1
|
Daniel N, Farinella R, Belluomini F, Fajkic A, Rizzato C, Souček P, Campa D, Hughes DJ. The relationship of the microbiome, associated metabolites and the gut barrier with pancreatic cancer. Semin Cancer Biol 2025; 112:43-57. [PMID: 40154652 DOI: 10.1016/j.semcancer.2025.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Revised: 02/26/2025] [Accepted: 03/19/2025] [Indexed: 04/01/2025]
Abstract
Pancreatic cancers have high mortality and rising incidence rates which may be related to unhealthy western-type dietary and lifestyle patterns as well as increasing body weights and obesity rates. Recent data also suggest a role for the gut microbiome in the development of pancreatic cancer. Here, we review the experimental and observational evidence for the roles of the oral, gut and intratumoural microbiomes, impaired gut barrier function and exposure to inflammatory compounds as well as metabolic dysfunction as contributors to pancreatic disease with a focus on pancreatic ductal adenocarcinoma (PDAC) initiation and progression. We also highlight some emerging gut microbiome editing techniques currently being investigated in the context of pancreatic disease. Notably, while the gut microbiome is significantly altered in PDAC and its precursor diseases, its utility as a diagnostic and prognostic tool is hindered by a lack of reproducibility and the potential for reverse causality in case-control cohorts. Future research should emphasise longitudinal and mechanistic studies as well as integrating lifestyle exposure and multi-omics data to unravel complex host-microbiome interactions. This will allow for deeper aetiologic and mechanistic insights that can inform treatments and guide public health recommendations.
Collapse
Affiliation(s)
- Neil Daniel
- Molecular Epidemiology of Cancer Group, UCD Conway Institute, School of Biomedical and Biomolecular Sciences, University College Dublin, Dublin, Ireland
| | | | | | - Almir Fajkic
- Department of Pathophysiology Faculty of Medicine, University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | | | - Pavel Souček
- Laboratory of Pharmacogenomics, Biomedical Center, Faculty of Medicine in Pilsen, Charles University, Pilsen, Czech Republic; Toxicogenomics Unit, National Institute of Public Health, Prague, Czech Republic
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - David J Hughes
- Molecular Epidemiology of Cancer Group, UCD Conway Institute, School of Biomedical and Biomolecular Sciences, University College Dublin, Dublin, Ireland.
| |
Collapse
|
2
|
Hesami Z, Sabzehali F, Khorsand B, Alipour S, Sadeghi A, Asri N, Pazienza V, Houri H. Microbiota as a state-of-the-art approach in precision medicine for pancreatic cancer management: A comprehensive systematic review. iScience 2025; 28:112314. [PMID: 40276756 PMCID: PMC12019022 DOI: 10.1016/j.isci.2025.112314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2024] [Revised: 12/22/2024] [Accepted: 03/25/2025] [Indexed: 04/26/2025] Open
Abstract
Emerging evidence suggests that harnessing the microbiome holds promise for innovative diagnostic and therapeutic strategies in the management of pancreatic cancer (PC). This study aims to systematically summarize the microbial markers associated with PC and assess their potential application in clinical outcome. Forty-one studies were included to assess the associations between microbial markers and PC. Among these, 13 were developed prediction models related to the microbiome in which the highest diagnostic and prognostic model belong to blood and intratumor markers, respectively. Notably, findings that utilize microbiotas from various body sites were elucidated, demonstrating their importance as unique signatures in biomarker discovery for diverse clinical applications. This review provides unique perspectives on overcoming challenges in PC by highlighting potential microbial-related markers as non-invasive approaches. Further clinical studies should evaluate the utility and accuracy of key indicators in the microbiome as a personalized tool for managing PC.
Collapse
Affiliation(s)
- Zeinab Hesami
- Student Research Committee, Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fattaneh Sabzehali
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Babak Khorsand
- Department of Neurology, University of California, Irvine, Irvine, CA, USA
| | - Samira Alipour
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Amir Sadeghi
- Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nastaran Asri
- Celiac Disease and Gluten Related Disorders Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Valerio Pazienza
- Division of Gastroenterology, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Hamidreza Houri
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| |
Collapse
|
3
|
Peduzzi G, Archibugi L, Farinella R, de Leon Pisani RP, Vodickova L, Vodicka P, Kraja B, Sainz J, Bars-Cortina D, Daniel N, Silvestri R, Uysal-Onganer P, Landi S, Dulińska-Litewka J, Comandatore A, Campa D, Hughes DJ, Rizzato C. The exposome and pancreatic cancer, lifestyle and environmental risk factors for PDAC. Semin Cancer Biol 2025; 113:100-129. [PMID: 40368260 DOI: 10.1016/j.semcancer.2025.05.004] [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: 01/17/2025] [Revised: 04/08/2025] [Accepted: 05/04/2025] [Indexed: 05/16/2025]
Abstract
Pancreatic cancer (PC), particularly pancreatic ductal adenocarcinoma (PDAC), is a significant global health issue with high mortality rates. PDAC, though only 3 % of cancer diagnoses, causes 7 % of cancer deaths due to its severity and asymptomatic early stages. Risk factors include lifestyle choices, environmental exposures, and genetic predispositions. Conditions like new-onset type 2 diabetes and chronic pancreatitis also contribute significantly. Modifiable risk factors include smoking, alcohol consumption, non-alcoholic fatty pancreatic disease (NAFPD), and obesity. Smoking and heavy alcohol consumption increase PC risk, while NAFPD and obesity, particularly central adiposity, contribute through chronic inflammation and insulin resistance. Refined sugar and sugar-sweetened beverages (SSBs) are also linked to increased PC risk, especially among younger individuals. Hormonal treatments and medications like statins, aspirin, and metformin have mixed results on PC risk, with some showing protective effects. The gut microbiome influences PC through the gut-pancreas axis, with disruptions leading to inflammation and carcinogenesis. Exposure to toxic substances, including heavy metals and chemicals, is associated with increased PC risk. Glycome changes, such as abnormal glycosylation patterns, are significant in PDAC development and offer potential for early diagnosis. Interactions between environmental and genetic factors are crucial in PDAC susceptibility. Genome-wide association studies (GWAS) have identified several single nucleotide polymorphisms (SNPs) linked to PDAC, but gene-environment interactions remain largely unexplored. Future research should focus on polygenic risk scores (PRS) and large-scale studies to better understand these interactions and their impact on PDAC risk.
Collapse
Affiliation(s)
| | - Livia Archibugi
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS Ospedale San Raffaele, Milan, Italy
| | | | - Ruggero Ponz de Leon Pisani
- Pancreato-Biliary Endoscopy and Endosonography Division, Pancreas Translational and Clinical Research Center, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Ludmila Vodickova
- Biomedical Center Martin, Bioinformatic Center, Comenius University in Bratislava, Jessenius Faculty of Medicine in Martin, Slovakia; Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic
| | - Pavel Vodicka
- Biomedical Center Martin, Bioinformatic Center, Comenius University in Bratislava, Jessenius Faculty of Medicine in Martin, Slovakia; Faculty of Medicine and Biomedical Center in Pilsen, Charles University, Pilsen, Czech Republic
| | - Bledar Kraja
- University Clinic of Gastrohepatology, University Hospital Center Mother Teresa, Tirana, Albania
| | - Juan Sainz
- Department of Biochemistry and Molecular Biology, University of Granada, Granada, Spain; Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid 28029, Spain; GENYO. Centre for Genomics and Oncological Research. Genomic Oncology department, Granada, Spain; Instituto de Investigación Biosanitaria Ibs.Granada, Granada, Spain
| | - David Bars-Cortina
- Institut Català d'Oncologia (ICO) IDIBELL, Unit of Biomarkers and Susceptibility (UBS), Oncology Data Analytics Program (ODAP), Catalan Institute of Oncology (ICO), L'Hospitalet del Llobregat, Barcelona, Spain; Institut Català d'Oncologia (ICO) IDIBELL, ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Neil Daniel
- Molecular Epidemiology of Cancer Group, UCD Conway Institute, School of Biomolecular and Biomedical Science, University College Dublin, Dublin, Ireland
| | | | - Pinar Uysal-Onganer
- Cancer Mechanisms and Biomarkers Research Group, School of Life Sciences, University of Westminster, London, UK
| | - Stefano Landi
- Department of Biology, University of Pisa, Pisa, Italy
| | | | - Annalisa Comandatore
- General Surgery Unit, Department of Translational Research and New Technologies in Medicine and Surgery, University of Pisa, Italy
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - David J Hughes
- Molecular Epidemiology of Cancer Group, UCD Conway Institute, School of Biomolecular and Biomedical Science, University College Dublin, Dublin, Ireland
| | | |
Collapse
|
4
|
Walczak ŁJ, Kosikowska U, Herbet M. The role and significance of the oncobiota in selected cancers: a review. Clin Exp Med 2025; 25:141. [PMID: 40335827 PMCID: PMC12058861 DOI: 10.1007/s10238-025-01598-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Accepted: 02/10/2025] [Indexed: 05/09/2025]
Abstract
This review provides an overview of research evidence focused on the microbial components essential to clinical cancer care, called the oncobiota (the interaction of human microbiota and cancer cells). It specifically examines the oncobiota in central nervous system cancer,breast cancer, pancreatic cancer, liver cancer, lung cancer, and cervical cancer. The literature review reveals insufficient knowledge about the oncobiota of organs once considered sterile. Many studies on oncobiota focus on small, geographically specific patient groups, and the absence of a reference (control) group complicates the development of microbial profiles for selected cancers. Consequently, this review aims to analyze the literature data and reports on the role of oncobiota in selected "sterile" organs and the resulting therapeutic or preventive implications. All relevant publications on oncobiota in patients with the selected cancers were considered to provide the most thorough analysis possible. Understanding the significance and role of oncobiota in the pathomechanisms of carcinogenesis may pave the way for targeted cancer prevention methods. Furthermore, therapeutic strategies based on oncobiota could represent a novel area of personalized cancer treatment. Additionally, oncobiota may serve as an additional diagnostic tool in oncology.
