CONCLUSIONS Our study highlights the role of VASN in decreasing drug sensitivity and activating the NOTCH and MAPK pathways, which leads to tumorigenesis and pulmonary metastasis. Both experimental and clinical data support that rectal cancer patients with VASN overexpression detected in biopsies have a higher risk of pulmonary metastasis and adjuvant chemotherapy resistance.
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Affiliation(s)
- Da Kang
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
| | - Shanshan Huang
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
- Department of Breast Oncology, Sun Yat-sen University Cancer Center, Guangzhou, 510060, Guangdong Province, China
| | - Yijun Liao
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
| | - Siyuan Mi
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
| | - Jingying Zhou
- School of Biomedical Sciences, Chinese University of Hong Kong, Hong Kong SAR, 999077, China
| | - Yu Feng
- BGI-Shenzhen, Shenzhen, 519103, P. R. China
| | - Riming Huang
- Guangdong Provincial Key Laboratory of Food Quality and Safety, College of Food Science, South China Agricultural University, Guangzhou, 510642, China
| | - Zhen-Hai Lu
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
- Department of Anesthesiology, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, China
| | - Z Z Pan
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
- Department of Anesthesiology, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, China
| | - Wenjuan Ma
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China
- Department of Intensive Care Unit, Sun Yat-sen University Cancer Centre, Guangzhou, 510060, Guangdong, China
| | - Gong Chen
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China.
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China.
| | - Jia-Xing Yue
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China.
| | - Jingxiu Huang
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China.
- Department of Anesthesiology, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, China.
- Department of Anesthesiology, State Key Laboratory of Oncology in Southern China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Centre, Guangzhou, 510060, Guangdong, P. R. China.
| | - R X Zhang
- Department of Colorectal Surgery, State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, 510060, P. R. China.
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, 510060, China.
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10
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Rietveld PCS, Guchelaar NAD, van Eerden RAG, de Boer NL, de Bruijn P, Sassen SDT, Madsen EVE, Koch BCP, Verhoef C, Burger JWA, Mathijssen RHJ, Koolen SLW. Intraperitoneal pharmacokinetics of systemic oxaliplatin, 5-fluorouracil and bevacizumab in patients with colorectal peritoneal metastases. Biomed Pharmacother 2024; 176:116820. [PMID: 38810398 DOI: 10.1016/j.biopha.2024.116820] [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: 03/29/2024] [Revised: 05/24/2024] [Accepted: 05/26/2024] [Indexed: 05/31/2024] Open
Abstract
BACKGROUND Peritoneal metastases (PM) commonly occur in colorectal cancer patients. Systemic chemotherapy yields poor outcomes for these patients. It is hypothesised that traditional systemic chemotherapy is not very effective for this patient population. This study investigates to what extent systemic anti-cancer therapy crosses the peritoneal barrier. METHODS In a Phase I study, eighteen patients received systemic oxaliplatin, 5-FU, and bevacizumab. Plasma and peritoneal fluid samples were collected to measure drug concentrations. A non-compartmental analysis determined the Area Under the Curve (AUC) for oxaliplatin and 5-FU in both matrices. Intraperitoneal (IP) and intravenous (IV) exposure ratios were calculated, along with the bevacizumab concentration IP/IV ratio. The relationship between tumour load and IP/IV ratios and the correlation between the IP/IV ratios of different treatments were assessed statistically. RESULTS A total of 438 5-FU samples and 578 oxaliplatin samples were analysed in plasma and peritoneal fluid. Bevacizumab was quantified with 17 measurements in plasma and 15 measurements IP. Median IP/IV ratios were 0.143, 0.352 and 0.085 for 5-FU, oxaliplatin and bevacizumab, respectively. Oxaliplatin exhibited a longer IP half-life than 5-FU. A correlation was found between oxaliplatin and bevacizumab IP/IV ratios (R=0.69, p=0.01). No statistical correlations were found between the other investigated drugs. CONCLUSIONS Our findings indicate that only a small percentage of systemically administered anti-cancer treatment reaches the IP cavity, questioning their efficacy against PM. This strengthens the hypothesis for repeated intraperitoneal chemotherapy to reach adequate anti-cancer drug levels.
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Affiliation(s)
- Pascale C S Rietveld
- Department of Clinical Pharmacy, Erasmus MC, Rotterdam, the Netherlands; Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands; Rotterdam Clinical Pharmacometrics Group, the Netherlands.
| | - Niels A D Guchelaar
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Ruben A G van Eerden
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Nadine L de Boer
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Peter de Bruijn
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Sebastiaan D T Sassen
- Department of Clinical Pharmacy, Erasmus MC, Rotterdam, the Netherlands; Rotterdam Clinical Pharmacometrics Group, the Netherlands
| | - Eva V E Madsen
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Birgit C P Koch
- Department of Clinical Pharmacy, Erasmus MC, Rotterdam, the Netherlands; Rotterdam Clinical Pharmacometrics Group, the Netherlands
| | - Cornelis Verhoef
- Department of Surgical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Jacobus W A Burger
- Department of Surgery, Catharina Cancer Institute, Eindhoven, the Netherlands
| | - Ron H J Mathijssen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
| | - Stijn L W Koolen
- Department of Clinical Pharmacy, Erasmus MC, Rotterdam, the Netherlands; Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, the Netherlands
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11
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Bootsma S, Dings MPG, Kesselaar J, Helderman RFCPA, van Megesen K, Constantinides A, Moreno LF, Stelloo E, Scutigliani EM, Bokan B, Torang A, van Hooff SR, Zwijnenburg DA, Wouters VM, van de Vlasakker VCJ, Galanos LJK, Nijman LE, Logiantara A, Veenstra VL, Schlingemann S, van Piggelen S, van der Wel N, Krawczyk PM, Platteeuw JJ, Tuynman JB, de Hingh IH, Klomp JPG, Oubrie A, Snaebjornsson P, Medema JP, Oei AL, Kranenburg O, Elbers CC, Lenos KJ, Vermeulen L, Bijlsma MF. Exploiting a subtype-specific mitochondrial vulnerability for successful treatment of colorectal peritoneal metastases. Cell Rep Med 2024; 5:101523. [PMID: 38670098 PMCID: PMC11148637 DOI: 10.1016/j.xcrm.2024.101523] [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: 06/23/2023] [Revised: 11/22/2023] [Accepted: 04/02/2024] [Indexed: 04/28/2024]
Abstract
Peritoneal metastases (PMs) from colorectal cancer (CRC) respond poorly to treatment and are associated with unfavorable prognosis. For example, the addition of hyperthermic intraperitoneal chemotherapy (HIPEC) to cytoreductive surgery in resectable patients shows limited benefit, and novel treatments are urgently needed. The majority of CRC-PMs represent the CMS4 molecular subtype of CRC, and here we queried the vulnerabilities of this subtype in pharmacogenomic databases to identify novel therapies. This reveals the copper ionophore elesclomol (ES) as highly effective against CRC-PMs. ES exhibits rapid cytotoxicity against CMS4 cells by targeting mitochondria. We find that a markedly reduced mitochondrial content in CMS4 cells explains their vulnerability to ES. ES demonstrates efficacy in preclinical models of PMs, including CRC-PMs and ovarian cancer organoids, mouse models, and a HIPEC rat model of PMs. The above proposes ES as a promising candidate for the local treatment of CRC-PMs, with broader implications for other PM-prone cancers.
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Affiliation(s)
- Sanne Bootsma
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, the Netherlands
| | - Mark P G Dings
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, the Netherlands
| | - Job Kesselaar
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, the Netherlands
| | - Roxan F C P A Helderman
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC Location University of Amsterdam, Department of Radiation Oncology, Amsterdam, the Netherlands
| | - Kyah van Megesen
- Laboratory of Translational Oncology, UMC Utrecht Cancer Center, Utrecht, the Netherlands
| | | | - Leandro Ferreira Moreno
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Ellen Stelloo
- Department of Genetics, Center for Molecular Medicine, University Medical Center Utrecht, Utrecht University, Utrecht, the Netherlands
| | - Enzo M Scutigliani
- Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC Location University of Amsterdam, Department of Medical Biology, Amsterdam, the Netherlands
| | - Bella Bokan
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC Location University of Amsterdam, Department of Radiation Oncology, Amsterdam, the Netherlands
| | - Arezo Torang
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Sander R van Hooff
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Danny A Zwijnenburg
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Valérie M Wouters
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | | | | | - Lisanne E Nijman
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Adrian Logiantara
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Veronique L Veenstra
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Sophie Schlingemann
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Sterre van Piggelen
- Laboratory of Translational Oncology, UMC Utrecht Cancer Center, Utrecht, the Netherlands
| | - Nicole van der Wel
- Amsterdam UMC Location University of Amsterdam, Electron Microscopy Center, Amsterdam, the Netherlands
| | - Przemek M Krawczyk
- Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC Location University of Amsterdam, Department of Medical Biology, Amsterdam, the Netherlands
| | | | - Jurriaan B Tuynman
- Amsterdam UMC Location Vrije Universiteit Amsterdam, Department of Surgery, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, the Netherlands
| | - Ignace H de Hingh
- Department of Surgery, Catharina Hospital, Eindhoven, the Netherlands; GROW - School for Oncology and Developmental Biology, Maastricht University, Maastricht, the Netherlands
| | | | | | - Petur Snaebjornsson
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Jan Paul Medema
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Arlene L Oei
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam UMC Location University of Amsterdam, Department of Radiation Oncology, Amsterdam, the Netherlands
| | - Onno Kranenburg
- Laboratory of Translational Oncology, UMC Utrecht Cancer Center, Utrecht, the Netherlands
| | - Clara C Elbers
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Kristiaan J Lenos
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands
| | - Louis Vermeulen
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands; Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam, the Netherlands
| | - Maarten F Bijlsma
- Amsterdam UMC Location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory of Experimental Oncology and Radiobiology, Amsterdam, the Netherlands; Oncode Institute, Amsterdam, the Netherlands; Cancer Center Amsterdam, Cancer Biology, Amsterdam, the Netherlands.
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12
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Chen L, Wang Y, Cai C, Ding Y, Kim RS, Lipchik C, Gavin PG, Yothers G, Allegra CJ, Petrelli NJ, Suga JM, Hopkins JO, Saito NG, Evans T, Jujjavarapu S, Wolmark N, Lucas PC, Paik S, Sun M, Pogue-Geile KL, Lu X. Machine Learning Predicts Oxaliplatin Benefit in Early Colon Cancer. J Clin Oncol 2024; 42:1520-1530. [PMID: 38315963 PMCID: PMC11095904 DOI: 10.1200/jco.23.01080] [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: 05/19/2023] [Revised: 10/12/2023] [Accepted: 11/13/2023] [Indexed: 02/07/2024] Open
Abstract
PURPOSE A combination of fluorouracil, leucovorin, and oxaliplatin (FOLFOX) is the standard for adjuvant therapy of resected early-stage colon cancer (CC). Oxaliplatin leads to lasting and disabling neurotoxicity. Reserving the regimen for patients who benefit from oxaliplatin would maximize efficacy and minimize unnecessary adverse side effects. METHODS We trained a new machine learning model, referred to as the colon oxaliplatin signature (COLOXIS) model, for predicting response to oxaliplatin-containing regimens. We examined whether COLOXIS was predictive of oxaliplatin benefits in the CC adjuvant setting among 1,065 patients treated with 5-fluorouracil plus leucovorin (FULV; n = 421) or FULV + oxaliplatin (FOLFOX; n = 644) from NSABP C-07 and C-08 phase III trials. The COLOXIS model dichotomizes patients into COLOXIS+ (oxaliplatin responder) and COLOXIS- (nonresponder) groups. Eight-year recurrence-free survival was used to evaluate oxaliplatin benefits within each of the groups, and the predictive value of the COLOXIS model was assessed using the P value associated with the interaction term (int P) between the model prediction and the treatment effect. RESULTS Among 1,065 patients, 526 were predicted as COLOXIS+ and 539 as COLOXIS-. The COLOXIS+ prediction was associated with prognosis for FULV-treated patients (hazard ratio [HR], 1.52 [95% CI, 1.07 to 2.15]; P = .017). The model was predictive of oxaliplatin benefits: COLOXIS+ patients benefited from oxaliplatin (HR, 0.65 [95% CI, 0.48 to 0.89]; P = .0065; int P = .03), but COLOXIS- patients did not (COLOXIS- HR, 1.08 [95% CI, 0.77 to 1.52]; P = .65). CONCLUSION The COLOXIS model is predictive of oxaliplatin benefits in the CC adjuvant setting. The results provide evidence supporting a change in CC adjuvant therapy: reserve oxaliplatin only for COLOXIS+ patients, but further investigation is warranted.
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Affiliation(s)
- Lujia Chen
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA
| | | | - Chunhui Cai
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA
| | - Ying Ding
- NRG Oncology Statistics and Data Management Center, Pittsburgh, PA
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA
| | - Rim S. Kim
- NSABP/NRG Oncology, Pittsburgh, PA
- AstraZeneca, Oncology Translational Medicine, Gaithersburg, MD
| | | | - Patrick G. Gavin
- NSABP/NRG Oncology, Pittsburgh, PA
- AstraZeneca Respiratory and Immunology, Gaithersburg, MD
| | - Greg Yothers
- NRG Oncology Statistics and Data Management Center, Pittsburgh, PA
- Department of Biostatistics, University of Pittsburgh, Pittsburgh, PA
| | - Carmen J. Allegra
- Department of Medicine, University of Florida Health, Gainesville, FL
| | - Nicholas J. Petrelli
- Helen F. Graham Cancer Center and Research Institute at Christiana Care, Newark, DE
| | - Jennifer Marie Suga
- Kaiser Permanente Oncology Clinical Trials, KP NCI Community Oncology Research Program (NCORP), Vallejo, CA
| | - Judith O. Hopkins
- Novant Health Forsyth Medical Cancer Institute/Southeast Clinical Oncology Research NCORP, Kernersville, NC
| | - Naoyuki G. Saito
- Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN
| | | | | | - Norman Wolmark
- NSABP/NRG Oncology, Pittsburgh, PA
- UPMC Hillman Cancer Center, Pittsburgh, PA
- UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Peter C. Lucas
- NSABP/NRG Oncology, Pittsburgh, PA
- UPMC Hillman Cancer Center, Pittsburgh, PA
- UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Soonmyung Paik
- NSABP/NRG Oncology, Pittsburgh, PA
- Yonsei University College of Medicine, Yonsei Biomedical Research Institute, Seoul, Republic of South Korea
| | - Min Sun
- UPMC Hillman Cancer Center, Pittsburgh, PA
- UPMC Hillman Cancer Center, University of Pittsburgh School of Medicine, Pittsburgh, PA
- DeepRx Inc, Pittsburgh, PA
| | | | - Xinghua Lu
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA
- DeepRx Inc, Pittsburgh, PA
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Sundström P, Hogg S, Quiding Järbrink M, Bexe Lindskog E. Immune cell infiltrates in peritoneal metastases from colorectal cancer. Front Immunol 2024; 15:1347900. [PMID: 38384469 PMCID: PMC10879551 DOI: 10.3389/fimmu.2024.1347900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 01/24/2024] [Indexed: 02/23/2024] Open
Abstract
Background The presence of peritoneal metastases (PMs) in patients with colorectal cancer (CRC) confers a poor prognosis and only a minority of patients will benefit from the available treatment options. In primary CRC tumors, it is well established that a high infiltration of CD8+ effector T cells correlates to a favorable patient outcome. In contrast, the immune response induced in PMs from CRC and how it relates to patient survival is still unknown. In this study, we characterized the immune infiltrates and the distribution of immune checkpoint receptors on T cells from PMs from CRC, in order to evaluate the potential benefit of checkpoint blockade immunotherapy for this patient group. Methods Surgically resected PM tissue from CRC patients (n=22) and synchronous primary tumors (n=8) were processed fresh to single cell suspensions using enzymatic digestion. Surface markers and cytokine production were analyzed using flow cytometry. Results T cells dominated the leukocyte infiltrate in the PM specimens analyzed, followed by monocytes and B cells. Comparing two different PMs from the same patient usually showed a similar distribution of immune cells in both samples. The T cell infiltrate was characterized by an activated phenotype and markers of exhaustion were enriched compared with matched circulating T cells, in particular the checkpoint receptors PD-1 and TIGIT. In functional assays most cytotoxic and helper T cells produced INF-γ and TNF following polyclonal stimulation, while few produced IL-17, indicating a dominance of Th1-type responses in the microenvironment of PMs. Conclusion Immune cells were present in all PMs from CRC examined. Although infiltrating T cells express markers of exhaustion, they produce Th1-type cytokines when stimulated. These results indicate the possibility to augment tumor-specific immune responses within PMs using checkpoint blockade inhibitors.