Collapse
Affiliation(s)
- Łucja Justyna Walczak
- Chair and Department of Toxicology, Faculty of Pharmacy, Medical University of Lublin, 8 Chodźki Street, 20-093, Lublin, Poland.
| | - Urszula Kosikowska
- Department of Pharmaceutical Microbiology, Faculty of Pharmacy, Medical University of Lublin, 1 Chodźki Street, 20-093, Lublin, Poland.
| | - Mariola Herbet
- Chair and Department of Toxicology, Faculty of Pharmacy, Medical University of Lublin, 8 Chodźki Street, 20-093, Lublin, Poland
| |
Collapse
|
5
|
Xie J, Zhu N, Xu W. Integrative multi-omics analysis of the microbiome and metabolome in bronchoalveolar lavage fluid from patients with early-stage lung cancer. Front Cell Infect Microbiol 2025; 15:1513270. [PMID: 40357400 PMCID: PMC12066597 DOI: 10.3389/fcimb.2025.1513270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Accepted: 04/09/2025] [Indexed: 05/15/2025] Open
Abstract
Lung cancer is a significant health concern that poses a considerable threat to human health and quality of life. In order to enhance the prognosis of patients with lung cancer, we conducted a combined analysis of 16S rDNA gene sequencing of alveolar lavage fluid and LC-MS metabolomics research, with the objective of identifying biomarkers in patients with early-stage lung cancer presenting as SPN. A comparison of the benign nodule group and the early-stage lung cancer patients revealed that the phylum-level Bacteroidetes and the genus-level Chryseobacterium and Delftia were more abundant in the latter group. Additionally, the Fusobacteriales might serve as a predictive marker for the diagnosis of early-stage lung cancer. In the context of metabolomics, the early-stage lung cancer was found to be characterised by elevated levels of specific metabolites, including Alternariol, dTMP, Oxymatrine, Gedunin, PC 36:4. Conversely, reductions in other metabolites, such as LPC O-24:0, PC 18:2_18:3, PC 19:2_19:2, Cholecalciferol and T-2 Triol, were also observed. Correlation analyses demonstrated that alveolar lavage microorganisms were closely associated with differential metabolites. Specifically, reductions in Cholecalciferol were associated with a variety of high-abundance flora and involved in vitamin digestion and absorption pathways. Furthermore, reductions in cholecalciferol may serve as a robust predictor of early-stage lung cancer. These findings provide new predictive biomarkers for early-stage lung cancer manifested by SPN, which is clinically important and requires further study of the potential mechanisms of action and function of the targets.
Collapse
Affiliation(s)
| | | | - Weiguo Xu
- Department of Respiratory and Critical Care Medicine, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, China
| |
Collapse
|
6
|
Ma Y, Jiang Z, Wang Y, Pan L, Liu K, Xia R, Yuan L, Cheng X. Tongue coating microbiota-based machine learning for diagnosing digestive system tumours. J Oral Microbiol 2025; 17:2487645. [PMID: 40206097 PMCID: PMC11980229 DOI: 10.1080/20002297.2025.2487645] [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: 12/14/2024] [Revised: 03/17/2025] [Accepted: 03/21/2025] [Indexed: 04/11/2025] Open
Abstract
Background Digestive system tumours (DSTs) often diagnosed late due to nonspecific symptoms. Non-invasive biomarkers are crucial for early detection and improved outcomes. Patients and Methods We collected tongue coating samples from 710 patients diagnosed with DST and 489 healthy controls (HC) from April 2023, to December 2023. Microbial composition was analyzed using 16S rRNA sequencing, and five machine learning algorithms were applied to assess the diagnostic potential of tongue coating microbiota. Results Alpha diversity analysis showed that the microbial diversity in the tongue coating was significantly increased in DST patients. LEfSe analysis identified DST-enriched genera Alloprevotella and Prevotella, contrasting with HC-dominant taxa Neisseria, Haemophilus, and Porphyromonas (LDA >4). Notably, when comparing each of the four DST subtypes with the HC group, the proportion of Haemophilus in the HC group was significantly higher, and it was identified as an important feature for distinguishing the HC group. Machine learning validation demonstrated superior diagnostic performance of the Extreme Gradient Boosting (XGBoost) model, achieving an AUC of 0.926 (95% CI: 0.893-0.958) in internal validation, outperforming the other four machine learning models. Conclusion Tongue coating microbiota shows promise as a non-invasive biomarker for DST diagnosis, supported by robust machine learning models.
Collapse
Affiliation(s)
- Yubo Ma
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhengchen Jiang
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
- Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, China
| | - Yanan Wang
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
| | - Libin Pan
- Department of Pharmacy, Zhejiang Cancer Hospital, Institute of Basic Medicine and Cancer (IBMC), Chinese Academy of Sciences, Hangzhou, China
| | - Kang Liu
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Ruihong Xia
- The Second Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
| | - Li Yuan
- Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, China
- Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, China
- Department of Integrated Chinese and Western Medicine, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
| | - Xiangdong Cheng
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, China
- Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, China
- Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, China
| |
Collapse
|
7
|
Burke C, Glynn T, Jahangir C, Murphy C, Buckley N, Tangney M, Rahman A, Gallagher WM. Exploring the prognostic and predictive potential of bacterial biomarkers in non-gastrointestinal solid tumors. Expert Rev Mol Diagn 2025; 25:117-128. [PMID: 39973615 DOI: 10.1080/14737159.2025.2465743] [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: 08/19/2024] [Revised: 01/06/2025] [Accepted: 02/07/2025] [Indexed: 02/21/2025]
Abstract
INTRODUCTION Standard clinical parameters like tumor size, age, lymph node status, and molecular markers are used to predict progression risk and treatment response. However, exploring additional markers that reflect underlying biology could offer a more comprehensive understanding of the tumor microenvironment (TME). The TME influences tumor development, progression, disease severity, and survival, with tumor-associated bacteria posited to play significant roles. Studies on tumor-associated microbiota have focused on high bacterial-load sites such as the gut, oral cavity, and stomach, but interest is growing in non-gastrointestinal (GI) solid tumors, such as breast, lung, and pancreas. Microbe-based biomarkers, including Helicobacter pylori, human papillomavirus (HPV), and hepatitis B and C viruses, have proven valuable in predicting gastric, cervical, and renal cancers. AREAS COVERED Potential of prognostic and predictive bacterial biomarkers in non-GI solid tumors and the methodologies used. EXPERT OPINION Advances in techniques like 16S rRNA gene sequencing, qPCR, immunostaining, and in situ hybridization have enabled detailed analysis of difficult-to-culture microbes in solid tumors. However, to ensure reliable results, it is critical to standardize protocols, accurately align reads, address contamination, and maintain proper sample handling. This will pave the way for developing reliable bacterial markers that enhance prognosis, prediction, and personalized treatment planning.
Collapse
Affiliation(s)
- Caoimbhe Burke
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - Thomas Glynn
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - Chowdhury Jahangir
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - Clodagh Murphy
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - Niamh Buckley
- School of Pharmacy, Queen's University Belfast, Belfast, Northern Ireland
| | - Mark Tangney
- Cancer Research@UCC, University College Cork, Cork, Ireland
| | - Arman Rahman
- UCD School of Medicine, UCD Conway Institute, University College Dublin, Dublin, Ireland
| | - William M Gallagher
- UCD School of Biomolecular and Biomedical Science, UCD Conway Institute, University College Dublin, Dublin, Ireland
| |
Collapse
|
8
|
Li W, Zhang Z, Wu R, Mao M, Ji Y, Wang X, Dou S, Yan M, Chen W. Fusobacterium nucleatum-Derived Outer Membrane Vesicles Promote Immunotherapy Resistance via Changes in Tryptophan Metabolism in Tumour-Associated Macrophages. J Extracell Vesicles 2025; 14:e70070. [PMID: 40241230 PMCID: PMC12003102 DOI: 10.1002/jev2.70070] [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: 09/16/2024] [Accepted: 03/06/2025] [Indexed: 04/18/2025] Open
Abstract
Only a minority of patients with head and neck squamous cell carcinoma (HNSCC) respond favourably to immunotherapy. The oral oncogenic bacterium Fusobacterium nucleatum (F.nucleatum) was recently observed to suppress the anti-tumour immune response, although the mechanisms remain unclear. In this study, we found that outer membrane vesicles (OMVs) derived from F.nucleatum (F.n-OMVs) promoted HNSCC progression by inducing immunosuppressive phenotypes of tumour-associated macrophages (TAMs), resulting in decreased cytotoxic T lymphocyte infiltration in vivo. Mechanistically, TAMs internalized tryptophanase presented in F.n-OMVs, which activated the tryptophan-2,3-dioxygenase 2/aryl hydrocarbon receptor (TDO2/AHR) pathway and upregulated the transcription of immunosuppressive cytokines and immune checkpoints. TDO2 inhibitor enhanced the therapeutic effect of anti-programmed death-1 in a tumour-bearing mouse model. Both TDO2 and F.nucleatum demonstrated excellent performance in predicting the immunotherapy outcomes in patients with HNSCC. These results indicate that F.n-OMVs induce immunotherapy resistance in HNSCC, providing novel insights into the microbiota-tumour immunity crosstalk.
Collapse
Affiliation(s)
- Weiping Li
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
- Digital Diagnosis and Treatment Innovation Center for Cancer, Institute of Translational MedicineShanghai Jiao Tong UniversityShanghaiChina
| | - Zhen Zhang
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
- Digital Diagnosis and Treatment Innovation Center for Cancer, Institute of Translational MedicineShanghai Jiao Tong UniversityShanghaiChina
| | - Ruoyi Wu
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
| | - Mengying Mao
- Department of Endodontics and Operative DentistryShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of StomatologyShanghaiChina
| | - Yikang Ji
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
- Digital Diagnosis and Treatment Innovation Center for Cancer, Institute of Translational MedicineShanghai Jiao Tong UniversityShanghaiChina
| | - Xiaoning Wang
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
| | - Shengjin Dou
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
| | - Ming Yan
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
| | - Wantao Chen
- Department of Oral and Maxillofacial‐Head and Neck OncologyShanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology; Shanghai Research Institute of Stomatology; Shanghai Center of Head and Neck Oncology Clinical and Translational ScienceShanghaiChina
- Digital Diagnosis and Treatment Innovation Center for Cancer, Institute of Translational MedicineShanghai Jiao Tong UniversityShanghaiChina
| |
Collapse
|
9
|
Cheng H, Guo H, Wen C, Sun G, Tang F, Li Y. The dual role of gut microbiota in pancreatic cancer: new insights into onset and treatment. Ther Adv Med Oncol 2025; 17:17588359251324882. [PMID: 40093983 PMCID: PMC11909682 DOI: 10.1177/17588359251324882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2024] [Accepted: 02/14/2025] [Indexed: 03/19/2025] Open
Abstract
Pancreatic cancer ranks among the most lethal digestive malignancies, exhibiting a steadily increasing incidence and mortality worldwide. Despite significant advances in cancer research, the 5-year survival rate remains below 10%, predominantly due to delayed diagnosis and limited therapeutic options. Concurrently, the gut microbiota-an integral component of host physiology-has emerged as a crucial player in the pathogenesis of pancreatic cancer. Mounting evidence indicates that alterations in gut microbial composition and function may influence tumor initiation, progression, and response to therapy. This review provides an in-depth examination of the intricate interplay between the gut microbiome and pancreatic cancer, highlighting potential diagnostic biomarkers and exploring microbiome-targeted therapeutic strategies to improve patient outcomes.