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Affiliation(s)
- Patrik Sundström
- Department of Microbiology and Immunology, Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Stephen Hogg
- Department of Microbiology and Immunology, Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Marianne Quiding Järbrink
- Department of Microbiology and Immunology, Institute of Biomedicine, University of Gothenburg, Gothenburg, Sweden
| | - Elinor Bexe Lindskog
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Surgery, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden
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14
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Pesántez D, Ten Hoorn S, Machado I, García-Albéniz X, Rodríguez-Salas N, Heredia-Soto V, Viñal D, Pericay C, García-Carbonero R, Losa F, Alonso V, Vera R, Feliu Batlle J, Gallego J, Salud A, Nogué M, Layos L, Montagut C, Capdevila J, Vermeulen L, Maurel J, Fernandez-Martos C. Total neoadjuvant therapy with or without aflibercept in rectal cancer: 3-year results of GEMCAD-1402. J Natl Cancer Inst 2023; 115:1497-1505. [PMID: 37405857 DOI: 10.1093/jnci/djad120] [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: 12/27/2022] [Revised: 05/25/2023] [Accepted: 06/10/2023] [Indexed: 07/07/2023] Open
Abstract
BACKGROUND The results of the Grupo Español Multidisciplinar en Cáncer Digestivo (GEMCAD)-1402 phase II randomized trial suggested that adding aflibercept to modified fluorouracil, oxaliplatin, and leucovorin (mFOLFOX6) induction, followed by chemoradiation and surgery, could increase the pathological complete response (pCR) rate in patients with high-risk, locally advanced rectal cancer. Here we update results up to 3 years of follow-up and evaluate the predictive value of consensus molecular subtypes identified with immunohistochemistry (IHC). METHODS Patients with magnetic resonance imaging-defined T3c-d and/or T4 and/or N2 rectal adenocarcinoma in the middle or distal third were randomly assigned to mFOLFOX6 induction, with aflibercept (mF+A; n = 115) or without aflibercept (mF; n = 65), followed by capecitabine plus radiotherapy and surgery. The risk local relapse, distant metastases, disease-free survival (DFS), and overall survival (OS) were estimated at 3 years. Selected samples were classified via IHC into immune-infiltrate, epithelial, or mesenchymal subtypes. RESULTS mF+A and mF had 3-year DFS of 75.2% (95% confidence interval [CI] = 66.1% to 82.2%) and 81.5% (95% CI = 69.8% to 89.1%), respectively; 3-year OS of 89.3% (95% CI = 82.0% to 93.8%) and 90.7% (95% CI = 80.6% to 95.7%), respectively; 3-year cumulative local relapse incidences of 5.2% (95% CI = 1.9% to 11.0%) and 6.1% (95% CI = 1.7% to 15.0%), respectively; and 3-year cumulative distant metastases rates of 17.3% (95% CI = 10.9% to 25.5%) and 16.9% (95% CI = 8.7% to 28.2%), respectively. pCRs were achieved in 27.5% (n = 22 of 80) and 0% (n = 0 of 10) of patients with epithelial and mesenchymal subtypes, respectively. CONCLUSION Adding aflibercept to mFOLFOX6 induction was not associated with improved DFS or OS. Our findings suggested that consensus molecular subtypes identified with IHC subtypes could be predictive of pCR with this treatment.
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Affiliation(s)
- David Pesántez
- Department of Medical Oncology, Hospital Clínic of Barcelona, Barcelona, Spain
- Translational Genomics and Targeted Therapeutics in Solid Tumors, August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain
| | - Sanne Ten Hoorn
- Department of Medical Oncology, Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
- Department of Medical Oncology, Oncode Institute, Amsterdam, the Netherlands
| | - Isidro Machado
- Department of Pathology, Instituto Valenciano de Oncologia and Pathology Department, Hospital Quirón Salud, Valencia, Spain
| | | | - Nuria Rodríguez-Salas
- Department of Medical Oncology, Hospital Universitario La Paz, Madrid, Spain
- Translational Oncology Group, IdiPAZ, Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
- Department of Medical Oncology, Centro de Investigación Biomédica en Red - Cáncer (CIBERONC), Madrid, Spain
| | - Victoria Heredia-Soto
- Department of Medical Oncology, Hospital Universitario La Paz, Madrid, Spain
- Translational Oncology Group, IdiPAZ, Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
- Department of Medical Oncology, Centro de Investigación Biomédica en Red - Cáncer (CIBERONC), Madrid, Spain
| | - David Viñal
- Department of Medical Oncology, Complex Sanitari Parc Tauli, Sabadell, Spain
| | - Carles Pericay
- Department of Medical Oncology, Complex Sanitari Parc Tauli, Sabadell, Spain
| | | | - Ferran Losa
- Medical Oncology Department, Hospital Sant Joan Despí - Moises Broggi, Barcelona, Spain
| | - Vicente Alonso
- Medical Oncology Department, Hospital Universitario Miguel Servet, Zaragoza, Spain
| | - Ruth Vera
- Medical Oncology Department, Complejo Hospitalario de Navarra, Pamplona, Spain
| | - Jaime Feliu Batlle
- Department of Medical Oncology, Hospital Universitario La Paz, Madrid, Spain
- Translational Oncology Group, IdiPAZ, Madrid, Spain
- Faculty of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
- Department of Medical Oncology, Centro de Investigación Biomédica en Red - Cáncer (CIBERONC), Madrid, Spain
| | - Javier Gallego
- Medical Oncology Department, Hospital Universitario de Alicante, Alicante, Spain
| | - Antonieta Salud
- Medical Oncology Department, Hospital Universitario Arnau de Vilanova, Lleida, Spain
| | - Miquel Nogué
- Medical Oncology Department, Hospital de Granollers, Barcelona, Spain
| | - Laura Layos
- Medical Oncology Department, Hospital Universitari Germans Trias i Pujol, Badalona, Spain
| | - Clara Montagut
- Medical Oncology Department, Hospital del Mar, Barcelona, Spain
| | - Jaume Capdevila
- Medical Oncology Department, Vall Hebron University Hospital, Vall Hebron Institute of Oncology, IOB Quiron-Teknon, Barcelona, Spain
| | - Louis Vermeulen
- Department of Medical Oncology, Center for Experimental and Molecular Medicine (CEMM), Amsterdam University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
- Department of Medical Oncology, Oncode Institute, Amsterdam, the Netherlands
| | - Joan Maurel
- Department of Medical Oncology, Hospital Clínic of Barcelona, Barcelona, Spain
| | - Carlos Fernandez-Martos
- Department of Medical Oncology, Initia Oncology, Hospital Quirón Salud Valencia, Valencia, Spain
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15
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Fang L, Yao Y, Guan X, Liao Y, Wang B, Cui L, Han S, Zou H, Su D, Ma Y, Liu B, Wang Y, Huang R, Ruan Y, Yu X, Yao Y, Liu C, Zhang Y. China special issue on gastrointestinal tumors-Regulatory-immunoscore-A novel indicator to guide precision adjuvant chemotherapy in colorectal cancer. Int J Cancer 2023; 153:1904-1915. [PMID: 37085990 DOI: 10.1002/ijc.34539] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 03/08/2023] [Accepted: 03/10/2023] [Indexed: 04/23/2023]
Abstract
Novel biomarkers are essential to improve the treatment efficacy and overall survival of stage II and III colorectal cancer (CRC), allowing for personalized treatment decisions. Here, the densities of CD8+ and FOXP3+ T cells in the tumor and invasive margin were processed by immunohistochemistry and digital pathology to form a scoring system named regulatory-Immunoscore (RIS). Cox proportional hazards regression models were used to determine the risk factors associated with time to recurrence. Harrell's concordance index and the time-dependent area under the curve were used to assess model performance. A total of 1213 stage I-III DNA mismatch repair-proficient colorectal cancer (pMMR CRC) patients were randomly assigned to a training set (n = 642) and a validation set (n = 571). From the Cox multivariable analysis, the association of RIS with survival was independent of patient age, sex and anatomy-based tumor risk parameters (P < .0001). For stage II patients, chemotherapy was significantly associated with better recurrence time in patients with low (95% confidence interval [CI]: 0.11-0.54, P = .001) and intermediate (95% CI = 0.25-0.57, P < .001) RIS values. In stage III patients treated with adjuvant chemotherapy, a treatment duration of 6 or more months was significantly associated with better recurrence time in patients with intermediate RIS values (95% CI = 0.38-0.90, P = .016) when compared with duration under 6 months. Therefore, these findings suggest that RIS is reliable for predicting recurrence risk and treatment responsiveness for patients with stage I-III pMMR CRC.
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Affiliation(s)
- Lin Fang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
| | - Yang Yao
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China
| | - Xin Guan
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China
| | - Yuanyu Liao
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Bojun Wang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
| | - Luying Cui
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Shuling Han
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Haoyi Zou
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
| | - Dan Su
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Yue Ma
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
| | - Biao Liu
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Yao Wang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Rui Huang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
| | - Yuli Ruan
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China
| | - Xuefan Yu
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
| | - Yuanfei Yao
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China
| | - Chao Liu
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
| | - Yanqiao Zhang
- Department of Gastrointestinal Medical Oncology, Harbin Medical University Cancer Hospital, Harbin, China
- Translational Medicine Research and Cooperation Center of Northern China, Heilongjiang Academy of Medical Sciences, Harbin, China
- Key Laboratory of Tumor Immunology in Heilongjiang, Harbin, China
- Clinical Research Center for Colorectal Cancer in Heilongjiang, Harbin, China
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16
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Xia W, Geng Y, Hu W. Peritoneal Metastasis: A Dilemma and Challenge in the Treatment of Metastatic Colorectal Cancer. Cancers (Basel) 2023; 15:5641. [PMID: 38067347 PMCID: PMC10705712 DOI: 10.3390/cancers15235641] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 11/07/2023] [Accepted: 11/13/2023] [Indexed: 10/25/2024] Open
Abstract
Peritoneal metastasis (PM) is a common mode of distant metastasis in colorectal cancer (CRC) and has a poorer prognosis compared to other metastatic sites. The formation of PM foci depends on the synergistic effect of multiple molecules and the modulation of various components of the tumor microenvironment. The current treatment of CRC-PM is based on systemic chemotherapy. However, recent developments in local therapeutic modalities, such as cytoreductive surgery (CRS) and intraperitoneal chemotherapy (IPC), have improved the survival of these patients. This article reviews the research progress on the mechanism, characteristics, diagnosis, and treatment strategies of CRC-PM, and discusses the current challenges, so as to deepen the understanding of CRC-PM among clinicians.
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Affiliation(s)
- Wei Xia
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou 213003, China;
| | - Yiting Geng
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou 213003, China;
| | - Wenwei Hu
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou 213003, China;
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou 213003, China
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17
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Erali RA, Forsythe SD, Gironda DJ, Schaaf CR, Wajih N, Soker S, Votanopoulos KI. Utilizing Patient-Derived Organoids in the Management of Colorectal Cancer with Peritoneal Metastases: A Review of Current Literature. J Gastrointest Cancer 2023; 54:712-719. [PMID: 36447085 DOI: 10.1007/s12029-022-00891-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/20/2022] [Indexed: 12/02/2022]
Abstract
INTRODUCTION Treatment of colorectal cancer-derived peritoneal carcinomatosis (CRC-PC) is challenging due to cellular heterogeneity that exhibits variable degrees of resistance to systemic as well as intraperitoneal chemotherapy. Therefore, it is not a surprise that the majority of patients undergoing cytoreductive surgery with HIPEC will experience recurrence. Patient-derived tumor organoids (PTOs) may be potentially capable of informing clinical treatment decisions at the level of the individual patient. In this study, we review the current landscape of CRC-PC PTO literature. METHODS PubMed was queried for peer-reviewed publications studying CRC-PC organoids. Original articles which harnessed organoids as a research platform to study CRC-PC were included for review. Xenograft organoid studies were excluded. RESULTS A total of 5 articles met inclusion criteria published between 2017 and 2022 and underwent complete analysis. Study topics included optimization of current therapies, identification of novel drug applications, and identification of disease mechanisms. Current therapies studied included systemic chemotherapy, targeted inhibitors, and HIPEC regimens. CONCLUSIONS Patient-derived tumor organoids are a valuable personalized research tool that can complement real-time clinical settings. Additional research is needed to optimize methodologies of organoid incorporation in patients with colorectal cancer with peritoneal carcinomatosis.
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Affiliation(s)
- Richard A Erali
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Division of Surgical Oncology, Department of Surgery, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, 1 Medical Center Blvd, Winston-Salem, NC, 27157, USA
| | - Steven D Forsythe
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Daniel J Gironda
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Cecilia R Schaaf
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Comparative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Nadeem Wajih
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Shay Soker
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Konstantinos I Votanopoulos
- Wake Forest Organoid Research Center (WFORCE), Wake Forest University School of Medicine, Winston-Salem, NC, 27157, USA.
- Wake Forest Institute of Regenerative Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA.
- Department of Cancer Biology, Wake Forest University School of Medicine, Winston-Salem, NC, USA.
- Division of Surgical Oncology, Department of Surgery, Wake Forest University School of Medicine, Atrium Health Wake Forest Baptist, 1 Medical Center Blvd, Winston-Salem, NC, 27157, USA.
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18
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Rotermund A, Staege MS, Brandt S, Luetzkendorf J, Lucas H, Mueller LP, Mueller T. Luciferase Expressing Preclinical Model Systems Representing the Different Molecular Subtypes of Colorectal Cancer. Cancers (Basel) 2023; 15:4122. [PMID: 37627150 PMCID: PMC10452405 DOI: 10.3390/cancers15164122] [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: 06/19/2023] [Revised: 08/10/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023] Open
Abstract
Colorectal cancer (CRC) is a heterogeneous disease. More insight into the biological diversity of CRC is needed to improve therapeutic outcomes. Established CRC cell lines are frequently used and were shown to be representative models of the main subtypes of CRC at the genomic and transcriptomic level. In the present work, we established stable, luciferase expressing derivatives from 10 well-established CRC cell lines, generated spheroids and subcutaneous xenograft tumors in nude mice, and performed comparative characterization of these model systems. Transcriptomic analyses revealed the close relation of cell lines with their derived spheroids and xenograft tumors. The preclinical model systems clustered with patient tumor samples when compared to normal tissue thereby confirming that cell-line-based tumor models retain specific characteristics of primary tumors. Xenografts showed different differentiation patterns and bioluminescence imaging revealed metastatic spread to the lungs. In addition, the models were classified according to the CMS classification system, with further sub-classification according to the recently identified two intrinsic epithelial tumor cell states of CRC, iCMS2 and iCMS3. The combined data showed that regarding primary tumor characteristics, 3D-spheroid cultures resemble xenografts more closely than 2D-cultured cells do. Furthermore, we set up a bioluminescence-based spheroid cytotoxicity assay in order to be able to perform dose-response relationship studies in analogy to typical monolayer assays. Applying the established assay, we studied the efficacy of oxaliplatin. Seven of the ten used cell lines showed a significant reduction in the response to oxaliplatin in the 3D-spheroid model compared to the 2D-monolayer model. Therapy studies in selected xenograft models confirmed the response or lack of response to oxaliplatin treatment. Analyses of differentially expressed genes in these models identified CAV1 as a possible marker of oxaliplatin resistance. In conclusion, we established a combined 2D/3D, in vitro/in vivo model system representing the heterogeneity of CRC, which can be used in preclinical research applications.
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Affiliation(s)
- Arne Rotermund
- Department of Internal Medicine IV, Hematology and Oncology, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany; (A.R.); (S.B.); (J.L.); (L.P.M.)
| | - Martin S. Staege
- Department of Surgical and Conservative Pediatrics and Adolescent Medicine, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany;
| | - Sarah Brandt
- Department of Internal Medicine IV, Hematology and Oncology, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany; (A.R.); (S.B.); (J.L.); (L.P.M.)
| | - Jana Luetzkendorf
- Department of Internal Medicine IV, Hematology and Oncology, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany; (A.R.); (S.B.); (J.L.); (L.P.M.)
| | - Henrike Lucas
- Institute of Pharmacy, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany;
| | - Lutz P. Mueller
- Department of Internal Medicine IV, Hematology and Oncology, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany; (A.R.); (S.B.); (J.L.); (L.P.M.)
| | - Thomas Mueller
- Department of Internal Medicine IV, Hematology and Oncology, Medical Faculty, Martin Luther University Halle-Wittenberg, 06120 Halle, Germany; (A.R.); (S.B.); (J.L.); (L.P.M.)
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19
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Rejali L, Seifollahi Asl R, Sanjabi F, Fatemi N, Asadzadeh Aghdaei H, Saeedi Niasar M, Ketabi Moghadam P, Nazemalhosseini Mojarad E, Mini E, Nobili S. Principles of Molecular Utility for CMS Classification in Colorectal Cancer Management. Cancers (Basel) 2023; 15:2746. [PMID: 37345083 PMCID: PMC10216373 DOI: 10.3390/cancers15102746] [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: 03/21/2023] [Revised: 05/05/2023] [Accepted: 05/09/2023] [Indexed: 06/23/2023] Open
Abstract
Colorectal cancer (CRC) is the second cause of cancer-related deaths in both sexes globally and presents different clinical outcomes that are described by a range of genomic and epigenomic alterations. Despite the advancements in CRC screening plans and treatment strategies, the prognosis of CRC is dismal. In the last two decades, molecular biomarkers predictive of prognosis have been identified in CRC, although biomarkers predictive of treatment response are only available for specific biological drugs used in stage IV CRC. Translational clinical trials mainly based on "omic" strategies allowed a better understanding of the biological heterogeneity of CRCs. These studies were able to classify CRCs into subtypes mainly related to prognosis, recurrence risk, and, to some extent, also to treatment response. Accordingly, the comprehensive molecular characterizations of CRCs, including The Cancer Genome Atlas (TCGA) and consensus molecular subtype (CMS) classifications, were presented to improve the comprehension of the genomic and epigenomic landscapes of CRCs for a better patient management. The CMS classification obtained by the CRC subtyping consortium categorizes CRC into four consensus molecular subtypes (CMS1-4) characterized by different prognoses. In this review, we discussed the CMS classification in different settings with a focus on its relationships with precursor lesions, tumor immunophenotype, and gut microbiota, as well as on its role in predicting prognosis and/or response to pharmacological treatments, as a crucial step towards precision medicine.
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Affiliation(s)
- Leili Rejali
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Romina Seifollahi Asl
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Fatemeh Sanjabi
- Department of Medical Biotechnology, School of Allied Medicine, Iran University of Medical Sciences, Tehran P.O. Box 14496-14535, Iran;
| | - Nayeralsadat Fatemi
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Hamid Asadzadeh Aghdaei
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Mahsa Saeedi Niasar
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Pardis Ketabi Moghadam
- Basic and Molecular Epidemiology of Gastrointestinal Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran P.O. Box 19875-17411, Iran; (L.R.); (R.S.A.); (N.F.); (H.A.A.); (M.S.N.); (P.K.M.)
| | - Ehsan Nazemalhosseini Mojarad
- Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Yaman Street, Chamran Expressway, Tehran P.O. Box 19857-17411, Iran;
| | - Enrico Mini
- Department of Health Sciences, University of Florence, Viale Pieraccini, 6, 50139 Firenze, Italy;
| | - Stefania Nobili
- Department of Neuroscience, Psychology, Drug Research and Child Health—NEUROFARBA—Pharmacology and Toxicology Section, University of Florence, Viale Pieraccini, 6, 50139 Firenze, Italy
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20
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Guo X, Gao Y, Song Q, Wei J, Wu J, Dong J, Chen L, Xu S, Wu D, Yang X, Chen L, Li X, Ji G, Lv X, Wei B. Early assessment of circulating exosomal lncRNA-GC1 for monitoring neoadjuvant chemotherapy response in gastric cancer. Int J Surg 2023; 109:1094-1104. [PMID: 37222716 PMCID: PMC10389467 DOI: 10.1097/js9.0000000000000249] [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: 08/08/2022] [Accepted: 01/22/2023] [Indexed: 05/25/2023]
Abstract
BACKGROUND The timing of surgery for patients with gastric cancer (GC) who undergo neoadjuvant chemotherapy (neoCT) was mainly guided by serial radiologic imaging. However, an earlier assessment was indispensable to avoid delayed treatment for nonresponders and excessive toxicity for responders. Our previous study has identified circulating extracellular vesicles-derived lncRNA-GC1 as a biomarker for early detection and monitoring progression of GC. However, the potential role of neoCT remains poorly understood. METHODS In this explorative biomarker analysis, we conducted a multi-cohort study to examine longitudinal levels of circulating extracellular vesicles-derived lncRNA-GC1 in 798 patients enrolled in the RESONANCE study (NCT01583361). Both circulating extracellular vesicles-derived lncRNA-GC1 and traditional gastrointestinal biomarkers were assessed at defined time nodes. Computed tomography (CT) scans were performed before treatment and 8-10 weeks and assessed based on the RECIST criteria. RESULTS Circulating extracellular vesicles-derived lncRNA-GC1 could be detected in 96.3% of patients at baseline, and significant reductions were observed before cycle 2 (P<0.0001). Levels of circulating extracellular vesicles-derived lncRNA-GC1 showed a stronger correlation with tumor burden and exhibited earlier dynamic changes than the traditional gastrointestinal biomarkers during the first cycle of neoCT. Strong agreement was observed between circulating extracellular vesicles-derived lncRNA-GC1 response (reduction >50%) and radiographic response (Cohen's κ, 0.704). Importantly, circulating extracellular vesicles-derived lncRNA-GC1 maintained predictive value in two external cohorts. Patients with circulating extracellular vesicles-derived lncRNA-GC1 response showed superior disease-free survival [hazard ratio (HR), 0.6238; 95% CI, 0.4095-0.9501; P=0.0118] and overall survival (HR, 0.6131; 95% CI, 0.4016-0.9358; P=0.0090). CONCLUSION Circulating extracellular vesicles-derived lncRNA-GC1 is an early marker of neoCT efficacy and predicts superior survival in GC patients treated with neoCT.
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Affiliation(s)
- Xin Guo
- Department of Digestive Surgery
- Department of Endoscopic Surgery, Air Force 986th Hospital, Fourth Military Medical University, Xian
- Department of General Surgery, Chinese PLA General Hospital, Beijing, People’s Republic of China
| | - Yunge Gao
- Department of Gynecology and Obstetrics
| | - Qiying Song
- Department of General Surgery, Chinese PLA General Hospital, Beijing, People’s Republic of China
| | | | | | - Jian Dong
- Department of Gynecology and Obstetrics
| | | | - Shenhui Xu
- Department of Pathology, Xijing Hospital
| | - Di Wu
- Department of General Surgery, Chinese PLA General Hospital, Beijing, People’s Republic of China
| | | | - Lubin Chen
- Department of Digestive Surgery
- Department of Endoscopic Surgery, Air Force 986th Hospital, Fourth Military Medical University, Xian
| | | | - Gang Ji
- Department of Digestive Surgery
| | | | - Bo Wei
- Department of General Surgery, Chinese PLA General Hospital, Beijing, People’s Republic of China
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21
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Bootsma S, Bijlsma MF, Vermeulen L. The molecular biology of peritoneal metastatic disease. EMBO Mol Med 2023; 15:e15914. [PMID: 36700339 PMCID: PMC9994485 DOI: 10.15252/emmm.202215914] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/07/2022] [Accepted: 12/09/2022] [Indexed: 01/27/2023] Open
Abstract
Peritoneal metastases are a common form of tumor cell dissemination in gastrointestinal malignancies. Peritoneal metastatic disease (PMD) is associated with severe morbidity and resistance to currently employed therapies. Given the distinct route of dissemination compared with distant organ metastases, and the unique microenvironment of the peritoneal cavity, specific tumor cell characteristics are needed for the development of PMD. In this review, we provide an overview of the known histopathological, genomic, and transcriptomic features of PMD. We find that cancers representing the mesenchymal subtype are strongly associated with PMD in various malignancies. Furthermore, we discuss the peritoneal niche in which the metastatic cancer cells reside, including the critical role of the peritoneal immune system. Altogether, we show that PMD should be regarded as a distinct disease entity, that requires tailored treatment strategies.
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Affiliation(s)
- Sanne Bootsma
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC, Location University of AmsterdamAmsterdamThe Netherlands
- Cancer Center Amsterdam, Cancer BiologyAmsterdamThe Netherlands
- Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Maarten F Bijlsma
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC, Location University of AmsterdamAmsterdamThe Netherlands
- Cancer Center Amsterdam, Cancer BiologyAmsterdamThe Netherlands
- Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Louis Vermeulen
- Laboratory for Experimental Oncology and Radiobiology, Center for Experimental and Molecular MedicineAmsterdam UMC, Location University of AmsterdamAmsterdamThe Netherlands
- Cancer Center Amsterdam, Cancer BiologyAmsterdamThe Netherlands
- Amsterdam Gastroenterology Endocrinology MetabolismAmsterdamThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
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22
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Long-term platinum-based drug accumulation in cancer-associated fibroblasts promotes colorectal cancer progression and resistance to therapy. Nat Commun 2023; 14:746. [PMID: 36765091 PMCID: PMC9918738 DOI: 10.1038/s41467-023-36334-1] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Accepted: 01/27/2023] [Indexed: 02/12/2023] Open
Abstract
A substantial proportion of cancer patients do not benefit from platinum-based chemotherapy (CT) due to the emergence of drug resistance. Here, we apply elemental imaging to the mapping of CT biodistribution after therapy in residual colorectal cancer and achieve a comprehensive analysis of the genetic program induced by oxaliplatin-based CT in the tumor microenvironment. We show that oxaliplatin is largely retained by cancer-associated fibroblasts (CAFs) long time after the treatment ceased. We determine that CT accumulation in CAFs intensifies TGF-beta activity, leading to the production of multiple factors enhancing cancer aggressiveness. We establish periostin as a stromal marker of chemotherapeutic activity intrinsically upregulated in consensus molecular subtype 4 (CMS4) tumors and highly expressed before and/or after treatment in patients unresponsive to therapy. Collectively, our study underscores the ability of CT-retaining CAFs to support cancer progression and resistance to treatment.
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23
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Liu X, Xin Z, Wang K. Patient-derived xenograft model in colorectal cancer basic and translational research. Animal Model Exp Med 2023; 6:26-40. [PMID: 36543756 PMCID: PMC9986239 DOI: 10.1002/ame2.12299] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 11/22/2022] [Indexed: 12/24/2022] Open
Abstract
Colorectal cancer (CRC) is one of the most popular malignancies globally, with 930 000 deaths in 2020. The evaluation of CRC-related pathogenesis and the discovery of potential therapeutic targets will be meaningful and helpful for improving CRC treatment. With huge efforts made in past decades, the systematic treatment regimens have been applied to improve the prognosis of CRC patients. However, the sensitivity of CRC to chemotherapy and targeted therapy is different from person to person, which is an important cause of treatment failure. The emergence of patient-derived xenograft (PDX) models shows great potential to alleviate the straits. PDX models possess similar genetic and pathological characteristics as the features of primary tumors. Moreover, PDX has the ability to mimic the tumor microenvironment of the original tumor. Thus, the PDX model is an important tool to screen precise drugs for individualized treatment, seek predictive biomarkers for prognosis supervision, and evaluate the unknown mechanism in basic research. This paper reviews the recent advances in constructed methods and applications of the CRC PDX model, aiming to provide new knowledge for CRC basic research and therapeutics.
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Affiliation(s)
- Xiaofeng Liu
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, China
| | - Zechang Xin
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, China
| | - Kun Wang
- Hepatopancreatobiliary Surgery Department I, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, China
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24
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Kim CH. Molecular Analyses in Peritoneal Metastasis from Colorectal Cancer: A Review-An English Version. J Anus Rectum Colon 2022; 6:197-202. [PMID: 36348949 PMCID: PMC9613417 DOI: 10.23922/jarc.2022-045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Accepted: 09/04/2022] [Indexed: 11/23/2022] Open
Abstract
Despite a trend showing continued improvement in survival by combing targeted agents in colorectal cancer, the improvement was limited, and clinically meaningful benefits were not achieved in peritoneal metastasis. The role of cytoreductive surgery (CRS) and proportion of the benefit from hyperthermic intraperitoneal chemotherapy (HIPEC) have been questioned. The PRODIGE 7 study aimed to assess the specific contribution of HIPEC to the survival benefit of peritoneal metastasis from colorectal cancer (CRC-PM) by grouping CRS alone versus CRS with oxaliplatin-based HIPEC, but failed to show any survival improvement. Of these criticisms, oxaliplatin resistance was suggested as the main cause of the negative result. In this regard, the relative resistance to oxaliplatin in consensus molecular subtype 4 colorectal cancer (CRC) is of great interest. Recent treatments for metastatic CRC have gradually moved to precision medicine based on individual biological information through high-throughput technology such as next generation sequencing. This review aimed to provide an overview of the current status of studies reporting the molecular knowledge of CRC-PM.