Collapse
Affiliation(s)
- Huijuan Cheng
- School of Life Sciences, Lanzhou University, Lanzhou, Gansu, P.R. China
- Gansu Provincial Key Laboratory of Environmental Oncology, Lanzhou University Second Hospital, Lanzhou, Gansu, P.R. China
| | - Hongkai Guo
- The Second School of Clinical Medicine, Lanzhou University, Lanzhou, Gansu, P.R. China
| | - Chengming Wen
- The Second School of Clinical Medicine, Lanzhou University, Lanzhou, Gansu, P.R. China
| | - Guodong Sun
- The Second School of Clinical Medicine, Lanzhou University, Lanzhou, Gansu, P.R. China
- Department of Medical Affairs, Lanzhou University First Hospital, Lanzhou, Gansu, P.R. China
| | - Futian Tang
- Gansu Provincial Key Laboratory of Environmental Oncology, Lanzhou University Second Hospital, Lanzhou, Gansu, P.R. China
| | - Yumin Li
- Gansu Provincial Key Laboratory of Environmental Oncology, Lanzhou University Second Hospital, No. 82, Cuiyingmen, Chengguan, Lanzhou, Gansu 730000, P.R. China
| |
Collapse
|
10
|
Gong E, Fulop DJ, Serebrenik J, Labiner AJ, Cohen DJ, Sigel KM, Lucas AL. Antibiotic treatment and survival in patients with resected, early-stage pancreatic ductal adenocarcinoma receiving chemotherapy. JNCI Cancer Spectr 2025; 9:pkaf024. [PMID: 39982394 PMCID: PMC11917212 DOI: 10.1093/jncics/pkaf024] [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: 09/08/2024] [Revised: 01/19/2025] [Accepted: 02/10/2025] [Indexed: 02/22/2025] Open
Abstract
BACKGROUND Pancreatic ductal adenocarcinoma is a clinically challenging malignancy largely because of its chemoresistance. Bacteria within the pancreatic ductal adenocarcinoma microbiome may mediate chemoresistance, suggesting that alteration of the microbiome with antibiotics could improve chemotherapy response. METHODS We utilized the Surveillance, Epidemiology, and End Results Program-Medicare database to select patients with resected, early-stage pancreatic ductal adenocarcinoma diagnosed between 2007 and 2017. The primary outcome of this study was overall survival. Receipt of antibiotic treatment within 1 month after adjuvant chemotherapy initiation was determined from Medicare claims data. Propensity scores were used to match patients who received antibiotics with patients who did not receive antibiotics. The Kaplan-Meier method was used to calculate 5-year overall survival rates, and Cox regression analysis was used to assess the association between receiving antibiotics and overall survival. All hypotheses were 2 sided. RESULTS Of the 712 patients with resected, early-stage pancreatic ductal adenocarcinoma, 629 (88.3%) were treated with adjuvant gemcitabine and 177 (24.9%) received antibiotics in the 1 month following chemotherapy initiation. The mean (SD) age at diagnosis was 73.7 (5.1) years, and patients were mostly women, White, and from metropolitan areas in the northeastern or western United States. A total of 143 propensity score-matched pairs were evaluated. Among patients treated with gemcitabine, antibiotic treatment was associated with a 37% improvement in overall survival and a 30% improvement in cancer-specific survival. CONCLUSIONS Antibiotic treatment in the 1 month following adjuvant gemcitabine initiation was associated with improved survival. These findings provide additional support for the hypothesis that antibiotic treatment may alter the pancreatic microbiome in a manner that reduces chemoresistance, potentially improving pancreatic ductal adenocarcinoma outcomes.
Collapse
Affiliation(s)
- Emma Gong
- Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States
| | - Daniel J Fulop
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, MA 02114, United States
| | - Joyce Serebrenik
- Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States
| | - Arielle J Labiner
- George Washington University School of Medicine and Health Sciences, Washington, DC 20052, United States
| | - Deirdre J Cohen
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States
| | - Keith M Sigel
- Division of General Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States
| | - Aimee L Lucas
- Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, United States
| |
Collapse
|
11
|
Kawasaki H, Nussbaum G. Therapeutic potential of garlic, aged garlic extract and garlic‑derived compounds on pancreatic cancer (Review). Biomed Rep 2025; 22:54. [PMID: 39926043 PMCID: PMC11803370 DOI: 10.3892/br.2025.1932] [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: 09/20/2024] [Accepted: 12/11/2024] [Indexed: 02/11/2025] Open
Abstract
Garlic is a popular ingredient used in cuisines and traditional medicines worldwide. It contains numerous bioactive organosulfur-containing compounds, such as allicin, with reported potential for anticancer and antimicrobial therapy. The biological activity and potential use of garlic and its products have been extensively investigated. Aged garlic extract (AGE) is a product manufactured by aging garlic, and has been shown to have numerous health benefits. It has been previously revealed that several garlic-derived compounds, including AGE, have tumor-suppressive effects in various cancer models. Pancreatic ductal adenocarcinoma (PDAC) is one of the most aggressive cancers, and carries a dismal prognosis. Recently, numerous tumors, including PDAC, were shown to harbor intracellular bacteria, some of which are oral pathogens. Tumor-associated bacteria have been linked to cancer progression. Garlic may inhibit tumor development, in part, by targeting these bacteria. Although it requires further investigation, pharmacological and antibacterial effects of garlic and its products could offer significant therapeutic benefits for the prevention and treatment of PDAC. In the present review, the therapeutic potential of garlic on PDAC is summarized and discussed.
Collapse
Affiliation(s)
- Hiromichi Kawasaki
- Institute of Biomedical and Oral Research, Hebrew University of Jerusalem, Jerusalem 9112102, Israel
- Central Research Institute, Wakunaga Pharmaceutical Co., Ltd., Akitakata-shi, Hiroshima 739-1195, Japan
| | - Gabriel Nussbaum
- Institute of Biomedical and Oral Research, Hebrew University of Jerusalem, Jerusalem 9112102, Israel
| |
Collapse
|
12
|
Zhao F, An R, Ma Y, Yu S, Gao Y, Wang Y, Yu H, Xie X, Zhang J. Integrated spatial multi-omics profiling of Fusobacterium nucleatum in breast cancer unveils its role in tumour microenvironment modulation and cancer progression. Clin Transl Med 2025; 15:e70273. [PMID: 40070022 PMCID: PMC11897063 DOI: 10.1002/ctm2.70273] [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: 12/01/2024] [Revised: 02/17/2025] [Accepted: 03/04/2025] [Indexed: 03/15/2025] Open
Abstract
Tumour-associated microbiota are integral components of the tumour microenvironment (TME). However, previous studies on intratumoral microbiota primarily rely on bulk tissue analysis, which may obscure their spatial distribution and localized effects. In this study, we applied in situ spatial-profiling technology to investigate the spatial distribution of intratumoral microbiota in breast cancer and their interactions with the local TME. Using 5R 16S rRNA gene sequencing and RNAscope FISH/CISH on patients' tissue, we identified significant spatial heterogeneity in intratumoral microbiota, with Fusobacterium nucleatum (F. nucleatum) predominantly localized in tumour cell-rich areas. GeoMx digital spatial profiling (DSP) revealed that regions colonized by F. nucleatum exhibit significant influence on the expression of RNAs and proteins involved in proliferation, migration and invasion. In vitro studies indicated that co-culture with F. nucleatum significantly stimulates the proliferation and migration of breast cancer cells. Integrative spatial multi-omics and co-culture transcriptomic analyses highlighted the MAPK signalling pathways as key altered pathways. By intersecting these datasets, VEGFD and PAK1 emerged as critical upregulated proteins in F. nucleatum-positive regions, showing strong positive correlations with MAPK pathway proteins. Moreover, the upregulation of VEGFD and PAK1 by F. nucleatum was confirmed in co-culture experiments, and their knockdown significantly reduced F. nucleatum-induced proliferation and migration. In conclusion, intratumoral microbiota in breast cancer exhibit significant spatial heterogeneity, with F. nucleatum colonization markedly altering tumour cell protein expression to promote progression and migration. These findings provide novel perspectives on the role of microbiota in breast cancer, identify potential therapeutic targets, and lay the foundation for future cancer treatments. KEY POINTS: Intratumoral Fusobacterium nucleatum exhibits significant spatial heterogeneity within breast cancer tissues. F. nucleatum colonization alters the expression of key proteins involved in tumour progression and migration. The MAPK signalling pathway is a critical mediator of F. nucleatum-induced breast cancer cell proliferation and migration. VEGFD and PAK1 are potential therapeutic targets to mitigate F. nucleatum-induced tumour progression.
Collapse
Affiliation(s)
- Feng Zhao
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Rui An
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Yilei Ma
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Shaobo Yu
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Yuzhen Gao
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Yanzhong Wang
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Haitao Yu
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Xinyou Xie
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| | - Jun Zhang
- Department of Clinical LaboratorySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhouZhejiangPeople's Republic of China
- Key Laboratory of Precision Medicine in Diagnosis and Monitoring Research of Zhejiang ProvinceHangzhouZhejiangPeople's Republic of China
| |
Collapse
|
13
|
Liu K, Jiang Z, Ma Y, Xia R, Zheng Y, Yin K, Pang C, Yuan L, Cheng X, Liu Z, Zhang B, Wang S. Multiomics insights into BMI-related intratumoral microbiota in gastric cancer. Front Cell Infect Microbiol 2025; 15:1511900. [PMID: 40041144 PMCID: PMC11876552 DOI: 10.3389/fcimb.2025.1511900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 01/24/2025] [Indexed: 03/06/2025] Open
Abstract
Introduction Body mass index (BMI) is considered an important factor in tumor prognosis, but its role in gastric cancer (GC) remains controversial. There is a lack of studies exploring the effect of BMI on gastric cancer from the perspective of intratumoral microbiota. This study aimed to compare and analyze the differences in and functions of intratumoral microbiota among GC patients with varying BMIs, aiming to ascertain whether specific microbial features are associated with prognosis in low-BMI (LBMI) gastric cancer patients. Methods A retrospective analysis of the clinicopathological features and prognosis of 5567 patients with different BMIs was performed between January 2010 and December 2019. Tumor tissues from 189 GC patients were collected for 16S rRNA sequencing, 64 samples were selected for transcriptome sequencing, and 57 samples were selected for untargeted metabolomic analysis. Results Clinical cohort analysis revealed that GC patients with a low BMI presented poorer clinical and pathological characteristics than those with a non-low-BMI (NLBMI). LBMI was identified as a significant independent risk factor for adverse prognosis, potentially exerting immunosuppressive effects on postoperative adjuvant chemotherapy. 16S rRNA sequencing revealed no significant differences in the alpha and beta diversity of the intratumoral microbiota between the two groups of GC patients. However, LEfSe analysis revealed 32 differential intratumoral microbiota between the LBMI and NLBMI groups. Notably, the genus Abiotrophia was significantly enriched in the LBMI group. Further in-depth analysis indicated that the genus Abiotrophia was inversely associated with eosinophils, P2RY12, and SCN4B genes, and positively linked with LGR6 in LBMI gastric cancer patients. Metabolomic assessments revealed that LBMI was positively associated with purine metabolites, specifically guanine and inosine diphosphate (IDP). Discussion In conclusion, LBMI is an independent risk factor for poor prognosis in gastric cancer patients and may have an inhibitory effect on postoperative adjuvant chemotherapy. Intratumor flora of gastric cancer patients with different BMI levels differed, with different immune cell infiltration and metabolic characteristics. The genus Abiotrophia may promote gastric cancer development and progression by regulating eosinophils and the purine metabolism pathway, which provides a new idea for the precise treatment of gastric cancer.