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Affiliation(s)
- Chang Hyun Kim
- Department of Surgery, Chonnam National University Hwasun Hospital and Medical School, Hwasun, Korea
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25
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Mochizuki K, Kudo SE, Kato K, Kudo K, Ogawa Y, Kouyama Y, Takashina Y, Ichimasa K, Tobo T, Toshima T, Hisamatsu Y, Yonemura Y, Masuda T, Miyachi H, Ishida F, Nemoto T, Mimori K. Molecular and clinicopathological differences between depressed and protruded T2 colorectal cancer. PLoS One 2022; 17:e0273566. [PMID: 36264865 PMCID: PMC9584453 DOI: 10.1371/journal.pone.0273566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 08/11/2022] [Indexed: 11/05/2022] Open
Abstract
BACKGROUND Colorectal cancer (CRC) can be classified into four consensus molecular subtypes (CMS) according to genomic aberrations and gene expression profiles. CMS is expected to be useful in predicting prognosis and selecting chemotherapy regimens. However, there are still no reports on the relationship between the morphology and CMS. METHODS This retrospective study included 55 subjects with T2 CRC undergoing surgical resection, of whom 30 had the depressed type and 25 the protruded type. In the classification of the CMS, we first defined cases with deficient mismatch repair as CMS1. And then, CMS2/3 and CMS4 were classified using an online classifier developed by Trinh et al. The staining intensity of CDX2, HTR2B, FRMD6, ZEB1, and KER and the percentage contents of CDX2, FRMD6, and KER are input into the classifier to obtain automatic output classifying the specimen as CMS2/3 or CMS4. RESULTS According to the results yielded by the online classifier, of the 30 depressed-type cases, 15 (50%) were classified as CMS2/3 and 15 (50%) as CMS4. Of the 25 protruded-type cases, 3 (12%) were classified as CMS1 and 22 (88%) as CMS2/3. All of the T2 CRCs classified as CMS4 were depressed CRCs. More malignant pathological findings such as lymphatic invasion were associated with the depressed rather than protruded T2 CRC cases. CONCLUSIONS Depressed-type T2 CRC had a significant association with CMS4, showing more malignant pathological findings such as lymphatic invasion than the protruded-type, which could explain the reported association between CMS4 CRC and poor prognosis.
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Affiliation(s)
- Kenichi Mochizuki
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Shin-ei Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Kazuki Kato
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Koki Kudo
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Yushi Ogawa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Yuta Kouyama
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Yuki Takashina
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Katsuro Ichimasa
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
- Department of Gastroenterology and Hepatology, National University Hospital, Singapore, Singapore
| | - Taro Tobo
- Department of Clinical Laboratory, Kyushu University Beppu Hospital, Beppu, Japan
| | - Takeo Toshima
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Yuichi Hisamatsu
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Yusuke Yonemura
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Takaaki Masuda
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
| | - Hideyuki Miyachi
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Fumio Ishida
- Digestive Disease Center, Showa University Northern Yokohama Hospital, Yokohama, Japan
| | - Tetsuo Nemoto
- Department of Diagnostic Pathology, School of Medicine, Showa University, Yokohama Northern Hospital, Kanagawa, Japan
| | - Koshi Mimori
- Department of Surgery, Kyushu University Beppu Hospital, Beppu, Japan
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26
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Kim CH. Molecular analyses of peritoneal metastasis from colorectal cancer. JOURNAL OF THE KOREAN MEDICAL ASSOCIATION 2022. [DOI: 10.5124/jkma.2022.65.9.586] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Background: Despite a trend showing continued improvement in survival by combing targeted agents for colorectal cancer (CRC), the improvement observed is limited. Moreover, clinically relevant benefits were not achieved in peritoneal metastasis cases. The role of cytoreductive surgery (CRS) and the benefits of hyperthermic intraperitoneal chemotherapy (HIPEC) have been questioned. This review aimed to provide an overview of the current status of the studies reporting on the molecular knowledge of peritoneal metastasis from CRC (CRC-PM).Current Concepts: The PRODIGE 7 study was performed to assess the specific contributions of HIPEC to the survival benefit in CRC-PM cases by comparing CRS treatment alone and CRS with oxaliplatin-based HIPEC. However, this study did not reveal any survival improvement, and oxaliplatin resistance was suggested as the main cause of this negative outcome. Hence, the relative resistance to oxaliplatin in consensus molecular subtype (CMS) 4 CRC is of great interest.Discussion and Conclusion: Recent treatments for metastatic CRC have gradually moved to precision medicine based on individual biological information through high-throughput technology, such as next-generation sequencing. In the transcriptome study, CRC-PM was identified as an almost homogeneous CMS4 classification, which is known to have strong resistance to oxaliplatin-based chemotherapy. These results suggest the need to clarify complex sub-signal transmission pathways derived from transcriptome or proteome studies of CRC-PM. Finally, to compare two studies, it is necessary to establish a representative patient group and consider standardized sample collection, treatment, and analysis.
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27
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Peters NA, Constantinides A, Ubink I, van Kuik J, Bloemendal HJ, van Dodewaard JM, Brink MA, Schwartz TP, Lolkema MP, Lacle MM, Moons LM, Geesing J, van Grevenstein WM, Roodhart JML, Koopman M, Elias SG, Borel Rinkes IH, Kranenburg O. Consensus molecular subtype 4 (CMS4)-targeted therapy in primary colon cancer: A proof-of-concept study. Front Oncol 2022; 12:969855. [PMID: 36147916 PMCID: PMC9486194 DOI: 10.3389/fonc.2022.969855] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 08/19/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundMesenchymal Consensus Molecular Subtype 4 (CMS4) colon cancer is associated with poor prognosis and therapy resistance. In this proof-of-concept study, we assessed whether a rationally chosen drug could mitigate the distinguishing molecular features of primary CMS4 colon cancer.MethodsIn the ImPACCT trial, informed consent was obtained for molecular subtyping at initial diagnosis of colon cancer using a validated RT-qPCR CMS4-test on three biopsies per tumor (Phase-1, n=69 patients), and for neoadjuvant CMS4-targeting therapy with imatinib (Phase-2, n=5). Pre- and post-treatment tumor biopsies were analyzed by RNA-sequencing and immunohistochemistry. Imatinib-induced gene expression changes were associated with molecular subtypes and survival in an independent cohort of 3232 primary colon cancer.ResultsThe CMS4-test classified 52/172 biopsies as CMS4 (30%). Five patients consented to imatinib treatment prior to surgery, yielding 15 pre- and 15 post-treatment samples for molecular analysis. Imatinib treatment caused significant suppression of mesenchymal genes and upregulation of genes encoding epithelial junctions. The gene expression changes induced by imatinib were associated with improved survival and a shift from CMS4 to CMS2.ConclusionImatinib may have value as a CMS-switching drug in primary colon cancer and induces a gene expression program that is associated with improved survival.
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Affiliation(s)
- Niek A. Peters
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Alexander Constantinides
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Inge Ubink
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Joyce van Kuik
- Department of Pathology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Haiko J. Bloemendal
- Department of Internal Medicine, Meander Medical Center, Amersfoort, Netherlands
- Department of Internal Medicine/Oncology, Radboud University Medical Center Nijmegen, Nijmegen, Netherlands
| | | | - Menno A. Brink
- Department of Gastroenterology, Meander Medical Center, Amersfoort, Netherlands
| | - Thijs P. Schwartz
- Department of Gastroenterology, Meander Medical Center, Amersfoort, Netherlands
| | | | - Miangela M. Lacle
- Department of Pathology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Leon M. Moons
- Department of Gastroenterology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Joost Geesing
- Department of Gastroenterology, Diakonessenhuis, Utrecht, Netherlands
| | - Wilhelmina M.U. van Grevenstein
- Department of Surgical Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Jeanine M. L. Roodhart
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Miriam Koopman
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Sjoerd G. Elias
- Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
| | - Inne H.M. Borel Rinkes
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- Department of Surgical Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- *Correspondence: Inne H.M. Borel Rinkes, ; Onno Kranenburg,
| | - Onno Kranenburg
- Lab Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, Utrecht University, Utrecht, Netherlands
- *Correspondence: Inne H.M. Borel Rinkes, ; Onno Kranenburg,
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Moretto R, Elliott A, Rossini D, Intini R, Conca V, Pietrantonio F, Sartore-Bianchi A, Antoniotti C, Rasola C, Scartozzi M, Salati M, Pella N, Calegari MA, Carullo M, Corti F, Mauri G, Fassan M, Masi G, Brodskiy P, Lenz HJ, Shields A, Lonardi S, Korn M, Cremolini C. Benefit from upfront FOLFOXIRI and bevacizumab in BRAFV600E-mutated metastatic colorectal cancer patients: does primary tumour location matter? Br J Cancer 2022; 127:957-967. [PMID: 35665778 PMCID: PMC9428147 DOI: 10.1038/s41416-022-01852-0] [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: 01/04/2022] [Revised: 04/02/2022] [Accepted: 05/09/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND Recent data suggest that BRAFV600E-mutated metastatic colorectal cancer (mCRC) patients with right-sided tumours and ECOG-PS = 0 may achieve benefit from the triplet regimen differently than those with left-sided tumours and ECOG-PS > 0. METHODS The predictive impact of primary sidedness and ECOG-PS was evaluated in a large real-life dataset of 296 BRAFV600E-mutated mCRC patients treated with upfront triplet or doublet ± bevacizumab. Biological differences between right- and left-sided BRAFV600E-mutated CRCs were further investigated in an independent cohort of 1162 samples. RESULTS A significant interaction effect between primary sidedness and treatment intensity was reported in terms of both PFS (p = 0.010) and OS (p = 0.003), with a beneficial effect of the triplet in the right-sided group and a possible detrimental effect in the left-sided. No interaction effect was observed between ECOG-PS and chemo-backbone. In the MSS/pMMR population, a consistent trend for a side-related subgroup effect was observed when FOLFOXIRI ± bevacizumab was compared to oxaliplatin-based doublets±bevacizumab (p = 0.097 and 0.16 for PFS and OS, respectively). Among MSS/pMMR tumours, the BM1 subtype was more prevalent in the right-sided group (p = 0.0019, q = 0.0139). No significant differences were observed according to sidedness in the MSI-H/dMMR population. CONCLUSIONS Real-life data support the use of FOLFOXIRI ± bevacizumab only in BRAFV600E-mutated mCRC patients with right-sided tumours.
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Affiliation(s)
- Roberto Moretto
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
| | - Andrew Elliott
- Clinical & Translational Research, Medical Affairs, Caris Life Sciences, Phoenix, AZ, USA
| | - Daniele Rossini
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Rossana Intini
- Oncology Unit 1, Veneto Institute of Oncology-IRCCS, Padua, Italy
| | - Veronica Conca
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Filippo Pietrantonio
- Medical Oncology Department, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | | | - Carlotta Antoniotti
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Cosimo Rasola
- Oncology Unit 1, Veneto Institute of Oncology-IRCCS, Padua, Italy
- Department of Surgery, Oncology and Gastroenterology, University of Padua, Padua, Italy
| | - Mario Scartozzi
- Medical Oncology, University and University Hospital of Cagliari, Cagliari, Italy
| | - Massimiliano Salati
- Division of Oncology, Department of Oncology and Hematology, University Hospital of Modena, Modena, Italy
- PhD Program Clinical and Experimental Medicine, University of Modena and Reggio Emilia, Modena, Italy
| | - Nicoletta Pella
- Department of Oncology, ASUFC University Hospital of Udine, Udine, Italy
| | - Maria Alessandra Calegari
- Comprensive Cancer Center, UOC di Oncologia Medica, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Martina Carullo
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Francesca Corti
- Medical Oncology Department, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Gianluca Mauri
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Matteo Fassan
- Department of Medicine (DIMED), Surgical Pathology Unit, University of Padua, Padua, Italy
- Veneto Institute of Oncology-IRCCS, Padua, Italy
| | - Gianluca Masi
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
| | - Pavel Brodskiy
- Clinical & Translational Research, Medical Affairs, Caris Life Sciences, Phoenix, AZ, USA
| | - Heinz-Josef Lenz
- Division of Medical Oncology, Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA, USA
| | - Anthony Shields
- Department of Oncology, Karmanos Cancer Institute, Wayne State University, Detroit, MI, USA
| | - Sara Lonardi
- Oncology Unit 3, Veneto Institute of Oncology-IRCCS, Padua, Italy.
| | - Michael Korn
- Clinical & Translational Research, Medical Affairs, Caris Life Sciences, Phoenix, AZ, USA
| | - Chiara Cremolini
- Unit of Medical Oncology 2, Azienda Ospedaliero-Universitaria Pisana, Pisa, Italy
- Department of Translational Research and New Technology in Medicine and Surgery, University of Pisa, Pisa, Italy
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Lenos KJ, Bach S, Ferreira Moreno L, Ten Hoorn S, Sluiter NR, Bootsma S, Vieira Braga FA, Nijman LE, van den Bosch T, Miedema DM, van Dijk E, Ylstra B, Kulicke R, Davis FP, Stransky N, Smolen GA, Coebergh van den Braak RRJ, IJzermans JNM, Martens JWM, Hallam S, Beggs AD, Kops GJPL, Lansu N, Bastiaenen VP, Klaver CEL, Lecca MC, El Makrini K, Elbers CC, Dings MPG, van Noesel CJM, Kranenburg O, Medema JP, Koster J, Koens L, Punt CJA, Tanis PJ, de Hingh IH, Bijlsma MF, Tuynman JB, Vermeulen L. Molecular characterization of colorectal cancer related peritoneal metastatic disease. Nat Commun 2022; 13:4443. [PMID: 35927254 PMCID: PMC9352687 DOI: 10.1038/s41467-022-32198-z] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 07/21/2022] [Indexed: 12/11/2022] Open
Abstract
A significant proportion of colorectal cancer (CRC) patients develop peritoneal metastases (PM) in the course of their disease. PMs are associated with a poor quality of life, significant morbidity and dismal disease outcome. To improve care for this patient group, a better understanding of the molecular characteristics of CRC-PM is required. Here we present a comprehensive molecular characterization of a cohort of 52 patients. This reveals that CRC-PM represent a distinct CRC molecular subtype, CMS4, but can be further divided in three separate categories, each presenting with unique features. We uncover that the CMS4-associated structural protein Moesin plays a key role in peritoneal dissemination. Finally, we define specific evolutionary features of CRC-PM which indicate that polyclonal metastatic seeding underlies these lesions. Together our results suggest that CRC-PM should be perceived as a distinct disease entity.
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Affiliation(s)
- Kristiaan J Lenos
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands.
- Oncode Institute, Amsterdam, The Netherlands.
| | - Sander Bach
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Surgery, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Leandro Ferreira Moreno
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Sanne Ten Hoorn
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Nina R Sluiter
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Surgery, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Sanne Bootsma
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Felipe A Vieira Braga
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Lisanne E Nijman
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Tom van den Bosch
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Daniel M Miedema
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Erik van Dijk
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Pathology, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Bauke Ylstra
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Pathology, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Ruth Kulicke
- Celsius Therapeutics, 399 Binney Street, Cambridge, MA, 02139, USA
| | - Fred P Davis
- Celsius Therapeutics, 399 Binney Street, Cambridge, MA, 02139, USA
| | - Nicolas Stransky
- Celsius Therapeutics, 399 Binney Street, Cambridge, MA, 02139, USA
| | | | | | - Jan N M IJzermans
- Department of Surgery, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus MC University Medical Center, Rotterdam, the Netherlands & Cancer Genomics Center, Utrecht, The Netherlands
| | - Sally Hallam
- Surgical Research Laboratory, Institute of Cancer and Genomic Science, University of Birmingham, Birmingham, UK
| | - Andrew D Beggs
- Surgical Research Laboratory, Institute of Cancer and Genomic Science, University of Birmingham, Birmingham, UK
| | - Geert J P L Kops
- Oncode Institute, Amsterdam, The Netherlands
- Hubrecht institute-KNAW and University Medical Center Utrecht, Utrecht, The Netherlands
| | - Nico Lansu
- Oncode Institute, Amsterdam, The Netherlands
- Hubrecht institute-KNAW and University Medical Center Utrecht, Utrecht, The Netherlands
| | - Vivian P Bastiaenen
- Amsterdam UMC location University of Amsterdam, Department of Surgery, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Charlotte E L Klaver
- Amsterdam UMC location University of Amsterdam, Department of Surgery, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Maria C Lecca
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Khalid El Makrini
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Clara C Elbers
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Mark P G Dings
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Carel J M van Noesel
- Amsterdam UMC location University of Amsterdam, Department of Pathology, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Onno Kranenburg
- Department of Surgical Oncology, UMC Utrecht Cancer Center, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Jan Paul Medema
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Jan Koster
- Amsterdam UMC location University of Amsterdam, Department of Oncogenomics, Meibergdreef 9, Amsterdam, The Netherlands
| | - Lianne Koens
- Amsterdam UMC location University of Amsterdam, Department of Pathology, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Cornelis J A Punt
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht University, Utrecht, The Netherlands
| | - Pieter J Tanis
- Amsterdam UMC location University of Amsterdam, Department of Surgery, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Ignace H de Hingh
- Department of Surgery, Catharina Hospital, Eindhoven, the Netherlands; GROW - School for Oncology and Developmental Biology, Maastricht University, Maastricht, Netherlands
| | - Maarten F Bijlsma
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands
- Oncode Institute, Amsterdam, The Netherlands
| | - Jurriaan B Tuynman
- Amsterdam UMC location Vrije Universiteit Amsterdam, Department of Surgery, Cancer Center Amsterdam, De Boelelaan 1117, Amsterdam, The Netherlands
| | - Louis Vermeulen
- Amsterdam UMC location University of Amsterdam, Center for Experimental and Molecular Medicine, Laboratory for Experimental Oncology and Radiobiology, Cancer Center Amsterdam, Amsterdam Gastroenterology Endocrinology Metabolism, Meibergdreef 9, Amsterdam, The Netherlands.