Collapse
Affiliation(s)
- Kang Liu
- The Second Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Zhengchen Jiang
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
- Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China
| | - Yubo Ma
- The Second Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Ruihong Xia
- The Second Clinical Medical College of Zhejiang Chinese Medical University, Hangzhou, Zhejiang, China
| | - Yingsong Zheng
- Postgraduate training base Alliance of Wenzhou Medical University (Zhejiang Cancer Hospital), Hangzhou, Zhejiang, China
| | - Kailai Yin
- Postgraduate training base Alliance of Wenzhou Medical University (Zhejiang Cancer Hospital), Hangzhou, Zhejiang, China
| | - Chuhong Pang
- Postgraduate training base Alliance of Wenzhou Medical University (Zhejiang Cancer Hospital), Hangzhou, Zhejiang, China
| | - Li Yuan
- Zhejiang Key Lab of Prevention, Diagnosis and Therapy of Upper Gastrointestinal Cancer, Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China
- Department of Integrated Chinese and Western Medicine, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
| | - Xiangdong Cheng
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
- Zhejiang Provincial Research Center for Upper Gastrointestinal Tract Cancer, Zhejiang Cancer Hospital, Hangzhou, Zhejiang, China
| | - Zhuo Liu
- Department of Gastric Surgery, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
| | - Bo Zhang
- Department of Integrated Chinese and Western Medicine, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
| | - Shi Wang
- Endoscopy Division, Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, Zhejiang, China
| |
Collapse
|
14
|
Chmielarczyk A, Golińska E, Tomusiak-Plebanek A, Żeber-Lubecka N, Kulecka M, Szczepanik A, Jedlińska K, Mech K, Szaciłowski K, Kuziak A, Pietrzyk A, Strus M. Microbial dynamics of acute pancreatitis: integrating culture, sequencing, and bile impact on bacterial populations and gaseous metabolites. Front Microbiol 2025; 16:1544124. [PMID: 40012789 PMCID: PMC11860950 DOI: 10.3389/fmicb.2025.1544124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 01/10/2025] [Indexed: 02/28/2025] Open
Abstract
Background Our study examined the composition of the intestinal microflora in a hospitalized patient with AP symptoms treated several months earlier for diverticulitis. The therapeutic intervention necessitated Hartmann's procedure, culminating in colostomy creation. Aims Employing a thorough microbiological analysis we attempted to demonstrate whether the microflora isolated from the peripancreatic fluid exhibited a stronger correlation with the contents of the stoma or with the rectal swab. Additionally, we sought to determine the association between later onset of AP and diverticulitis. Methods Following clinical materials from the patient in the initial phase of AP were collected: rectal swab, colostomy bag contents (in the publication referred to as stoma content/stool) and peripancreatic fluid. Microbiological analysis was performed, including classic culture methodology, NGS techniques, and genotyping methodologies. Furthermore, the effect of bile on the shift in the population of selected bacterial species was examined. Results The NGS technique confirmed greater consistency in bacteria percentage (phyla/family) between stoma content and peripancreatic fluid. In both samples, a clear dominance of the Proteobacteria phyla (over 75%) and the Enterobacteriaceae family was demonstrated. Moreover, NGS verified the presence of the Fusobacteriota phylum and Fusobacteriaceae family only in rectal swabs, which may indicate a link between this type of bacteria and the etiology of diverticulitis. We observed that Escherichia coli 33 isolated from stool exhibited active gaseous metabolite production (mainly hydrogen). Conclusions The abundant production of hydrogen may substantially impact enzymatic processes, inducing specific alterations in disulfide bonds and trypsin inactivation. Our investigation alludes to the conceivable active involvement of bile in effecting qualitative and quantitative modifications in the peripancreatic microbiota composition, establishing a correlation between released bile and bacterial generation of gaseous metabolites.
Collapse
Affiliation(s)
- Agnieszka Chmielarczyk
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Edyta Golińska
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Anna Tomusiak-Plebanek
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Natalia Żeber-Lubecka
- Department of Gastroenterology, Hepatology and Clinical Oncology, Center of Postgraduate Medical Education, Warsaw, Poland
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Maria Kulecka
- Department of Gastroenterology, Hepatology and Clinical Oncology, Center of Postgraduate Medical Education, Warsaw, Poland
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, Warsaw, Poland
| | - Antoni Szczepanik
- Clinical Department of General Surgery and Oncology, Narutowicz City Speciality Hospital at Krakow, Krakow, Poland
| | - Katarzyna Jedlińska
- Department of Analytical Chemistry and Biochemistry, Faculty of Materials Science and Ceramics, AGH University of Science and Technology of Krakow, Krakow, Poland
| | - Krzysztof Mech
- Academic Center for Materials and Nanotechnology, AGH University of Krakow, Krakow, Poland
| | - Konrad Szaciłowski
- Academic Center for Materials and Nanotechnology, AGH University of Krakow, Krakow, Poland
| | - Agata Kuziak
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Agata Pietrzyk
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Magdalena Strus
- Department of Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Kraków, Poland
| |
Collapse
|
15
|
Zielińska MK, Ciążyńska M, Sulejczak D, Rutkowski P, Czarnecka AM. Mechanisms of Resistance to Anti-PD-1 Immunotherapy in Melanoma and Strategies to Overcome It. Biomolecules 2025; 15:269. [PMID: 40001572 PMCID: PMC11853485 DOI: 10.3390/biom15020269] [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: 10/14/2024] [Revised: 12/22/2024] [Accepted: 01/10/2025] [Indexed: 02/27/2025] Open
Abstract
Resistance to anti-PD-1 therapy in melanoma remains a major obstacle in achieving effective and durable treatment outcomes, highlighting the need to understand and address the underlying mechanisms. The first key factor is innate anti-PD-1 resistance signature (IPRES), an expression of a group of genes associated with tumor plasticity and immune evasion. IPRES promotes epithelial-to-mesenchymal transition (EMT), increasing melanoma cells' invasiveness and survival. Overexpressed AXL, TWIST2, and WNT5a induce phenotypic changes. The upregulation of pro-inflammatory cytokines frequently coincides with EMT-related changes, further promoting a resistant and aggressive tumor phenotype. Inflamed tumor microenvironment may also drive the expression of resistance. The complexity of immune resistance development suggests that combination therapies are necessary to overcome it. Furthermore, targeting epigenetic regulation and exploring novel approaches such as miR-146a modulation may provide new strategies to counter resistance in melanoma.
Collapse
Affiliation(s)
- Magdalena K. Zielińska
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland; (M.K.Z.); (P.R.)
- Faculty of Medicine, Warsaw Medical University, 02-091 Warsaw, Poland
| | - Magdalena Ciążyńska
- Chemotherapy Unit and Day Chemotherapy Ward, Specialised Oncology Hospital, 97-200 Tomaszów Mazowiecki, Poland;
- Department of Dermatology, Paediatric Dermatology and Oncology Clinic, Medical University of Lodz, 91-347 Łódź, Poland
| | - Dorota Sulejczak
- Department of Experimental Pharmacology, Mossakowski Medical Research Institute, Polish Academy of Sciences, 02-106 Warsaw, Poland;
| | - Piotr Rutkowski
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland; (M.K.Z.); (P.R.)
| | - Anna M. Czarnecka
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland; (M.K.Z.); (P.R.)
- Department of Experimental Pharmacology, Mossakowski Medical Research Institute, Polish Academy of Sciences, 02-106 Warsaw, Poland;
| |
Collapse
|
16
|
Mukherjee S, Chopra A, Karmakar S, Bhat SG. Periodontitis increases the risk of gastrointestinal dysfunction: an update on the plausible pathogenic molecular mechanisms. Crit Rev Microbiol 2025; 51:187-217. [PMID: 38602474 DOI: 10.1080/1040841x.2024.2339260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Revised: 02/28/2024] [Accepted: 04/01/2024] [Indexed: 04/12/2024]
Abstract
Periodontitis is an immuno-inflammatory disease of the soft tissues surrounding the teeth. Periodontitis is linked to many communicable and non-communicable diseases such as diabetes, cardiovascular disease, rheumatoid arthritis, and cancers. The oral-systemic link between periodontal disease and systemic diseases is attributed to the spread of inflammation, microbial products and microbes to distant organ systems. Oral bacteria reach the gut via swallowed saliva, whereby they induce gut dysbiosis and gastrointestinal dysfunctions. Some periodontal pathogens like Porphyromonas. gingivalis, Klebsiella, Helicobacter. Pylori, Streptococcus, Veillonella, Parvimonas micra, Fusobacterium nucleatum, Peptostreptococcus, Haemophilus, Aggregatibacter actinomycetomcommitans and Streptococcus mutans can withstand the unfavorable acidic, survive in the gut and result in gut dysbiosis. Gut dysbiosis increases gut inflammation, and induce dysplastic changes that lead to gut dysfunction. Various studies have linked oral bacteria, and oral-gut axis to various GIT disorders like inflammatory bowel disease, liver diseases, hepatocellular and pancreatic ductal carcinoma, ulcerative colitis, and Crohn's disease. Although the correlation between periodontitis and GIT disorders is well established, the intricate molecular mechanisms by which oral microflora induce these changes have not been discussed extensively. This review comprehensively discusses the intricate and unique molecular and immunological mechanisms by which periodontal pathogens can induce gut dysbiosis and dysfunction.
Collapse
Affiliation(s)
- Sayantan Mukherjee
- Department of Periodontology, Manipal College of Dental Sciences, Manipal, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Aditi Chopra
- Department of Periodontology, Manipal College of Dental Sciences, Manipal, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Shaswata Karmakar
- Department of Periodontology, Manipal College of Dental Sciences, Manipal, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Subraya Giliyar Bhat
- Department of Preventive Dental Sciences, Division of Periodontology, College of Dental Surgery, Iman Abdulrahman Bin Faizal University, Dammam, Saudi Arabia
| |
Collapse
|
17
|
Stewart AG, Edwards F, Harris PNA, Paterson DL, Laupland KB. Risk of mortality in Fusobacterium species bloodstream infection from a large Australian cohort. Eur J Clin Microbiol Infect Dis 2025; 44:427-436. [PMID: 39692935 DOI: 10.1007/s10096-024-05012-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Accepted: 12/05/2024] [Indexed: 12/19/2024]
Abstract
BACKGROUND Fusobacterium species are anaerobic Gram-negative bacilli which are uncommon causes of bloodstream infection (BSI). This genus commonly colonises the gastrointestinal tract and can result in significant morbidity. METHODS All blood cultures with growth of Fusobacterium species among residents of Queensland, Australia (population ≈ 5 million) were retrospectively identified over a 20-year period. Clinical, microbiological and outcome information was obtained from state-wide databases. RESULTS 377 incident Fusobacterium species BSI among 375 individuals for an age and sex-standardised incidence of 4.4 per million residents per year. Median age was 47 years (IQR, 24.9-65.8) and 156 (42%) incident episodes were in females. There was a bimodal frequency distribution with respect to age with peaks occurring around 20 and 65 years, respectively. The most identified source of infection was the abdominal (17%), followed by head and neck (12%). 8% of patients had a septic thrombus present, and 4% had an abscess associated with their BSI. Most isolates were F. nucleatum (142, 38%) and F. necrophorum (140, 37%). 9% of isolates were resistant to penicillin. Older age (aHR 1.02, 95% CI 1.01-1.05), healthcare-associated hospital onset (aHR 3.16, 95% CI 1.35-7.40), and Charlson Comorbidity index (aHR 1.20, 95% CI 1.06-1.35) were all associated with 30-day all cause case-fatality. Oropharyngeal source appeared to be a protective factor (P = 0.02). CONCLUSIONS Fusobacterium species BSI results in significant morbidity and can cause death in vulnerable patient groups such as the elderly and those with malignancy. An identifiable oropharyngeal source identifies a favourable host.
Collapse
Affiliation(s)
- Adam G Stewart
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Royal Brisbane and Women's Hospital Campus, Brisbane, Australia.
- Central Microbiology, Pathology Queensland, Royal Brisbane and Women's Hospital, Brisbane, Australia.
| | - Felicity Edwards
- Queensland University of Technology (QUT), Brisbane, QLD, Australia
| | - Patrick N A Harris
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Royal Brisbane and Women's Hospital Campus, Brisbane, Australia
- Central Microbiology, Pathology Queensland, Royal Brisbane and Women's Hospital, Brisbane, Australia
| | - David L Paterson
- Centre for Clinical Research, Faculty of Medicine, The University of Queensland, Royal Brisbane and Women's Hospital Campus, Brisbane, Australia
- Saw Swee Hock School of Public Health, ADVANCE-ID, National University of Singapore, Singapore, Singapore
| | - Kevin B Laupland
- Queensland University of Technology (QUT), Brisbane, QLD, Australia
- Department of Intensive Care Services, Royal Brisbane and Women's Hospital, Level 3 Ned Hanlon Building, Butterfield Street, Brisbane, QLD, 4029, Australia
| |
Collapse
|
18
|
Fanijavadi S, Jensen LH. Dysbiosis-NK Cell Crosstalk in Pancreatic Cancer: Toward a Unified Biomarker Signature for Improved Clinical Outcomes. Int J Mol Sci 2025; 26:730. [PMID: 39859442 PMCID: PMC11765696 DOI: 10.3390/ijms26020730] [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: 12/18/2024] [Revised: 01/12/2025] [Accepted: 01/13/2025] [Indexed: 01/27/2025] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an aggressive cancer with poor prognosis, primarily due to its immunosuppressive tumor microenvironment (TME), which contributes to treatment resistance. Recent research shows that the microbiome, including microbial communities in the oral cavity, gut, bile duct, and intratumoral environments, plays a key role in PDAC development, with microbial imbalances (dysbiosis) promoting inflammation, cancer progression, therapy resistance, and treatment side effects. Microbial metabolites can also affect immune cells, especially natural killer (NK) cells, which are vital for tumor surveillance, therapy response and treatment-related side effects. Dysbiosis can affect NK cell function, leading to resistance and side effects. We propose that a combined biomarker approach, integrating microbiome composition and NK cell profiles, can help predict treatment resistance and side effects, enabling more personalized therapies. This review examines how dysbiosis contributes to NK cell dysfunction in PDAC and discusses strategies (e.g., antibiotics, probiotics, vaccines) to modulate the microbiome and enhance NK cell function. Targeting dysbiosis could modulate NK cell activity, improve the effectiveness of PDAC treatments, and reduce side effects. However, further research is needed to develop unified NK cell-microbiome interaction-based biomarkers for more precise and effective patient outcomes.
Collapse
Affiliation(s)
- Sara Fanijavadi
- Cancer Polyclinic, Levanger Hospital, 7601 Levanger, Trøndelag, Norway
- Department of Oncology, Vejle Hospital, University Hospital of Southern Denmark, 7100 Vejle, Denmark;
| | - Lars Henrik Jensen
- Department of Oncology, Vejle Hospital, University Hospital of Southern Denmark, 7100 Vejle, Denmark;
- Department of Oncology, Institute of Regional Health Research, University of Southern Denmark, 7100 Vejle, Denmark
| |
Collapse
|
19
|
Deng J, Sun C, Xu G, Wang B, Tzortzopoulou E, Deng D, Giovannetti E. The Oral Microbiome and Cancer. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2025; 1472:151-170. [PMID: 40111691 DOI: 10.1007/978-3-031-79146-8_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/22/2025]
Abstract
There is growing evidence suggesting a strong association between members of the oral microbiota and various types of cancer, including oral cancer, colorectal cancer, esophageal squamous cell carcinoma, and pancreatic cancer. Periodontal diseases closely associated with pathogenic bacteria in the oral cavity have been shown to be correlated with the occurrence and development of cancers. Among the periodontal disease-associated bacteria in the oral cavity, two prominent oral pathogens, Porphyromonas gingivalis and Fusobacterium nucleatum, have been found to promote tumor cell proliferation, invasion, and migration, as well as to inhibit immune cell function, thereby facilitating tumor progression. The presence of other oral pathogenic bacteria, such as Treponema denticola, Tannerella forsythia, Parvimonas micra, and Aggregatibacter actinomycetemcomitans, has also been found to be associated with cancer worsening. Oral commensal bacteria play a crucial role in maintaining the normal oral homeostasis. However, the relationship between oral commensal bacteria and the occurrence and development of cancers remains controversial. Some studies suggest an increase in oral commensal bacteria during tumor development, while others suggest an association of certain commensal bacteria with lower tumor risk. The microbiota can significantly alter responses and toxicity to various forms of cancer treatment through interactions with the human body, thereby influencing disease progression. In this chapter, we provide a concise overview of current understanding of the role of the oral microbiota in cancer.
Collapse
Affiliation(s)
- Juan Deng
- Department of Medical Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Chen Sun
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam and VU University Amsterdam, Amsterdam, The Netherlands
| | - Geng Xu
- Department of Medical Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Bing Wang
- Department of Medical Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands.
| | - Eleni Tzortzopoulou
- Department of Medical Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam and VU University Amsterdam, Amsterdam, The Netherlands
| | - Dongmei Deng
- Department of Preventive Dentistry, Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam and VU University Amsterdam, Amsterdam, The Netherlands
| | - Elisa Giovannetti
- Department of Medical Oncology, Amsterdam University Medical Center, Cancer Center Amsterdam, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
- Fondazione Pisana per la Scienza, Pisa, Italy
| |
Collapse
|
20
|
Ye C, Liu X, Liu Z, Pan C, Zhang X, Zhao Z, Sun H. Fusobacterium nucleatum in tumors: from tumorigenesis to tumor metastasis and tumor resistance. Cancer Biol Ther 2024; 25:2306676. [PMID: 38289287 PMCID: PMC10829845 DOI: 10.1080/15384047.2024.2306676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2023] [Accepted: 01/13/2024] [Indexed: 02/01/2024] Open
Abstract
Fusobacterium nucleatum, an anaerobic Gram-negative bacterium primarily residing in the oral cavity, has garnered significant attention for its emerging role in cancer progression and prognosis. While extensive research has revealed mechanistic links between Fusobacterium nucleatum and colorectal cancer, a comprehensive review spanning its presence and metastatic implications in cancers beyond colorectal origin is conspicuously absent. This paper broadens our perspective from colorectal cancer to various malignancies associated with Fusobacterium nucleatum, including oral, pancreatic, esophageal, breast, and gastric cancers. Our central focus is to unravel the mechanisms governing Fusobacterium nucleatum colonization, initiation, and promotion of metastasis across diverse cancer types. Additionally, we explore Fusobacterium nucleatum's adverse impacts on cancer therapies, particularly within the domains of immunotherapy and chemotherapy. Furthermore, this paper underscores the clinical research significance of Fusobacterium nucleatum as a potential tumor biomarker and therapeutic target, offering a novel outlook on its applicability in cancer detection and prognostic assessment.
Collapse
Affiliation(s)
- Chun Ye
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Xiao Liu
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Zilun Liu
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Chuxuan Pan
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Xiaowei Zhang
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Zhanyi Zhao
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
| | - Haitao Sun
- Clinical Biobank Center, Microbiome Medicine Center, Department of Laboratory Medicine, Zhujiang Hospital, The Second School of Clinical Medicine, Southern Medical University, Guangzhou, China
- Department of Laboratory Medicine, Central People’s Hospital of Ji’an, Shanghai East Hospital of Ji’an, Ji’an, China
| |
Collapse
|
21
|
D’Antonio DL, Zenoniani A, Umme S, Piattelli A, Curia MC. Intratumoral Fusobacterium nucleatum in Pancreatic Cancer: Current and Future Perspectives. Pathogens 2024; 14:2. [PMID: 39860963 PMCID: PMC11768203 DOI: 10.3390/pathogens14010002] [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: 12/02/2024] [Revised: 12/22/2024] [Accepted: 12/24/2024] [Indexed: 01/27/2025] Open
Abstract
The intratumoral microbiome plays a significant role in many cancers, such as lung, pancreatic, and colorectal cancer. Pancreatic cancer (PC) is one of the most lethal malignancies and is often diagnosed at advanced stages. Fusobacterium nucleatum (Fn), an anaerobic Gram-negative bacterium primarily residing in the oral cavity, has garnered significant attention for its emerging role in several extra-oral human diseases and, lately, in pancreatic cancer progression and prognosis. It is now recognized as oncobacterium. Fn engages in pancreatic tumorigenesis and metastasis through multifaceted mechanisms, including immune response modulation, virulence factors, control of cell proliferation, intestinal metabolite interactions, DNA damage, and epithelial-mesenchymal transition. Additionally, compelling research suggests that Fn may exert detrimental effects on cancer treatment outcomes. This paper extends the perspective to pancreatic cancer associated with Fn. The central focus is to unravel the oncogenomic changes driven by Fn in colonization, initiation, and promotion of pancreatic cancer development. The presence of Fusobacterium species can be considered a prognostic marker of PC, and it is also correlated to chemoresistance. Furthermore, this review underscores the clinical research significance of Fn as a potential tumor biomarker and therapeutic target, offering a novel outlook on its applicability in cancer detection and prognostic assessment. It is thought that given the role of Fn in tumor formation and metastasis processes via its FadA, FapA, Fap2, and RadD, new therapies for tumor treatment targeting Fn will be developed.