- Oncode Institute, Amsterdam, The Netherlands.
- Amsterdam UMC location University of Amsterdam, Department of Medical Oncology, Cancer Center Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands.
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30
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Pacelli F, Gerardi C, Rulli E, Abatini C, Rotolo S, Garattini S, Melotti G, Torri V, Galli F, Rulli E, Di Giorgio A. Prophylactic surgery plus hyperthermic intraperitoneal chemotherapy (HIPEC CO2) versus standard surgery in colorectal carcinoma at high risk of peritoneal carcinomatosis: short-term and long-term outcomes from the CHECK study - protocol for a randomised, multicentre, phase 3 trial. BMJ Open 2022; 12:e051324. [PMID: 35914916 PMCID: PMC9345052 DOI: 10.1136/bmjopen-2021-051324] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
INTRODUCTION Up to one-fifth of patients with colorectal cancer will develop peritoneal metastases, frequently without other districts' involvement. Despite the recent unsuccesses of hyperthermic intraperitoneal chemotherapy (HIPEC) for colorectal cancer peritoneal metastases treatment, the rationale in the prophylactic setting remains strong. Several clinical and pharmacokinetic data suggest that the efficacy of intraperitoneal chemotherapy is highest when the disease is microscopic. However, robust evidence demonstrating whether the addition of HIPEC for high-risk colorectal cancers offers better control of local recurrence is lacking. METHODS AND ANALYSIS This is a multicentre randomised phase 3 trial comparing prophylactic surgery plus HIPEC CO2 with mitomycin, over standard surgical excision in patients with colorectal cancer at high risk of peritoneal carcinomatosis; 388 patients will be included in this study. The primary objective is to compare the efficacy of prophylactic surgery (radical colorectal resection, omentectomy, appendectomy, round ligament of the liver resection and bilateral adnexectomy) plus HIPEC CO2 with mitomycin and standard surgery in terms of local recurrence-free survival. The main secondary endpoints are disease-free survival (DFS), overall survival (OS) and safety. The primary endpoint will be described with a cumulative incidence function and will be analysed with Grey test to take account of the competing risks. DFS and OS will be described with the Kaplan-Meier method. ETHICS AND DISSEMINATION This trial has been evaluated by the Italian Medicines Agency, local ethics committees and will be submitted to the Ministry of Health to notify the start of the trial according to the regulation of trials on devices with CE mark/certification.The results will be submitted for presentation at academic meetings and for publication in a peer-reviewed journal, whatever the findings. TRIAL REGISTRATION NUMBER NCT03914820.
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Affiliation(s)
- Fabio Pacelli
- Chirurgia del Peritoneo e del Retroperitoneo, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
| | - Chiara Gerardi
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Eliana Rulli
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Carlo Abatini
- Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
| | - Stefano Rotolo
- Chirurgia del Peritoneo e del Retroperitoneo, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
- Dipartimento di Discipline Chirurgiche, Oncologiche e Stomatologiche (Di.Chir.On.S.), Università degli Studi di Palermo, Palermo, Italy
| | - Silvio Garattini
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | | | - Valter Torri
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Fabio Galli
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Erica Rulli
- Istituto di Ricerche Farmacologiche Mario Negri IRCCS, Milano, Italy
| | - Andrea Di Giorgio
- Chirurgia del Peritoneo e del Retroperitoneo, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
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31
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Küçükköse E, Peters NA, Ubink I, van Keulen VAM, Daghighian R, Verheem A, Laoukili J, Kranenburg O. KIT promotes tumor stroma formation and counteracts tumor-suppressive TGFβ signaling in colorectal cancer. Cell Death Dis 2022; 13:617. [PMID: 35842424 PMCID: PMC9288482 DOI: 10.1038/s41419-022-05078-z] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 07/06/2022] [Accepted: 07/06/2022] [Indexed: 01/21/2023]
Abstract
Expression profiling has identified four consensus molecular subtypes (CMS1-4) in colorectal cancer (CRC). The receptor tyrosine kinase KIT has been associated with the most aggressive subtype, CMS4. However, it is unclear whether, and how, KIT contributes to the aggressive features of CMS4 CRC. Here, we employed genome-editing technologies in patient-derived organoids (PDOs) to study KIT function in CRC in vitro and in vivo. CRISPR-Cas9-mediated deletion of the KIT gene caused a partial mesenchymal-to-epithelial phenotype switch and a strong reduction of intra-tumor stromal content. Vice versa, overexpression of KIT caused a partial epithelial-to-mesenchymal phenotype switch, a strong increase of intra-tumor stromal content, and high expression of TGFβ1. Surprisingly, the levels of phosphorylated SMAD2 were significantly lower in KIT-expressing versus KIT-deficient tumor cells. In vitro analyses showed that TGFβ signaling in PDOs limits their regenerative capacity. Overexpression of KIT prevented tumor-suppressive TGFβ signaling, while KIT deletion sensitized PDOs to TGFβ-mediated growth inhibition. Mechanistically, we found that KIT expression caused a strong reduction in the expression of SMAD2, a central mediator of canonical TGFβ signaling. We propose that KIT induces a pro-fibrotic tumor microenvironment by stimulating TGFβ expression, and protects the tumor cells from tumor-suppressive TGFβ signaling by inhibiting SMAD2 expression.
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Affiliation(s)
- Emre Küçükköse
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Niek A Peters
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Inge Ubink
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Veere A M van Keulen
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Roxanna Daghighian
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - André Verheem
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Jamila Laoukili
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands
| | - Onno Kranenburg
- Laboratory Translational Oncology, Division of Imaging and Cancer, University Medical Center Utrecht, 3584 CX, Utrecht, The Netherlands.
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32
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Adam RS, Poel D, Ferreira Moreno L, Spronck JMA, de Back TR, Torang A, Gomez Barila PM, ten Hoorn S, Markowetz F, Wang X, Verheul HMW, Buffart TE, Vermeulen L. Development of a miRNA-based classifier for detection of colorectal cancer molecular subtypes. Mol Oncol 2022; 16:2693-2709. [PMID: 35298091 PMCID: PMC9297751 DOI: 10.1002/1878-0261.13210] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 01/10/2022] [Accepted: 03/15/2022] [Indexed: 11/16/2022] Open
Abstract
Previously, colorectal cancer (CRC) has been classified into four distinct molecular subtypes based on transcriptome data. These consensus molecular subtypes (CMSs) have implications for our understanding of tumor heterogeneity and the prognosis of patients. So far, this classification has been based on the use of messenger RNAs (mRNAs), although microRNAs (miRNAs) have also been shown to play a role in tumor heterogeneity and biological differences between CMSs. In contrast to mRNAs, miRNAs have a smaller size and increased stability, facilitating their detection. Therefore, we built a miRNA-based CMS classifier by converting the existing mRNA-based CMS classification using machine learning (training dataset of n = 271). The performance of this miRNA-assigned CMS classifier (CMS-miRaCl) was evaluated in several datasets, achieving an overall accuracy of ~ 0.72 (0.6329-0.7987) in the largest dataset (n = 158). To gain insight into the biological relevance of CMS-miRaCl, we evaluated the most important features in the classifier. We found that miRNAs previously reported to be relevant in microsatellite-instable CRCs or Wnt signaling were important features for CMS-miRaCl. Following further studies to validate its robustness, this miRNA-based alternative might simplify the implementation of CMS classification in clinical workflows.
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Affiliation(s)
- Ronja S. Adam
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Dennis Poel
- Department of Medical OncologyRadboud University Medical CenterNijmegenThe Netherlands
| | - Leandro Ferreira Moreno
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Joey M. A. Spronck
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Tim R. de Back
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Arezo Torang
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Patricia M. Gomez Barila
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | - Sanne ten Hoorn
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
| | | | - Xin Wang
- Department of Biomedical SciencesCity University of Hong KongKowloon TongHong Kong
- Shenzhen Research InstituteCity University of Hong KongShenzhenChina
| | - Henk M. W. Verheul
- Department of Medical OncologyRadboud University Medical CenterNijmegenThe Netherlands
| | - Tineke E. Buffart
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Department of Gastrointestinal OncologyNetherlands Cancer InstituteAmsterdamThe Netherlands
| | - Louis Vermeulen
- Laboratory for Experimental Oncology and Radiobiology (LEXOR)Center for Experimental and Molecular Medicine (CEMM)Cancer Center Amsterdam and Amsterdam Gastroenterology and MetabolismAmsterdam University Medical CentersThe Netherlands
- Oncode InstituteAmsterdamThe Netherlands
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33
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Song Q, Lv X, Ru Y, Dong J, Chang R, Wu D, Chen L, Wang X, Guo X. Circulating exosomal gastric cancer-associated long noncoding RNA1 as a noninvasive biomarker for predicting chemotherapy response and prognosis of advanced gastric cancer: A multi-cohort, multi-phase study. EBioMedicine 2022; 78:103971. [PMID: 35349826 PMCID: PMC8965144 DOI: 10.1016/j.ebiom.2022.103971] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 02/23/2022] [Accepted: 03/14/2022] [Indexed: 12/24/2022] Open
Abstract
Background A previous validated study has identified the diagnostic value of circulating exosomal lncRNA-GC1 for detecting and monitoring gastric cancer. We aimed to further determine the predictive role of circulating exosomal lncRNA-GC1 for prognosis and chemotherapy response. Methods We retrospectively conducted a multi-phase analysis with four independent cohorts of 981 patients. A training cohort was used to generate the predictive model. One internal and two external cohorts were recruited as validation cohorts. Patients with stage II or III gastric cancer in the combined cohort were used to evaluate the predictive value of circulating exosomal lncRNA-GC1 for chemotherapy response. Findings In the training cohort, circulating exosomal lncRNA-GC1 was identified as an independent prognostic predictor for disease-free and overall survival. A prognostic risk stratification model based on circulating exosomal lncRNA-GC1 and AJCC stage revealed better predictive accuracy for disease-free and overall survival than the traditional AJCC stage system alone (C-index: DFS 0.701 vs 0.614; OS 0.720 vs 0.611, both P<0.05). And it has been further verified in the validation cohorts. In interaction analysis, for stage II and III GC, patients with low-level of circulating exosomal lncRNA-GC1 derived more survival benefit from adjuvant chemotherapy (P < 0.05); while those with high-level did not. Interpretation Measurement of circulating exosomal lncRNA-GC1 provides clinically important prognostic information and could complement the AJCC stage to optimize decision-making for selecting patients who could benefit more from fluorouracil-based chemotherapy after surgery. Funding The funders are listed in the Acknowledgement.
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Affiliation(s)
- Qiying Song
- Department of General Surgery, Chinese PLA General Hospital, Beijing, 100853, China
| | - Xiaohui Lv
- Department of Gynecology and Obstetrics, Xijing Hospital, Fourth Military Medical University, Xi'an, 710032, China
| | - Yi Ru
- Department of Biochemistry and Molecular Biology, Fourth Military Medical University, Xi'an, 710032, China
| | - Jian Dong
- Department of Gynecology and Obstetrics, Xijing Hospital, Fourth Military Medical University, Xi'an, 710032, China
| | - Rongyan Chang
- Department of Digestive Surgery, Xijing Hospital, Fourth Military Medical University, Xi'an, 710032, China; Department of Endoscopic Surgery, Air Force 986(th) Hospital, Fourth Military Medical University, Xi'an, 710032, China
| | - Di Wu
- Department of General Surgery, Chinese PLA General Hospital, Beijing, 100853, China
| | - Lubin Chen
- Department of Digestive Surgery, Xijing Hospital, Fourth Military Medical University, Xi'an, 710032, China; Department of Endoscopic Surgery, Air Force 986(th) Hospital, Fourth Military Medical University, Xi'an, 710032, China
| | - Xinxin Wang
- Department of General Surgery, Chinese PLA General Hospital, Beijing, 100853, China..
| | - Xin Guo
- Department of Digestive Surgery, Xijing Hospital, Fourth Military Medical University, Xi'an, 710032, China; Department of Endoscopic Surgery, Air Force 986(th) Hospital, Fourth Military Medical University, Xi'an, 710032, China; Department of General Surgery, Chinese PLA General Hospital, Beijing, 100853, China..
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34
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Stachtea X, Loughrey MB, Salvucci M, Lindner AU, Cho S, McDonough E, Sood A, Graf J, Santamaria-Pang A, Corwin A, Laurent-Puig P, Dasgupta S, Shia J, Owens JR, Abate S, Van Schaeybroeck S, Lawler M, Prehn JHM, Ginty F, Longley DB. Stratification of chemotherapy-treated stage III colorectal cancer patients using multiplexed imaging and single-cell analysis of T-cell populations. Mod Pathol 2022; 35:564-576. [PMID: 34732839 PMCID: PMC8964416 DOI: 10.1038/s41379-021-00953-0] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 10/06/2021] [Accepted: 10/11/2021] [Indexed: 11/08/2022]
Abstract
Colorectal cancer (CRC) has one of the highest cancer incidences and mortality rates. In stage III, postoperative chemotherapy benefits <20% of patients, while more than 50% will develop distant metastases. Biomarkers for identification of patients at increased risk of disease recurrence following adjuvant chemotherapy are currently lacking. In this study, we assessed immune signatures in the tumor and tumor microenvironment (TME) using an in situ multiplexed immunofluorescence imaging and single-cell analysis technology (Cell DIVETM) and evaluated their correlations with patient outcomes. Tissue microarrays (TMAs) with up to three 1 mm diameter cores per patient were prepared from 117 stage III CRC patients treated with adjuvant fluoropyrimidine/oxaliplatin (FOLFOX) chemotherapy. Single sections underwent multiplexed immunofluorescence staining for immune cell markers (CD45, CD3, CD4, CD8, FOXP3, PD1) and tumor/cell segmentation markers (DAPI, pan-cytokeratin, AE1, NaKATPase, and S6). We used annotations and a probabilistic classification algorithm to build statistical models of immune cell types. Images were also qualitatively assessed independently by a Pathologist as 'high', 'moderate' or 'low', for stromal and total immune cell content. Excellent agreement was found between manual assessment and total automated scores (p < 0.0001). Moreover, compared to single markers, a multi-marker classification of regulatory T cells (Tregs: CD3+/CD4+FOXP3+/PD1-) was significantly associated with disease-free survival (DFS) and overall survival (OS) (p = 0.049 and 0.032) of FOLFOX-treated patients. Our results also showed that PD1- Tregs rather than PD1+ Tregs were associated with improved survival. These findings were supported by results from an independent FOLFOX-treated cohort of 191 stage III CRC patients, where higher PD1- Tregs were associated with an increase overall survival (p = 0.015) for CD3+/CD4+/FOXP3+/PD1-. Overall, compared to single markers, multi-marker classification provided more accurate quantitation of immune cell types with stronger correlations with outcomes.
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Affiliation(s)
- Xanthi Stachtea
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Maurice B Loughrey
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
- Department of Cellular Pathology, Royal Victoria Hospital, Belfast Health and Social Care trust, Belfast, UK
| | - Manuela Salvucci
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Andreas U Lindner
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Sanghee Cho
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | - Anup Sood
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - John Graf
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | - Alex Corwin
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | | | | | - Jinru Shia
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan R Owens
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Samantha Abate
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Sandra Van Schaeybroeck
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Mark Lawler
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK
| | - Jochen H M Prehn
- Department of Physiology and Medical Physics and Centre for Systems Medicine, Royal College of Surgeons in Ireland (RCSI) University of Medicine and Health Sciences, 123 St. Stephen's Green, Dublin 2, Ireland
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Fiona Ginty
- GE Research Center, 1 Research Circle, Niskayuna, NY, 12309, USA
| | - Daniel B Longley
- Patrick G. Johnston Centre for Cancer Research, School of Medicine, Dentistry and Biomedical Science, Queen's University Belfast, Northern Ireland, UK.
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Zhou R, Wen Z, Liao Y, Wu J, Xi S, Zeng D, Sun H, Wu J, Shi M, Bin J, Liao Y, Liao W. Evaluation of stromal cell infiltration in the tumor microenvironment enable prediction of treatment sensitivity and prognosis in colon cancer. Comput Struct Biotechnol J 2022; 20:2153-2168. [PMID: 35615026 PMCID: PMC9118126 DOI: 10.1016/j.csbj.2022.04.037] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 12/15/2022] Open
Abstract
Current clinical factors for screening candidates that might benefit from adjuvant chemotherapy in colon cancer are inadequate. Tumor microenvironment, especially the stromal components, has the potential to determine treatment response. However, clinical translation of the tumor-associated stromal characterization into a practical biomarker for helping treatment decision has not been established. Using machine learning, we established a novel 31-gene signature, called stromal cell infiltration intensity score (SIIS), to distinguish patients characterized by the enrichment of abundant stromal cells in five colon cancer datasets from GEO (N = 990). Patients with high-SIIS were at higher risk for recurrence and mortality, and could not benefit from adjuvant chemotherapy due to their intrinsic drug resistance; however, the opposite was reported for patients with low-SIIS. The role of SIIS in detection of patients with high stromal cell infiltration and reduced drug efficiency was consistently validated in the TCGA-COAD cohort (N = 382), Sun Yat-sen University Cancer Center cohort (N = 30), and could also be observed in TCGA pan-cancer settings (N = 4898) and four independent immunotherapy cohorts (N = 467). Based on multi-omics data analysis and the CRISPR library screen, we reported that lack of gene mutation, hypomethylation in ADCY4 promoter region, activation of WNT-PCP pathway and SIAH2-GPX3 axis were potential mechanisms responsible for the chemoresistance of patients within high-SIIS group. Our findings demonstrated that SIIS provide an important reference for those making treatment decisions for such special patients.
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Affiliation(s)
- Rui Zhou
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Zhaowei Wen
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Yifu Liao
- Department of Neurology, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou 510080, PR China
| | - Jingjing Wu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Shaoyan Xi
- Department of Pathology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, PR China
| | - Dongqiang Zeng
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Huiying Sun
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Jianhua Wu
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Min Shi
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Jianping Bin
- Department of Cardiology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Yulin Liao
- Department of Cardiology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
| | - Wangjun Liao
- Department of Oncology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, PR China
- Corresponding author at: Department of Oncology, Nanfang Hospital, Southern Medical University, 1838 North Guangzhou Avenue, Guangzhou 510515, PR China.
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36
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Strating E, Wassenaar E, Verhagen M, Rauwerdink P, van Schelven S, de Hingh I, Rinkes IB, Boerma D, Witkamp A, Lacle M, Fodde R, Volckmann R, Koster J, Stedingk K, Giesel F, de Roos R, Poot A, Bol G, Lam M, Elias S, Kranenburg O. Fibroblast activation protein identifies Consensus Molecular Subtype 4 in colorectal cancer and allows its detection by 68Ga-FAPI-PET imaging. Br J Cancer 2022; 127:145-155. [PMID: 35296803 PMCID: PMC9276750 DOI: 10.1038/s41416-022-01748-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 01/13/2022] [Accepted: 02/08/2022] [Indexed: 12/14/2022] Open
Abstract
Background In colorectal cancer (CRC), the consensus molecular subtype 4 (CMS4) is associated with therapy resistance and poor prognosis. Clinical diagnosis of CMS4 is hampered by locoregional and temporal variables influencing CMS classification. Diagnostic tools that comprehensively detect CMS4 are therefore urgently needed. Methods To identify targets for molecular CMS4 imaging, RNA sequencing data of 3232 primary CRC patients were explored. Heterogeneity of marker expression in relation to CMS4 status was assessed by analysing 3–5 tumour regions and 91.103 single-tumour cells (7 and 29 tumours, respectively). Candidate marker expression was validated in CMS4 peritoneal metastases (PM; n = 59). Molecular imaging was performed using the 68Ga-DOTA-FAPI-46 PET tracer. Results Fibroblast activation protein (FAP) mRNA identified CMS4 with very high sensitivity and specificity (AUROC > 0.91), and was associated with significantly shorter relapse-free survival (P = 0.0038). Heterogeneous expression of FAP among and within tumour lesions correlated with CMS4 heterogeneity (AUROC = 1.00). FAP expression was homogeneously high in PM, a near-homogeneous CMS4 entity. FAPI-PET identified focal and diffuse PM that were missed using conventional imaging. Extra-peritoneal metastases displayed extensive heterogeneity of tracer uptake. Conclusion FAP expression identifies CMS4 CRC. FAPI-PET may have value in the comprehensive detection of CMS4 tumours in CRC. This is especially relevant in patients with PM, for whom effective imaging tools are currently lacking. ![]()
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Affiliation(s)
- Esther Strating
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Emma Wassenaar
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.,Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands
| | | | - Paulien Rauwerdink
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.,Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands
| | - Susanne van Schelven
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Ignace de Hingh
- Department of Surgery, Catharina Hospital, Eindhoven, The Netherlands
| | - Inne Borel Rinkes
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Djamila Boerma
- Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands
| | - Arjen Witkamp
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Miangela Lacle
- Department of Pathology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Riccardo Fodde
- Department of Pathology, Erasmus MC, Rotterdam, Netherlands
| | - Richard Volckmann
- Department of Oncogenomics, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Jan Koster
- Department of Oncogenomics, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Kris Stedingk
- Department of Oncogenomics, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Frederik Giesel
- Department of Nuclear Medicine, University Hospital Heidelberg, Heidelberg, Germany.,Department of Nuclear Medicine, Medical Faculty, Heinrich-Heine-University, University Hospital Dusseldorf, Dusseldorf, Germany
| | - Remmert de Roos
- Department of Radiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Alex Poot
- Department of Radiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Guus Bol
- Department of Medical Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Marnix Lam
- Department of Radiology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
| | - Sjoerd Elias
- Department of Epidemiology, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
| | - Onno Kranenburg
- Department of Surgical Oncology, Lab Translational Oncology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands. .,Utrecht Platform for Organoid Technology, Utrecht University, Utrecht, The Netherlands.
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37
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Ignatova EO, Kozlov E, Ivanov M, Mileyko V, Menshikova S, Sun H, Fedyanin M, Tryakin A, Stilidi I. Clinical significance of molecular subtypes of gastrointestinal tract adenocarcinoma. World J Gastrointest Oncol 2022; 14:628-645. [PMID: 35321271 PMCID: PMC8919013 DOI: 10.4251/wjgo.v14.i3.628] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 06/04/2021] [Accepted: 02/25/2022] [Indexed: 02/06/2023] Open
Abstract
Adenocarcinomas of the gastrointestinal tract (esophagus, stomach, and colon) represent a heterogeneous group of diseases with distinct etiology, clinical features, treatment approaches, and prognosis. Studies are ongoing to isolate molecular genetic subtypes, perform complete biological characterization of the tumor, determine prognostic groups, and find predictive markers to the effectiveness of therapy. Separate molecular genetic classifications were created for esophageal adenocarcinoma [The Cancer Genome Atlas (TCGA)], stomach cancer (TCGA, Asian Cancer Research Group), and colon cancer (Colorectal Cancer Subtyping Consortium). In 2018, isolation of TCGA molecular genetic subtypes for adenocarcinomas of the gastrointestinal tract (esophagus, stomach, and colon) highlighted the need for further studies and clinical validation of subtyping of gastrointestinal adenocarcinomas. However, this approach has limitations. The aim of our work was to critically analyze integration of molecular genetic subtyping of gastrointestinal adenocarcinomas in clinical practice.
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Affiliation(s)
- Ekaterina Olegovna Ignatova
- Department of Second Chemotherapy, Federal State Budgetary Institution “N.N. Blokhin National Medical Research Center of Oncology” of the Ministry of Health of the Russian Federation, Moscow 115478, Moscow, Russia
- Department of Oncogenetics, Research Centre for Medical Genetics Research Centre for Medical Genetics, Moscow 115522, Moscow, Russia
| | | | - Maxim Ivanov
- Department of Biological and Medical Physics, Moscow Institute of Physics and Technology, Moscow 141700, Moscow, Russia
| | | | - Sofia Menshikova
- Department of Anticancer Drug Treatment, AO K31 City, Moscow 121552, Moscow, Russia
| | - Henian Sun
- Pirogov Russian National Research Medical University (Pirogov Medical University), Moscow 117997, Moscow, Russia
| | - Mikhail Fedyanin
- Department of Second Chemotherapy, Federal State Budgetary Institution “N.N. Blokhin National Medical Research Center of Oncology” of the Ministry of Health of the Russian Federation, Moscow 115478, Moscow, Russia
| | - Alexey Tryakin
- Department of Second Chemotherapy, Federal State Budgetary Institution “N.N. Blokhin National Medical Research Center of Oncology” of the Ministry of Health of the Russian Federation, Moscow 115478, Moscow, Russia
| | - Ivan Stilidi
- Department of Second Chemotherapy, Federal State Budgetary Institution “N.N. Blokhin National Medical Research Center of Oncology” of the Ministry of Health of the Russian Federation, Moscow 115478, Moscow, Russia
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38
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Davis TB, Gupta S, Yang M, Pflieger L, Rajan M, Wang H, Thota R, Yeatman TJ, Pledger WJ. Ras Pathway Activation and MEKi Resistance Scores Predict the Efficiency of MEKi and SRCi Combination to Induce Apoptosis in Colorectal Cancer. Cancers (Basel) 2022; 14:1451. [PMID: 35326598 PMCID: PMC8945886 DOI: 10.3390/cancers14061451] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Revised: 03/01/2022] [Accepted: 03/05/2022] [Indexed: 02/04/2023] Open
Abstract
Colorectal cancer (CRC) is the second leading cause of cancer death in the United States. The RAS pathway is activated in more than 55% of CRC and has been targeted for therapeutic intervention with MEK inhibitors. Unfortunately, many patients have de novo resistance, or can develop resistance to this new class of drugs. We have hypothesized that much of this resistance may pass through SRC as a common signal transduction node, and that inhibition of SRC may suppress MEK inhibition resistance mechanisms. CRC tumors of the Consensus Molecular Subtype (CMS) 4, enriched in stem cells, are difficult to successfully treat and have been suggested to evade traditional chemotherapy agents through resistance mechanisms. Here, we evaluate targeting two pathways simultaneously to produce an effective treatment by overcoming resistance. We show that combining Trametinib (MEKi) with Dasatinib (SRCi) provides enhanced cell death in 8 of the 16 tested CRC cell lines compared to treatment with either agent alone. To be able to select sensitive cells, we simultaneously evaluated a validated 18-gene RAS pathway activation signature score along with a 13-gene MEKi resistance signature score, which we hypothesize predict tumor sensitivity to this dual targeted therapy. We found the cell lines that were sensitive to the dual treatment were predominantly CMS4 and had both a high 18-gene and a high 13-gene score, suggesting these cell lines had potential for de novo MEKi sensitivity but were subject to the rapid development of MEKi resistance. The 13-gene score is highly correlated to a score for SRC activation, suggesting resistance is dependent on SRC. Our data show that gene expression signature scores for RAS pathway activation and for MEKi resistance may be useful in determining which CRC tumors will respond to the novel drug combination of MEKi and SRCi.
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Affiliation(s)
- Thomas Benjamin Davis
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
| | - Shilpa Gupta
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
| | - Mingli Yang
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
| | - Lance Pflieger
- Precision Genomics Translational Science Center, Intermountain Healthcare, Murray, UT 84107, USA;
| | - Malini Rajan
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
| | - Heiman Wang
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
| | - Ramya Thota
- Oncology Clinical Program, Intermountain Healthcare, Murray, UT 84107, USA;
| | - Timothy J. Yeatman
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA
| | - Warren Jackson Pledger
- Department of Surgery, University of Utah, Salt Lake City, UT 84132, USA; (S.G.); (M.Y.); (M.R.); (H.W.); (T.J.Y.)
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112, USA
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39
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Laoukili J, Constantinides A, Wassenaar ECE, Elias SG, Raats DAE, van Schelven SJ, van Wettum J, Volckmann R, Koster J, Huitema ADR, Nienhuijs SW, de Hingh IHJT, Wiezer RJ, van Grevenstein HMU, Rinkes IHMB, Boerma D, Kranenburg O. Peritoneal metastases from colorectal cancer belong to Consensus Molecular Subtype 4 and are sensitised to oxaliplatin by inhibiting reducing capacity. Br J Cancer 2022; 126:1824-1833. [PMID: 35194192 PMCID: PMC9174226 DOI: 10.1038/s41416-022-01742-5] [Citation(s) in RCA: 33] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 01/19/2022] [Accepted: 02/03/2022] [Indexed: 01/13/2023] Open
Abstract
Background Peritoneal metastases (PM) in colorectal cancer (CRC) are associated with therapy resistance and poor survival. Oxaliplatin monotherapy is widely applied in the intraperitoneal treatment of PM, but fails to yield clinical benefit. We aimed to identify the mechanism(s) underlying PM resistance to oxaliplatin and to develop strategies overcoming such resistance. Experimental design We generated a biobank consisting of 35 primary tumour regions and 59 paired PM from 12 patients. All samples were analysed by RNA sequencing. We also generated a series of PM-derived organoid (PMDO) cultures and used these to design and test strategies to overcome resistance to oxaliplatin. Results PM displayed various hallmarks of aggressive CRC biology. The vast majority of PM and paired primary tumours belonged to the Consensus Molecular Subtype 4 (CMS4). PMDO cultures were resistant to oxaliplatin and expressed high levels of glutamate-cysteine ligase (GCLC) causing detoxification of oxaliplatin through glutathione synthesis. Genetic or pharmacological targeting of GCLC sensitised PMDOs to a 1-h exposure to oxaliplatin, through increased platinum-DNA adduct formation. Conclusions These results link oxaliplatin resistance of colorectal PM to their CMS4 status and high reducing capacity. Inhibiting the reducing capacity of PM may be an effective strategy to overcome PM resistance to oxaliplatin. ![]()
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Affiliation(s)
- Jamila Laoukili
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | | | - Emma C E Wassenaar
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands.,Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands
| | - Sjoerd G Elias
- Department of Epidemiology, Julius Center, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Danielle A E Raats
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands.,Utrecht Platform for Organoid Technology, Utrecht University, Utrecht, the Netherlands
| | - Susanne J van Schelven
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Jonathan van Wettum
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Richard Volckmann
- Department of Oncogenomics, Amsterdam UMC, Amsterdam, The Netherlands
| | - Jan Koster
- Department of Oncogenomics, Amsterdam UMC, Amsterdam, The Netherlands
| | - Alwin D R Huitema
- Department of Pharmacy and Pharmacology, Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands.,Department of Clinical Pharmacy, University Medical Centre, Utrecht, the Netherlands.,Department of Pharmacology, Princess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands
| | - Simon W Nienhuijs
- Department of Surgery, Catharina Hospital, Eindhoven, The Netherlands
| | - Ignace H J T de Hingh
- Department of Surgery, Catharina Hospital, Eindhoven, The Netherlands.,School for Oncology and Developmental Biology, GROW, Maastricht, The Netherlands
| | - René J Wiezer
- Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands
| | | | - Inne H M Borel Rinkes
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands
| | - Djamila Boerma
- Department of Surgery, St. Antonius Hospital, Nieuwegein, The Netherlands.
| | - Onno Kranenburg
- Department of Surgical Oncology, University Medical Center Utrecht, Utrecht, the Netherlands. .,Utrecht Platform for Organoid Technology, Utrecht University, Utrecht, the Netherlands.