Collapse
Affiliation(s)
- Domenica Lucia D’Antonio
- Department of Medical, Oral and Biotechnological Sciences, “G. d’Annunzio” University of Chieti-Pescara, Via dei Vestini, 66100 Chieti, Italy; (D.L.D.); (A.Z.); (S.U.)
| | - Anna Zenoniani
- Department of Medical, Oral and Biotechnological Sciences, “G. d’Annunzio” University of Chieti-Pescara, Via dei Vestini, 66100 Chieti, Italy; (D.L.D.); (A.Z.); (S.U.)
| | - Samia Umme
- Department of Medical, Oral and Biotechnological Sciences, “G. d’Annunzio” University of Chieti-Pescara, Via dei Vestini, 66100 Chieti, Italy; (D.L.D.); (A.Z.); (S.U.)
- Department of Neuroscience, Imaging and Clinical Sciences, “G. d’Annunzio” University of Chieti-Pescara, Via dei Vestini, 66100 Chieti, Italy
| | - Adriano Piattelli
- School of Dentistry, Saint Camillus International University of Health and Medical Sciences (UniCamillus), 00131 Rome, Italy;
- Facultad de Medicina, UCAM Universidad Católica San Antonio de Murcia, 30107 Murcia, Spain
| | - Maria Cristina Curia
- Department of Medical, Oral and Biotechnological Sciences, “G. d’Annunzio” University of Chieti-Pescara, Via dei Vestini, 66100 Chieti, Italy; (D.L.D.); (A.Z.); (S.U.)
| |
Collapse
|
22
|
Dai H, Chen X, Yang J, Wang Y, Loiola RA, Lu A, Cheung KCP. Insights and therapeutic advances in pancreatic cancer: the role of electron microscopy in decoding the tumor microenvironment. Front Cell Dev Biol 2024; 12:1460544. [PMID: 39744013 PMCID: PMC11688199 DOI: 10.3389/fcell.2024.1460544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Accepted: 09/23/2024] [Indexed: 01/04/2025] Open
Abstract
Pancreatic cancer is one of the most lethal cancers, with a 5-year overall survival rate of less than 10%. Despite the development of novel therapies in recent decades, current chemotherapeutic strategies offer limited clinical benefits due to the high heterogeneity and desmoplastic tumor microenvironment (TME) of pancreatic cancer as well as inefficient drug penetration. Antibody- and nucleic acid-based targeting therapies have emerged as strong contenders in pancreatic cancer drug discovery. Numerous studies have shown that these strategies can significantly enhance drug accumulation in tumors while reducing systemic toxicity. Additionally, electron microscopy (EM) has been a critical tool for high-resolution analysis of the TME, providing insights into the ultrastructural changes associated with pancreatic cancer progression and treatment responses. This review traces the current and technological advances in EM, particularly the development of ultramicrotomy and improvements in sample preparation that have facilitated the detailed visualization of cellular and extracellular components of the TME. This review highlights the contribution of EM in assessing the efficacy of therapeutic agents, from revealing apoptotic changes to characterizing the effects of novel compounds like ionophore antibiotic gramicidin A on cellular ultrastructures. Moreover, the review delves into the potential of EM in studying the interactions between the tumor microbiome and cancer cell migration, as well as in aiding the development of targeted therapies like antibody-drug conjugates (ADCs) and aptamer-drug conjugates (ApDCs).
Collapse
Affiliation(s)
- Hong Dai
- Department of Chemistry, The Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China
| | - Xingxuan Chen
- Phenome Research Center, School of Chinese Medicine, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
| | - Jiawen Yang
- School of Life Science, Southern University of Science and Technology, Shenzhen, Guangdong, China
| | - Yuying Wang
- Phenome Research Center, School of Chinese Medicine, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
| | | | - Aiping Lu
- Phenome Research Center, School of Chinese Medicine, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
| | - Kenneth C. P. Cheung
- Phenome Research Center, School of Chinese Medicine, Hong Kong Baptist University, Kowloon, Hong Kong SAR, China
| |
Collapse
|
23
|
Ohsawa M, Nishi H, Emi M, Yoshikawa T, Hamai Y, Ibuki Y, Kurokawa T, Hirohata R, Kitasaki N, Kawada-Matsuo M, Komatsuzawa H, Kawaguchi H, Okada M. Impact of Fusobacterium nucleatum in the treatment of cancer, including radiotherapy and its future potential in esophageal cancer. JOURNAL OF RADIATION RESEARCH 2024; 65:i126-i134. [PMID: 39679879 DOI: 10.1093/jrr/rrae061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2023] [Revised: 05/09/2024] [Indexed: 12/17/2024]
Abstract
Despite advances in multimodality therapy, including surgery, chemotherapy, radiation therapy and chemoradiation, the fatality rate for esophageal cancer remains high. Specifically, Fusobacterium nucleatum, due to its aggregation capacity, has shown a tendency to form biofilms. The biofilm-forming capabilities of microbial communities are of utmost importance in the context of cancer treatment, as they have been shown to drive significant losses in the efficaciousness of various cancer treatments. Therefore, elucidating the dynamics of F. nucleatum will be important for the development of effective treatments for esophageal cancer. Therefore, this review summarizes the current knowledge of F. nucleatum, its involvement in cancer and its impact on chemotherapy and radiation therapy. In conclusion, further research on the role of F. nucleatum is essential for the continued advancement of the treatment of esophageal cancer and patient care.
Collapse
Affiliation(s)
- Manato Ohsawa
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Hiromi Nishi
- Department of General Dentistry, Hiroshima University Hospital, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Manabu Emi
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Toru Yoshikawa
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Yoichi Hamai
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Yuta Ibuki
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Tomoaki Kurokawa
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Ryosuke Hirohata
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Nao Kitasaki
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Miki Kawada-Matsuo
- Department of Bacteriology, Hiroshima University Graduate School of Biomedical and Health Sciences, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Hitoshi Komatsuzawa
- Department of Bacteriology, Hiroshima University Graduate School of Biomedical and Health Sciences, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Hiroyuki Kawaguchi
- Department of General Dentistry, Hiroshima University Hospital, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| | - Morihito Okada
- Department of Surgical Oncology, Hiroshima University, 1-2-3-Kasumi, Minami-ku, Hiroshima City, Hiroshima 734-0037, Japan
| |
Collapse
|
24
|
Gibbs RJ, Chambers AC, Hill DJ. The emerging role of Fusobacteria in carcinogenesis. Eur J Clin Invest 2024; 54 Suppl 2:e14353. [PMID: 39674881 DOI: 10.1111/eci.14353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Accepted: 11/04/2024] [Indexed: 12/17/2024]
Abstract
The Fusobacterium genus comprises Gram-negative, obligate anaerobic bacteria that typically reside in the periodontium of the oral cavity, gastrointestinal tract, and female genital tract. The association of Fusobacterial spp. with colorectal tumours is widely accepted, with further evidence that this pathogen may also be implicated in the development of other malignancies. Fusobacterial spp. influence malignant cell behaviours and the tumour microenvironment in various ways, which can be related to the multiple surface adhesins expressed. These adhesins include Fap2 (fibroblast-activated protein 2), CpbF (CEACAM binding protein of Fusobacteria), FadA (Fusobacterium adhesin A) and FomA (Fusobacterial outer membrane protein A). This review outlines the influence of Fusobacteria in promoting cancer initiation and progression, impacts of therapeutic outcomes and discusses potential therapeutic interventions where appropriate.
Collapse
|
25
|
Wang E, Ren K, Wang X, Du S, Gao X, Niu W, Guan C, Liu X, Wu P, Liu C, Yu J, Song K. The close association of Muribaculum and PA (10:0/a-17:0) with the occurrence of pancreatic ductal adenocarcinoma and immunotherapy. Front Immunol 2024; 15:1505966. [PMID: 39676871 PMCID: PMC11638228 DOI: 10.3389/fimmu.2024.1505966] [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: 10/04/2024] [Accepted: 11/06/2024] [Indexed: 12/17/2024] Open
Abstract
Background Progress in immunotherapy for pancreatic ductal adenocarcinoma (PDAC) has been slow, yet the relationship between microorganisms and metabolites is crucial to PDAC development. This study compares the biliary microbiota and metabolomic profiles of PDAC patients with those of benign pancreatic disease patients to investigate PDAC pathogenesis and its relationship with immunotherapy. Methods A total of 27 patients were recruited, including 15 diagnosed with PDAC and 12 with benign pancreaticobiliary conditions, all of whom underwent surgical treatment. Intraoperative bile samples were collected and analyzed using 16S rRNA sequencing in conjunction with liquid chromatography-mass spectrometry (LC-MS). Multivariate statistical methods and correlation analyzes were employed to assess differences in microbial composition, structure, and function between malignant and benign pancreatic diseases. Additionally, a retrospective analysis was conducted on PDAC patients post-surgery regarding immunotherapy and its correlation with metabolic components. Results PDAC patients exhibited a significantly higher abundance of bile microbiota compared to controls, with notable differences in microbiota structure between the two groups (P < 0.05). At the genus level, Muribaculum was markedly enriched in the bile of PDAC patients and was strongly correlated with phosphatidic acid (PA) (10:0/a-17:0). Both of these components, along with the tumor marker CA199, formulated a predictor of PDAC. Furthermore, PA (10:0/a-17:0) demonstrated a strong correlation with PDAC immunotherapy outcomes (Rho: 0.758; P=0.011). Conclusion These findings suggest that the biliary microbiota and associated metabolites play a crucial role in the development of PDAC and may serve as potential predictive biomarkers and therapeutic targets for disease management.
Collapse
Affiliation(s)
- Enzhao Wang
- Department of Hepatobiliary and Pancreatic Surgery, Fuyang People’s Hospital, Fuyang, Anhui, China
| | - Kuiwu Ren
- Department of Hepatobiliary and Pancreatic Surgery, Fuyang People’s Hospital, Fuyang, Anhui, China
| | - Xiangyu Wang
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
| | - Sen Du
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
| | - Xiang Gao
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang People's Hospital of Anhui Medical University, Fuyang, Anhui, China
| | - Wang Niu
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
| | - Chenyue Guan
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
| | - Xue Liu
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
| | - Panpan Wu
- Department of Hepatobiliary and Pancreatic Surgery, Fuyang People’s Hospital, Fuyang, Anhui, China
| | - Chunlong Liu
- Department of Hepatobiliary and Pancreatic Surgery, Fuyang People’s Hospital, Fuyang, Anhui, China
| | - Jiangtao Yu
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang People's Hospital of Anhui Medical University, Fuyang, Anhui, China
| | - Kun Song
- Department of Hepatobiliary and Pancreatic Surgery, the Affiliated Fuyang Hospital of Bengbu Medical University, Fuyang, Anhui, China
| |
Collapse
|
26
|
Sono M, Iimori K, Nagao M, Ogawa S, Maruno T, Nakanishi Y, Anazawa T, Nagai K, Masui T, Mori H, Hosomi K, Kunisawa J, Yokota H, Tanaka Y, Ohno H, Hatano E, Fukuda A, Seno H. Reduction of butyrate-producing bacteria in the gut microbiome of Japanese patients with pancreatic cancer. Pancreatology 2024; 24:1031-1039. [PMID: 39256134 DOI: 10.1016/j.pan.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 08/11/2024] [Accepted: 09/02/2024] [Indexed: 09/12/2024]
Abstract
BACKGROUND The incidence of pancreatic cancer is on the rise, and its prognosis remains poor. Recent reports have established a link between the gut and oral microbiome and pancreatic cancer. However, the intricacies of this association within the Japanese population remain unclear. In this study, we investigated the gut and oral microbiomes of Japanese patients with pancreatic cancer, comparing them with those of healthy individuals. METHODS We recruited 30 patients with untreated pancreatic cancer and 18 healthy controls at Kyoto University Hospital (2018-2022). We performed a comprehensive 16S rRNA gene sequencing to analyze their gut and oral microbiomes. RESULTS Analysis revealed that the diversity of the gut and oral microbiomes of patients with pancreatic cancer was reduced compared to that of the healthy controls. Specifically, we observed an increase in the genus Streptococcus in both the gut and oral microbiomes and a significant decrease in several butyrate-producing bacteria in fecal samples. Moreover, bacteria such as Streptococcus mitis and Holdemanella biformis were present in pancreatic cancer tissues, suggesting that they might influence the carcinogenesis and progression of pancreatic cancer. CONCLUSIONS The gut and oral microbiome differed between patients with pancreatic cancer and healthy controls, with a notable decrease in butyrate-producing bacteria in the gut microbiome of the patients. This suggests that there may be a distinct microbial signature associated with pancreatic cancer in the Japanese population. Further studies are required to elucidate the microbiome's causal role in this cancer and help develop prognostic markers or targeted therapies.
Collapse
Affiliation(s)
- Makoto Sono
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Kei Iimori
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Munemasa Nagao
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Satoshi Ogawa
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Takahisa Maruno
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Yuki Nakanishi
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Takayuki Anazawa
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Kazuyuki Nagai
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Toshihiko Masui
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Hiroshi Mori
- Department of Informatics, National Institute of Genetics, 1111 Yata, Mishima, Shizuoka, 411-8540, Japan
| | - Koji Hosomi
- Laboratory of Vaccine Materials and Laboratory of Gut Environmental System, Microbial Research Center for Health and Medicine, National Institutes of Biomedical Innovation, Health and Nutrition (NIBIOHN), 7-6-8 Asagi, Ibaraki, Osaka, 567-0085, Japan
| | - Jun Kunisawa
- Laboratory of Vaccine Materials and Laboratory of Gut Environmental System, Microbial Research Center for Health and Medicine, National Institutes of Biomedical Innovation, Health and Nutrition (NIBIOHN), 7-6-8 Asagi, Ibaraki, Osaka, 567-0085, Japan
| | - Haruka Yokota
- Biofermin Pharmaceutical Co., Ltd., 7-3-4 Higashi-machi, Ibukidai, Nishi-ku, Kobe, 651-2242, Japan
| | - Yoshiki Tanaka
- Biofermin Pharmaceutical Co., Ltd., 7-3-4 Higashi-machi, Ibukidai, Nishi-ku, Kobe, 651-2242, Japan
| | - Hiroshi Ohno
- Biofermin Pharmaceutical Co., Ltd., 7-3-4 Higashi-machi, Ibukidai, Nishi-ku, Kobe, 651-2242, Japan
| | - Etsuro Hatano
- Division of Hepato-Biliary-Pancreatic Surgery and Transplantation, Department of Surgery, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| | - Akihisa Fukuda
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan.
| | - Hiroshi Seno
- Department of Gastroenterology and Hepatology, Kyoto University Graduate School of Medicine, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto, 606-8507, Japan
| |
Collapse
|
27
|
Akbari E, Epstein JB, Samim F. Unveiling the Hidden Links: Periodontal Disease, Fusobacterium Nucleatum, and Cancers. Curr Oncol Rep 2024; 26:1388-1397. [PMID: 39133417 DOI: 10.1007/s11912-024-01591-w] [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] [Accepted: 07/29/2024] [Indexed: 08/13/2024]
Abstract
PURPOSE OF REVIEW Fusobacterium nucleatum (F. nucleatum), an anaerobic, gram-negative microbe, commonly found in human dental biofilm and the gut flora. It has long been known to have a higher concentration in periodontal disease and has recently been implicated in both oral and distant cancers such as colorectal, gastrointestinal, esophageal, breast, pancreatic hepatocellular, and genitourinary cancers. However, the mechanism of its involvement in the development of cancer has not been fully discussed. This review aims to cover biological molecular and clinical aspects of F. nucleatum and cancers. RECENT FINDINGS Studies indicate F. nucleatum promotes tumor development through chronic inflammation, immune evasion, cell proliferation activation, and direct cell interactions, as in oral squamous cell carcinoma (OSCC). In colorectal cancer (CRC), F. nucleatum contributes to tumorigenesis through β-catenin signaling and NF-κB activation. It also induces autophagy, leading to chemoresistance in CRC and esophageal cancers, and enhances tumor growth and metastasis in breast cancer by reducing T-cell infiltration. F. nucleatum is linked to carcinogenesis and increased bacterial diversity in OSCC, with improved oral hygiene potentially preventing OSCC. F. nucleatum triggers cancer by causing mutations and epigenetic changes through cytokines and reactive oxygen species. It also promotes chemoresistance in CRC. F. nucleatum may potentially serve as a diagnostic tool in various cancers, with non-invasive detection methods available. Further investigation is needed to discover its potential in the diagnosis and treatment of OSCC and other cancers.
Collapse
Affiliation(s)
- Elahe Akbari
- Faculty of Dental Medicine and Oral Health, McGill University, Montreal, QC, Canada
| | - Joel B Epstein
- City of Hope Comprehensive Cancer Center, Duarte, CA, USA
- Cedars Sinai Health System, Los Angeles, CA, USA
| | - Firoozeh Samim
- Faculty of Dental Medicine and Oral Health, McGill University, Montreal, QC, Canada.
| |
Collapse
|
28
|
Lombardo C, Fazio R, Sinagra M, Gattuso G, Longo F, Lombardo C, Salmeri M, Zanghì GN, Loreto CAE. Intratumoral Microbiota: Insights from Anatomical, Molecular, and Clinical Perspectives. J Pers Med 2024; 14:1083. [PMID: 39590575 PMCID: PMC11595780 DOI: 10.3390/jpm14111083] [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: 10/01/2024] [Revised: 10/26/2024] [Accepted: 10/29/2024] [Indexed: 11/28/2024] Open
Abstract
The human microbiota represents a heterogeneous microbial community composed of several commensal, symbiotic, and even pathogenic microorganisms colonizing both the external and internal body surfaces. Despite the term "microbiota" being commonly used to identify microorganisms inhabiting the gut, several pieces of evidence suggest the presence of different microbiota physiologically colonizing other organs. In this context, several studies have also confirmed that microbes are integral components of tumor tissue in different types of cancer, constituting the so-called "intratumoral microbiota". The intratumoral microbiota is closely related to the occurrence and development of cancer as well as to the efficacy of anticancer treatments. Indeed, intratumoral microbiota can contribute to carcinogenesis and metastasis formation as some microbes can directly cause DNA damage, while others can induce the activation of proinflammatory responses or oncogenic pathways and alter the tumor microenvironment (TME). All these characteristics make the intratumoral microbiota an interesting topic to investigate for both diagnostic and prognostic purposes in order to improve the management of cancer patients. This review aims to gather the most recent data on the role of the intratumoral microbiota in cancer development, progression, and response to treatment, as well as its potential diagnostic and prognostic value.
Collapse
Affiliation(s)
- Claudia Lombardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Rosanna Fazio
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Marta Sinagra
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Giuseppe Gattuso
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Federica Longo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Cinzia Lombardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Mario Salmeri
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Guido Nicola Zanghì
- Department of General Surgery and Medical-Surgical Specialties, Policlinico-Vittorio Emanuele Hospital, University of Catania, 95123 Catania, Italy;
| | - Carla Agata Erika Loreto
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| |
Collapse
|
29
|
Petkevicius V, Lehr K, Kupcinskas J, Link A. Fusobacterium nucleatum: Unraveling its potential role in gastric carcinogenesis. World J Gastroenterol 2024; 30:3972-3984. [PMID: 39351058 PMCID: PMC11438658 DOI: 10.3748/wjg.v30.i35.3972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2024] [Revised: 08/09/2024] [Accepted: 08/27/2024] [Indexed: 09/13/2024] Open
Abstract
Fusobacterium nucleatum (F. nucleatum) is a Gram-negative anaerobic bacterium that plays a key role in the development of oral inflammation, such as periodontitis and gingivitis. In the last 10 years, F. nucleatum has been identified as a prevalent bacterium associated with colorectal adenocarcinoma and has also been linked to cancer progression, metastasis and poor disease outcome. While the role of F. nucleatum in colon carcinogenesis has been intensively studied, its role in gastric carcinogenesis is still poorly understood. Although Helicobacter pylori infection has historically been recognized as the strongest risk factor for the development of gastric cancer (GC), with recent advances in DNA sequencing technology, other members of the gastric microbial community, and F. nucleatum in particular, have received increasing attention. In this review, we summarize the existing knowledge on the involvement of F. nucleatum in gastric carcinogenesis and address the potential translational and clinical significance of F. nucleatum in GC.