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40
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Allar BG, Messaris E, Poylin VY, Schlechter BL, Cataldo TE. Oncotype DX testing does not affect clinical practice in stage IIa colon cancer. Med Oncol 2022; 39:59. [PMID: 35150339 DOI: 10.1007/s12032-022-01660-9] [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: 07/18/2021] [Accepted: 01/18/2022] [Indexed: 11/24/2022]
Abstract
Although studies have demonstrated the 12-gene Oncotype DX Colon Recurrence Score's (RS) validity in predicting recurrence and influence on physician-patient decision-making, its discriminatory power and inability to predict response to treatment make its clinical impact uncertain. We sought to evaluate the influence of RS in the decision to offer adjuvant chemotherapy after resection of stage IIa colon cancer. A review of patients with stage IIa colon cancer who obtained the RS at a tertiary academic medical center was conducted. The main study outcome was decision to start adjuvant chemotherapy. The association between RS and the decision to obtain adjuvant chemotherapy was evaluated utilizing the Wilcoxon rank-sum test and area under the receiver operating characteristic curve. 52 of 105 patients with stage IIa colon cancer underwent RS testing. Overall, seven of 52 patients (13%) received adjuvant chemotherapy. 34 (65%) patients obtained the RS test despite having multiple other recurrence risk factors. There were no significant associations between any patient/tumor characteristic and RS score (all p > 0.08) or starting adjuvant chemotherapy (all p > 0.15). On multivariable analysis, there was no significant effect of RS on the odds of undergoing chemotherapy (OR 1.07, 95% CI 0.98-1.19; p = 0.14). There was no clear association between RS and starting adjuvant chemotherapy (AUC 0.64, 95% CI 0.36-0.91; p = 0.25). RS was not associated with the decision to start adjuvant chemotherapy. Given its lack of association with clinical decision-making and inability to predict clinical outcome, our data suggest the RS should not be obtained in patients with stage IIa colon cancer.
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Affiliation(s)
- Benjamin G Allar
- Division of Colon and Rectal Surgery, Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Avenue, Boston, MA, 02215, USA
| | - Evangelos Messaris
- Division of Colon and Rectal Surgery, Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Avenue, Boston, MA, 02215, USA
| | - Vitaliy Y Poylin
- Division of Colon and Rectal Surgery, Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Avenue, Boston, MA, 02215, USA.,Division of Gastrointestinal Surgery, Northwestern Medicine, Feinberg School of Medicine, Chicago, IL, USA
| | - Benjamin L Schlechter
- Division of Hematology and Oncology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA.,Gastrointestinal Cancer Center, Dana-Farber Cancer Institute, Harvard Medical School, Boston, MA, USA
| | - Thomas E Cataldo
- Division of Colon and Rectal Surgery, Department of Surgery, Beth Israel Deaconess Medical Center, Harvard Medical School, 330 Brookline Avenue, Boston, MA, 02215, USA.
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41
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Oki E, Ando K, Taniguchi H, Yoshino T, Mori M. Sustainable Clinical Development of Adjuvant Chemotherapy for Colon Cancer. Ann Gastroenterol Surg 2022; 6:37-45. [PMID: 35106413 PMCID: PMC8786685 DOI: 10.1002/ags3.12503] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 07/28/2021] [Accepted: 08/26/2021] [Indexed: 01/05/2023] Open
Abstract
Numerous clinical studies in an adjuvant setting have been conducted and the combination therapy of 5-fluorouracil and oxaliplatin has been established as the standard treatment for Stage III and as an option for high-risk Stage II patients. Biologics such as bevacizumab and antiepidermal growth factor receptor antibodies have failed to show additional survival benefits. The indication of adjuvant chemotherapy has been determined according to the pathological stage. Nevertheless, a pathological diagnosis does not necessarily result in selection of the optimal treatment. To improve treatment decisions, many trials have aimed to stratify patients into treatment groups using genomic testing. Recently, gene signature, Immunoscore, and circulating tumor DNA (ctDNA) assays have been reported and among them, ctDNA was shown to be a promising accurate predictive marker for recurrence. Treatment of ctDNA-positive patients with aggressive chemotherapy may reduce recurrence rates. The ultimate goal is to accurately predict the risk of recurrence and to prevent recurrence in colon cancer patients. In this review we focus on the clinical development of adjuvant chemotherapy and stratification of patients according to risk of recurrence and the future direction of adjuvant chemotherapy.
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Affiliation(s)
- Eiji Oki
- Department of Surgery and ScienceGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Koji Ando
- Department of Surgery and ScienceGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | | | - Takayuki Yoshino
- Department of Gastroenterology and Gastrointestinal OncologyNational Cancer Center Hospital EastKashiwaJapan
| | - Masaki Mori
- Tokai University School of MedicineIseharaJapan
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42
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Kim YJ, Kim CH. Treatment for Peritoneal Metastasis of Patients With Colorectal Cancer. Ann Coloproctol 2021; 37:425-433. [PMID: 34961304 PMCID: PMC8717073 DOI: 10.3393/ac.2021.00920.0131] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 11/15/2021] [Indexed: 02/06/2023] Open
Abstract
From the perspective of survival outcomes, the cancer survival of colorectal cancer (CRC) in the whole stage has improved. Peritoneal metastasis (PM) is found in approximately 8% to 15% of patients with CRC, with a poorer prognosis than that associated with other sites of metastases. Randomized controlled trials and up-to-date meta-analyses provide firm evidence that cytoreductive surgery (CRS) plus hyperthermic intraperitoneal chemotherapy (HIPEC) could significantly improve overall survival compared with systemic chemotherapy alone in selected patients with CRC-PM. Practical guidelines recommend that the management of CRC-PM should be led by a multidisciplinary team carried out in experienced centers and consider CRS plus HIPEC for selected patients. In this review, we aim to provide the latest results of land mark studies and an overview of recent insights with regard to the management of CRC-PM.
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Affiliation(s)
- Young Jin Kim
- Department of Surgery, Seokjeong Wellpark Hospital, Gochang, Korea
| | - Chang Hyun Kim
- Division of Colorectal Surgery, Department of Surgery, Chonnam National University Hwasun Hospital, Chonnam National University Medical School, Hwasun, Korea
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43
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Wang RQ, Zhao W, Yang HK, Dong JM, Lin WJ, He FZ, Cui M, Zhou ZL. Single-Cell RNA Sequencing Analysis of the Heterogeneity in Gene Regulatory Networks in Colorectal Cancer. Front Cell Dev Biol 2021; 9:765578. [PMID: 34917613 PMCID: PMC8669944 DOI: 10.3389/fcell.2021.765578] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 10/27/2021] [Indexed: 11/17/2022] Open
Abstract
Colorectal cancer (CRC) manifests as gastrointestinal tumors with high intratumoral heterogeneity. Recent studies have demonstrated that CRC may consist of tumor cells with different consensus molecular subtypes (CMS). The advancements in single-cell RNA sequencing have facilitated the development of gene regulatory networks to decode key regulators for specific cell types. Herein, we comprehensively analyzed the CMS of CRC patients by using single-cell RNA-sequencing data. CMS for all malignant cells were assigned using CMScaller. Gene set variation analysis showed pathway activity differences consistent with those reported in previous studies. Cell–cell communication analysis confirmed that CMS1 was more closely related to immune cells, and that monocytes and macrophages play dominant roles in the CRC tumor microenvironment. On the basis of the constructed gene regulation networks (GRNs) for each subtype, we identified that the critical transcription factor ERG is universally activated and upregulated in all CMS in comparison with normal cells, and that it performed diverse roles by regulating the expression of different downstream genes. In summary, molecular subtyping of single-cell RNA-sequencing data for colorectal cancer could elucidate the heterogeneity in gene regulatory networks and identify critical regulators of CRC.
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Affiliation(s)
- Rui-Qi Wang
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Wei Zhao
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Hai-Kui Yang
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Jia-Mei Dong
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Wei-Jie Lin
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Fa-Zhong He
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Min Cui
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
| | - Zhi-Ling Zhou
- Department of Pharmacy, Zhuhai People's Hospital, Zhuhai Hospital Affiliated with Jinan University, Zhuhai, China
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44
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Evaluation of a 55-gene classifier as a prognostic biomarker for adjuvant chemotherapy in stage III colon cancer patients. BMC Cancer 2021; 21:1332. [PMID: 34906120 PMCID: PMC8672629 DOI: 10.1186/s12885-021-09088-6] [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: 06/01/2021] [Accepted: 11/18/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Adjuvant chemotherapy reduces the risk of recurrence of stage III colon cancer (CC). However, more effective prognostic and predictive biomarkers are needed for better treatment stratification of affected patients. Here, we constructed a 55-gene classifier (55GC) and investigated its utility for classifying patients with stage III CC. METHODS We retrospectively identified patients aged 20-79 years, with stage III CC, who received adjuvant chemotherapy with or without oxaliplatin, between the years 2009 and 2012. RESULTS Among 938 eligible patients, 203 and 201 patients who received adjuvant chemotherapy with and without oxaliplatin, respectively, were selected by propensity score matching. Of these, 95 patients from each group were analyzed, and their 5-year relapse-free survival (RFS) rates with and without oxaliplatin were 73.7 and 77.1%, respectively. The hazard ratios for 5-year RFS following adjuvant chemotherapy (fluoropyrimidine), with and without oxaliplatin, were 1.241 (95% CI, 0.465-3.308; P = 0.67) and 0.791 (95% CI, 0.329-1.901; P = 0.60), respectively. Stratification using the 55GC revealed that 52 (27.3%), 78 (41.1%), and 60 (31.6%) patients had microsatellite instability (MSI)-like, chromosomal instability (CIN)-like, and stromal subtypes, respectively. The 5-year RFS rates were 84.3 and 72.0% in patients treated with and without oxaliplatin, respectively, for the MSI-like subtype (HR, 0.495; 95% CI, 0.145-1.692; P = 0.25). No differences in RFS rates were noted in the CIN-like or stromal subtypes. Stratification by cancer sidedness for each subtype showed improved RFS only in patients with left-sided primary cancer treated with oxaliplatin for the MSI-like subtype (P = 0.007). The 5-year RFS rates of the MSI-like subtype in left-sided cancer patients were 100 and 53.9% with and without oxaliplatin, respectively. CONCLUSIONS Subclassification using 55GC and tumor sidedness revealed increased RFS in patients within the MSI-like subtype with stage III left-sided CC treated with fluoropyrimidine and oxaliplatin compared to those treated without oxaliplatin. However, the predictive power of 55GC subtyping alone did not reach statistical significance in this cohort, warranting larger prospective studies. TRIAL REGISTRATION The study protocol was registered in the University Hospital Medical Education Network (UMIN) clinical trial registry (UMIN study ID: 000023879 ).
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Azcue P, Guerrero Setas D, Encío I, Ibáñez-Beroiz B, Mercado M, Vera R, Gómez-Dorronsoro ML. A Novel Prognostic Biomarker Panel for Early-Stage Colon Carcinoma. Cancers (Basel) 2021; 13:5909. [PMID: 34885019 PMCID: PMC8656725 DOI: 10.3390/cancers13235909] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 11/18/2021] [Accepted: 11/22/2021] [Indexed: 12/09/2022] Open
Abstract
Molecular characterization of colorectal cancer has helped us understand better the biology of the disease. However, previous efforts have yet to provide significant clinical value in order to be integrated into clinical practice for patients with early-stage colon cancer (CC). The purpose of this study was to assess PD-L1, GLUT-1, e-cadherin, MUC2, CDX2, and microsatellite instability (dMMR) and to propose a risk-panel with prognostic capabilities. Biomarkers were immunohistochemically assessed through tissue microarrays in a cohort of 144 patients with stage II/III colon cancer. A biomarker panel consisting of PD-L1, GLUT-1, dMMR, and potentially CDX2 was constructed that divided patients into low, medium, and high risk of overall survival or disease-free survival (DFS) in equally sized groups. Compared with low-risk patients, medium-risk patients have almost twice the risk of death (HR = 2.10 (0.99-4.46), p = 0.054), while high-risk patients have almost four times the risk (HR = 3.79 (1.77-8.11), p = 0.001). The multivariate goodness of fit was 0.756 and was correlated with Kaplan-Meier curves (p = 0.002). Consistent results were found for DFS. This study provides a critical basis for the future development of an immunohistochemical assessment capable of discerning early-stage CC patients as a function of their prognosis. This tool may aid with treatment personalization in daily clinical practice and improve survival outcomes.
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Affiliation(s)
- Pablo Azcue
- Department of Health Science, Public University of Navarra, 31008 Pamplona, Spain; (I.E.); (B.I.-B.)
| | - David Guerrero Setas
- Department of Pathology, University Hospital of Navarra, 31008 Pamplona, Spain; (D.G.S.); (M.M.)
- Campus Arrosadia, Public University of Navarra, 31006 Pamplona, Spain
- Molecular Pathology of Cancer Group–Navarrabiomed, 31008 Pamplona, Spain
- Department of Medical Oncology, University Hospital of Navarra, 31008 Pamplona, Spain;
| | - Ignacio Encío
- Department of Health Science, Public University of Navarra, 31008 Pamplona, Spain; (I.E.); (B.I.-B.)
- Institute for Health Research Navarra (IdISNA), 31008 Pamplona, Spain
| | - Berta Ibáñez-Beroiz
- Department of Health Science, Public University of Navarra, 31008 Pamplona, Spain; (I.E.); (B.I.-B.)
- Institute for Health Research Navarra (IdISNA), 31008 Pamplona, Spain
- Unit of Methodology-Navarrabiomed-University Hospital of Navarra, 31008 Pamplona, Spain
- Research Network on Health Services Research and Chronic Diseases (REDISSEC), 31008 Pamplona, Spain
| | - María Mercado
- Department of Pathology, University Hospital of Navarra, 31008 Pamplona, Spain; (D.G.S.); (M.M.)
| | - Ruth Vera
- Department of Medical Oncology, University Hospital of Navarra, 31008 Pamplona, Spain;
- Institute for Health Research Navarra (IdISNA), 31008 Pamplona, Spain
| | - María Luisa Gómez-Dorronsoro
- Department of Pathology, University Hospital of Navarra, 31008 Pamplona, Spain; (D.G.S.); (M.M.)
- Institute for Health Research Navarra (IdISNA), 31008 Pamplona, Spain
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46
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Valenzuela G, Canepa J, Simonetti C, Solo de Zaldívar L, Marcelain K, González-Montero J. Consensus molecular subtypes of colorectal cancer in clinical practice: A translational approach. World J Clin Oncol 2021; 12:1000-1008. [PMID: 34909395 PMCID: PMC8641009 DOI: 10.5306/wjco.v12.i11.1000] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 08/11/2021] [Accepted: 09/19/2021] [Indexed: 02/06/2023] Open
Abstract
The identification of several genetic mutations in colorectal cancer (CRC) has allowed a better comprehension of the prognosis and response to different antineoplastic treatments. Recently, through a systematic process, consensus molecular subtypes (CMS) have been described to characterize genetic and molecular mutations in CRC patients. Through CMS, CRC patients can be categorized into four molecular subtypes of CRC by wide transcriptional genome analysis. CMS1 has microsatellite instability and mutations in CIMP and BRAF pathways. CMS2, distinguished by mutations in specific pathways linked to cellular metabolism, also has a better prognosis. CMS3 has a KRAS mutation as a hallmark. CMS4 presents mutations in fibrogenesis pathways and mesenchymal-epithelial transition, associated with a worse prognosis. CMS classification can be a meaningful step in providing possible answers to important issues in CRC, such as the use of adjuvant chemotherapy in stage II, personalized first-line chemotherapy for metastasic CRC, and possible new target treatments that address specific pathways in each molecular subtype. Understanding CMS is a crucial step in personalized medicine, although prospective clinical trials selecting patients by CMS are required to pass proof-of-concept before becoming a routine clinical tool in oncology routine care.
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Affiliation(s)
- Guillermo Valenzuela
- Basic and Clinical Oncology Department, University of Chile, Santiago 8380453, Chile
| | - Joaquín Canepa
- Basic and Clinical Oncology Department, University of Chile, Santiago 8380453, Chile
| | - Carolina Simonetti
- Basic and Clinical Oncology Department, University of Chile, Santiago 8380453, Chile
| | | | - Katherine Marcelain
- Basic and Clinical Oncology Department, University of Chile, Santiago 8380453, Chile
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Choi YY, Jang E, Kim H, Kim KM, Noh SH, Sohn TS, Huh YM, An JY, Cheong JH. Single patient classifier as a prognostic biomarker in pT1N1 gastric cancer: Results from two large Korean cohorts. Chin J Cancer Res 2021; 33:583-591. [PMID: 34815632 PMCID: PMC8580794 DOI: 10.21147/j.issn.1000-9604.2021.05.05] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2021] [Accepted: 09/17/2021] [Indexed: 12/23/2022] Open
Abstract
Objective Benefits of adjuvant treatment in pT1N1 gastric cancer (GC) remain controversial. Additionally, an effective biomarker for early GC is the need of the hour. The prognostic and predictive roles of single patient classifier (SPC) were validated in stage II/III GC. In this study, we aimed to elucidate the role of SPC as a biomarker for pT1N1 GC. Methods The present retrospective biomarker study (NCT03485105) enrolled patients treated for pT1N1 GC between 1996 and 2012 from two large hospitals (the Y cohort and S cohort). For SPC, mRNA expression of four classifier genes (GZMB, WARS, SFRP4 and CDX1) were evaluated by real-time reverse transcription-polymerase chain reaction assay. The SPC was revised targeting pT1 stages and the prognosis was stratified as high- and low-risk group by the expression of SFRP4, a representative epithelial-mesenchymal transition marker.
Results SPC was evaluated in 875 patients (n=391 and 484 in the Y and S cohorts, respectively). Among 864 patients whose SPC result was available, 41 (4.7%) patients experience GC recurrence. According to revised SPC, 254 (29.4%) patients were classified as high risk [123 (31.5%) and 131 (27.1%) in the Y and S cohorts, respectively]. The high risk was related to frequent recurrence in both Y and S cohort (log-rank P=0.023, P<0.001, respectively), while there was no difference byGZMB and WARS expression. Multivariable analyses of the overall-cohort confirmed the high risk of revised SPC as a significant prognostic factor [hazard ratio (HR): 4.402 (2.293−8.449), P<0.001] of GC. A significant difference was not detected by SPC in the prognosis of patients in the presence and absence of adjuvant treatment (log-rank P=0.670).
Conclusions The present study revealed the revised SPC as a prognostic biomarker of pT1N1 GC and suggested the use of the revised SPC for early-stage GC as like stage II/III.
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Affiliation(s)
- Yoon Young Choi
- Department of Surgery, CHA Ilsan Medical Center, CHA University School of Medicine, Goyang-si 1205, Korea.,Department of Surgery, Yonsei University Health System, Seoul 03722, Korea
| | - Eunji Jang
- Department of Radiology, Yonsei University Health System, Seoul 03722, Korea
| | - Hyunki Kim
- Department of Pathology, Yonsei University Health System, Seoul 03722, Korea
| | - Kyoung-Mee Kim
- Department of Pathology and Translational Genomics, Samsung Medical Center Sungkyunkwan University School of Medicine, Seoul 06351, Korea
| | - Sung Hoon Noh
- Department of Surgery, Yonsei University Health System, Seoul 03722, Korea
| | - Tae Sung Sohn
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea
| | - Yong-Min Huh
- Department of Radiology, Yonsei University Health System, Seoul 03722, Korea
| | - Ji Yeong An
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul 06351, Korea
| | - Jae-Ho Cheong
- Department of Surgery, Yonsei University Health System, Seoul 03722, Korea.,YUHS-KRIBB Medical Convergence Research Institute, Seoul 03722, Korea.,Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul 03722, Korea
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APC and TP53 Mutations Predict Cetuximab Sensitivity across Consensus Molecular Subtypes. Cancers (Basel) 2021; 13:cancers13215394. [PMID: 34771559 PMCID: PMC8582550 DOI: 10.3390/cancers13215394] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 10/03/2021] [Accepted: 10/25/2021] [Indexed: 12/20/2022] Open
Abstract
Simple Summary Colorectal cancer (CRC) is a major cause of cancer deaths. Cetuximab is an FDA-approved, underutilized therapeutic targeting the epidermal growth factor receptor (EGFR) in metastatic CRC. To date, despite selection of patients with wild-type RAS, it is still difficult to identify patients who may benefit from EGFR inhibitor (e.g., cetuximab) therapy. Our aim is to molecularly classify CRC patients to better identify subpopulations sensitive to EGFR targeted therapy. APC and TP53 are two major tumor suppressor genes in CRC whose mutations contribute to tumor initiation and progression and may identify cetuximab-sensitive tumors. Recently, it has been suggested that the consensus molecular subtype (CMS) classification may be used to help identify cetuximab-sensitive patients. Here, we report an analysis of multiple CRC tumor/PDX/cell line datasets using combined APC and TP53 mutations to refine the CMS classification to better predict responses to cetuximab to improve patient outcomes. Abstract Recently, it was suggested that consensus molecular subtyping (CMS) may aide in predicting response to EGFR inhibitor (cetuximab) therapies. We recently identified that APC and TP53 as two tumor suppressor genes, when mutated, may enhance cetuximab sensitivity and may represent easily measured biomarkers in tumors or blood. Our study aimed to use APC and TP53 mutations (AP) to refine the CMS classification to better predict responses to cetuximab. In total, 433 CRC tumors were classified into CMS1-4 subtypes. The cetuximab sensitivity (CTX-S) signature scores of AP vs. non-AP tumors were determined across each of the CMS classes. Tumors harboring combined AP mutations were predominantly enriched in the CMS2 class, and to a lesser degree, in the CMS4 class. On the other hand, AP mutated CRCs had significantly higher CTX-S scores compared to non-AP CRCs across all CMS classes. Similar results were also obtained in independent TCGA tumor collections (n = 531) and in PDMR PDX/PDO/PDC models (n = 477). In addition, the in vitro cetuximab growth inhibition was preferentially associated with the CMS2 cell lines harboring A/P genotypes. In conclusion, the AP mutation signature represents a convenient biomarker that refines the CMS classification to identify CRC subpopulations predicted to be sensitive to EGFR targeted therapies.
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van den Berg I, Smid M, Coebergh van den Braak RRJ, van de Wiel MA, van Deurzen CHM, de Weerd V, Martens JWM, IJzermans JNM, Wilting SM. A panel of DNA methylation markers for the classification of consensus molecular subtypes 2 and 3 in patients with colorectal cancer. Mol Oncol 2021; 15:3348-3362. [PMID: 34510716 PMCID: PMC8637568 DOI: 10.1002/1878-0261.13098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 08/04/2021] [Accepted: 09/09/2021] [Indexed: 12/25/2022] Open
Abstract
Consensus molecular subtypes (CMSs) can guide precision treatment of colorectal cancer (CRC). We aim to identify methylation markers to distinguish between CMS2 and CMS3 in patients with CRC, for which an easy test is currently lacking. To this aim, fresh‐frozen tumor tissue of 239 patients with stage I‐III CRC was analyzed. Methylation profiles were obtained using the Infinium HumanMethylation450 BeadChip. We performed adaptive group‐regularized logistic ridge regression with post hoc group‐weighted elastic net marker selection to build prediction models for classification of CMS2 and CMS3. The Cancer Genome Atlas (TCGA) data were used for validation. Group regularization of the probes was done based on their location either relative to a CpG island or relative to a gene present in the CMS classifier, resulting in two different prediction models and subsequently different marker panels. For both panels, even when using only five markers, accuracies were > 90% in our cohort and in the TCGA validation set. Our methylation marker panel accurately distinguishes between CMS2 and CMS3. This enables development of a targeted assay to provide a robust and clinically relevant classification tool for CRC patients.
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Affiliation(s)
- Inge van den Berg
- Department of Surgery, Erasmus MC - University Medical Center Rotterdam, The Netherlands
| | - Marcel Smid
- Department of Medical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, The Netherlands
| | | | - Mark A van de Wiel
- Department of Epidemiology & Data Science, Amsterdam University Medical Center, Amsterdam Public Health research institute, The Netherlands
| | | | - Vanja de Weerd
- Department of Medical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, The Netherlands
| | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, The Netherlands
| | - Jan N M IJzermans
- Department of Surgery, Erasmus MC - University Medical Center Rotterdam, The Netherlands
| | - Saskia M Wilting
- Department of Medical Oncology, Erasmus MC Cancer Institute, University Medical Center Rotterdam, The Netherlands
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50
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Huang W, Zhan D, Li Y, Zheng N, Wei X, Bai B, Zhang K, Liu M, Zhao X, Ni X, Xia X, Shi J, Zhang C, Lu Z, Ji J, Wang J, Wang S, Ji G, Li J, Nie Y, Liang W, Wu X, Cui J, Meng Y, Cao F, Shi T, Zhu W, Wang Y, Chen L, Zhao Q, Wang H, Shen L, Qin J. Proteomics provides individualized options of precision medicine for patients with gastric cancer. SCIENCE CHINA-LIFE SCIENCES 2021; 64:1199-1211. [PMID: 34258712 DOI: 10.1007/s11427-021-1966-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 06/17/2021] [Indexed: 12/19/2022]
Abstract
While precision medicine driven by genome sequencing has revolutionized cancer care, such as lung cancer, its impact on gastric cancer (GC) has been minimal. GC patients are routinely treated with chemotherapy, but only a fraction of them receive the clinical benefit. There is an urgent need to develop biomarkers or algorithms to select chemo-sensitive patients or apply targeted therapy. Here, we carried out retrospective analyses of 1,020 formalin-fixed, paraffin-embedded GC surgical resection samples from 5 hospitals and developed a mass spectrometry-based workflow for proteomic subtyping of GC. We identified two proteomic subtypes: the chemo-sensitive group (CSG) and the chemo-insensitive group (CIG) in the discovery set. The 5-year overall survival of CSG was significantly improved in patients who had received adjuvant chemotherapy after surgery compared with those who received surgery only (64.2% vs. 49.6%; Cox P-value=0.002), whereas no such improvement was observed in CIG (50.0% vs. 58.6%; Cox P-value=0.495). We validated these results in an independent validation set. Further, differential proteome analysis uncovered 9 FDA-approved drugs that may be applicable for targeted therapy of GC. A prospective study is warranted to test these findings for future GC patient care.
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Affiliation(s)
- Wenwen Huang
- Department of Gastrointestinal Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, 100142, China
| | - Dongdong Zhan
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China.,Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai, 200241, China
| | - Yazhuo Li
- Department of Pathology, The Fourth Medical Center of PLA General Hospital, Beijing, 100048, China
| | - Nairen Zheng
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Xin Wei
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China.,Life Sciences Institute, Zhejiang University, Hangzhou, 310058, China
| | - Bin Bai
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Kecheng Zhang
- Department of General Surgery & Institute of General Surgery, Chinese PLA General Hospital First Medical Center, Beijing, 100853, China
| | - Mingwei Liu
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Xuefei Zhao
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Xiaotian Ni
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Xia Xia
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Jinwen Shi
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Cheng Zhang
- Department of Gastrointestinal Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, 100142, China
| | - Zhihao Lu
- Department of Gastrointestinal Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, 100142, China
| | - Jiafu Ji
- Department of Gastrointestinal Surgery, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, 100142, China
| | - Juan Wang
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Shiqi Wang
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Gang Ji
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Jipeng Li
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Yongzhan Nie
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China
| | - Wenquan Liang
- Department of General Surgery & Institute of General Surgery, Chinese PLA General Hospital First Medical Center, Beijing, 100853, China
| | - Xiaosong Wu
- Department of General Surgery & Institute of General Surgery, Chinese PLA General Hospital First Medical Center, Beijing, 100853, China
| | - Jianxin Cui
- Department of General Surgery & Institute of General Surgery, Chinese PLA General Hospital First Medical Center, Beijing, 100853, China
| | - Yongsheng Meng
- Department of tumor biobank, Shanxi Cancer Hospital, Taiyuan, 030013, China
| | - Feilin Cao
- Department of tumor biobank, Shanxi Cancer Hospital, Taiyuan, 030013, China
| | - Tieliu Shi
- Center for Bioinformatics and Computational Biology, Shanghai Key Laboratory of Regulatory Biology, Institute of Biomedical Sciences and School of Life Sciences, East China Normal University, Shanghai, 200241, China
| | - Weimin Zhu
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Yi Wang
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China
| | - Lin Chen
- Department of General Surgery & Institute of General Surgery, Chinese PLA General Hospital First Medical Center, Beijing, 100853, China.
| | - Qingchuan Zhao
- State Key Laboratory of Cancer Biology, National Clinical Research Center for Digestive Diseases and Department of Digestive Surgery, Xijing Hospital of Digestive Diseases, Fourth Military Medical University, Xi'an, 710032, China.
| | - Hongwei Wang
- Department of Pathology, The Fourth Medical Center of PLA General Hospital, Beijing, 100048, China.
| | - Lin Shen
- Department of Gastrointestinal Oncology, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Peking University Cancer Hospital and Institute, Beijing, 100142, China.
| | - Jun Qin
- State Key Laboratory of Proteomics, Beijing Proteome Research Center, National Center for Protein Sciences (Beijing), Beijing Institute of Lifeomics, Beijing, 102206, China. .,State Key Laboratory of Genetic Engineering and Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Institute of Biomedical Sciences, Fudan University, Shanghai, 200433, China.
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