Collapse
Affiliation(s)
- Vytenis Petkevicius
- Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas 44307, Lithuania
| | - Konrad Lehr
- Department of Gastroenterology, Hepatology and Infectious Diseases, Otto-von-Guericke University Hospital, Magdeburg 39120, Germany
| | - Juozas Kupcinskas
- Department of Gastroenterology, Lithuanian University of Health Sciences, Kaunas 44307, Lithuania
- Institute for Digestive Research, Lithuanian University of Health Sciences, Kaunas 50161, Lithuania
| | - Alexander Link
- Department of Gastroenterology, Hepatology and Infectious Diseases, Otto-von-Guericke University Hospital, Magdeburg 39120, Germany
| |
Collapse
|
30
|
Bystrom LT, Wolthers KR. New Electron-Transfer Chain to a Flavodiiron Protein in Fusobacterium nucleatum Couples Butyryl-CoA Oxidation to O 2 Reduction. Biochemistry 2024; 63:2352-2368. [PMID: 39206807 DOI: 10.1021/acs.biochem.4c00279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Fusobacterium nucleatum, a Gram-negative obligate anaerobe, is common to the oral microbiota, but the species is known to infect other sites of the body where it is associated with a range of pathologies. At present, little is known about the mechanisms by which F. nucleatum mitigates against oxidative and nitrosative stress. Inspection of the F. nucleatum subsp. polymorphum ATCC 10953 genome reveals that it encodes a flavodiiron protein (FDP; FNP2073) that is known in other organisms to reduce NO to N2O and/or O2 to H2O. FNP2073 is dicistronic with a gene encoding a multicomponent enzyme termed BCR for butyryl-CoA reductase. BCR is composed of a butyryl-CoA dehydrogenase domain (BCD), the C-terminal domain of the α-subunit of the electron-transfer flavoprotein (Etfα), and a rubredoxin domain. We show that BCR and the FDP form an α4β4 heterotetramic complex and use butyryl-CoA to selectively reduce O2 to H2O. The FAD associated with the Etfα domain (α-FAD) forms red anionic semiquinone (FAD•-), whereas the FAD present in the BCD domain (δ-FAD) forms the blue-neutral semiquinone (FADH•), indicating that both cofactors participate in one-electron transfers. This was confirmed in stopped-flow studies where the reduction of oxidized BCR with an excess of butyryl-CoA resulted in rapid (<1.6 ms) interflavin electron transfer evidenced by the formation of the FAD•-. Analysis of bacterial genomes revealed that the dicistron is present in obligate anaerobic gut bacteria considered to be beneficial by virtue of their ability to produce butyrate. Thus, BCR-FDP may help to maintain anaerobiosis in the colon.
Collapse
Affiliation(s)
- Liam T Bystrom
- Department of Chemistry, University of British Columbia, Okanagan Campus, 3247 University Way, Kelowna V1 V 1 V7, Canada
| | - Kirsten R Wolthers
- Department of Chemistry, University of British Columbia, Okanagan Campus, 3247 University Way, Kelowna V1 V 1 V7, Canada
| |
Collapse
|
31
|
Hu SW, Yang JJ, Lin YY. Global Research Trends in the Links between Periodontal Disease and Cancer: A Bibliometric Analysis. Pathogens 2024; 13:789. [PMID: 39338981 PMCID: PMC11435047 DOI: 10.3390/pathogens13090789] [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: 07/28/2024] [Revised: 08/28/2024] [Accepted: 09/11/2024] [Indexed: 09/30/2024] Open
Abstract
Both periodontal disease and cancer are prevalent conditions with significant impacts on individuals and society. Extensive research has suggested a potential link between these two diseases. This study conducted a bibliometric analysis using the Thomson Reuters Web of Science Core Collection database, focusing on publications from 2014 to 2023. The analysis included data extraction and examination of authors, affiliations, publication dates, journals, countries, citation counts, keywords, and the H-index. A total of 253 relevant articles were identified, showing an increasing trend in both publications and citations over the years. The analysis highlighted the most productive authors, institutions, and countries/regions, with Michaud DS and Abnet CC leading in the number of publications. Highly cited articles emphasized the role of specific oral microbiota, particularly F. nucleatum and P. gingivalis, in various cancers, suggesting their potential as diagnostic markers and therapeutic targets. Four key thematic clusters emerged from the keyword analysis: the broader health implications of periodontal disease, the microbiome's role in carcinogenesis, inflammation, and specific bacteria in cancer, and epidemiological methods in studying the disease-cancer association. This bibliometric analysis underscores the growing interest in the connection between periodontal disease and cancer. Future research should adopt interdisciplinary approaches, focus on large-scale microbiome studies and longitudinal research to understand the systemic effects of periodontal disease, identify cancer-associated bacterial profiles, and investigate the molecular mechanisms of bacterial carcinogenesis. Additionally, public health interventions aimed at improving oral hygiene and reducing cancer risk factors are recommended.
Collapse
Affiliation(s)
- Suh-Woan Hu
- Institute of Oral Sciences, College of Oral Medicine, Chung Shan Medical University, Taichung 40201, Taiwan; (S.-W.H.); (J.-J.Y.)
- Department of Stomatology, Chung Shan Medical University Hospital, Taichung 40201, Taiwan
| | - Jaw-Ji Yang
- Institute of Oral Sciences, College of Oral Medicine, Chung Shan Medical University, Taichung 40201, Taiwan; (S.-W.H.); (J.-J.Y.)
| | - Yuh-Yih Lin
- Institute of Oral Sciences, College of Oral Medicine, Chung Shan Medical University, Taichung 40201, Taiwan; (S.-W.H.); (J.-J.Y.)
- Department of Stomatology, Chung Shan Medical University Hospital, Taichung 40201, Taiwan
- School of Dentistry, College of Oral Medicine, Chung Shan Medical University, Taichung 40201, Taiwan
| |
Collapse
|
32
|
Cern A, Skoczen SL, Snapp KS, Hod A, Zilbersheid D, Bavli Y, Alon-Maimon T, Bachrach G, Wei X, Berman B, Yassour M, Cedrone E, Neun BW, Dobrovolskaia MA, Clogston JD, Stern ST, Barenholz Y. Nano-mupirocin as tumor-targeted antibiotic: Physicochemical, immunotoxicological and pharmacokinetic characterization, and effect on gut microbiome. J Control Release 2024; 373:713-726. [PMID: 39038544 PMCID: PMC11638845 DOI: 10.1016/j.jconrel.2024.07.045] [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: 03/06/2024] [Revised: 07/10/2024] [Accepted: 07/18/2024] [Indexed: 07/24/2024]
Abstract
Nano-mupirocin is a PEGylated nano-liposomal formulation of the antibiotic mupirocin, undergoing evaluation for treating infectious diseases and intratumor bacteria. Intratumoral microbiota play an important role in the regulation of tumor progression and therapeutic efficacy. However, antibiotic use to target intratumoral bacteria should be performed in a way that will not affect the gut microbiota, found to enable the efficacy of cancer treatments. Nano-mupirocin may offer such a selective treatment. Herein, we demonstrate the ability of Nano-mupirocin to successfully target tumor-residing Fusobacterium nucleatum without an immediate effect on the gut microbiome. In-depth characterization of this novel formulation was performed, and the main findings include: (i). the pharmacokinetic analysis of mupirocin administered as Nano-mupirocin vs mupirocin lithium (free drug) demonstrated that most of the Nano-mupirocin in plasma is liposome associated; (ii). microbiome analysis of rat feces showed no significant short-term difference between Nano-mupirocin, mupirocin lithium and controls; (iii). Nano-mupirocin was active against intratumoral F. nucleatum, a tumor promoting bacteria that accumulates in tumors of the AT3 mice model of breast cancer. These data suggest the ability of Nano-mupirocin to target tumor residing and promoting bacteria.
Collapse
Affiliation(s)
- Ahuva Cern
- Laboratory of Membrane and Liposome Research, Department of Biochemistry, The Hebrew University of Jerusalem, Israel.
| | - Sarah L Skoczen
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Kelsie S Snapp
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Atara Hod
- Laboratory of Membrane and Liposome Research, Department of Biochemistry, The Hebrew University of Jerusalem, Israel
| | - Daniel Zilbersheid
- Laboratory of Membrane and Liposome Research, Department of Biochemistry, The Hebrew University of Jerusalem, Israel
| | - Yaelle Bavli
- Laboratory of Membrane and Liposome Research, Department of Biochemistry, The Hebrew University of Jerusalem, Israel
| | - Tamar Alon-Maimon
- The Institute of Dental Sciences, The Hebrew University-Hadassah School of Dental Medicine, Jerusalem, Israel
| | - Gilad Bachrach
- The Institute of Dental Sciences, The Hebrew University-Hadassah School of Dental Medicine, Jerusalem, Israel
| | - Xiaohui Wei
- School of Pharmacy, Shanghai Jiao Tong University, China
| | - Bella Berman
- Microbiology & Molecular Genetics Department, Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Moran Yassour
- Microbiology & Molecular Genetics Department, Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel; The Rachel and Selim Benin School of Computer Science and Engineering, The Hebrew University of Jerusalem, Jerusalem, Israel
| | - Edward Cedrone
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Barry W Neun
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Marina A Dobrovolskaia
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Jeffrey D Clogston
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Stephan T Stern
- Nanotechnology Characterization Laboratory, Cancer Research Technology Program, Frederick National Laboratory for Cancer Research sponsored by the National Cancer Institute, Frederick, MD, USA
| | - Yechezkel Barenholz
- Laboratory of Membrane and Liposome Research, Department of Biochemistry, The Hebrew University of Jerusalem, Israel
| |
Collapse
|
33
|
Nakano S, Kasai M, Nakamura K, Akasaka T, Yoshida Y, Suzuki S, Ohiro Y, Hasebe A. Epithelial-mesenchymal transition in oral cancer cells induced by prolonged and persistent Fusobacterium nucleatum stimulation. J Oral Biosci 2024; 66:594-604. [PMID: 38782256 DOI: 10.1016/j.job.2024.05.006] [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: 02/05/2024] [Revised: 05/15/2024] [Accepted: 05/15/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVES Several studies have reported the effects of Fusobacterium nucleatum stimulation on oral cancer cells. However, given that these studies typically span a stimulation period of three days to eight days, the in vitro studies conducted to date may not fully mimic the oral cancer environment, which involves constant exposure to oral commensal bacteria. This study aimed to elucidate the effects of prolonged and persistent Fusobacterium nucleatum infection on oral cancer cells. METHODS Human tongue squamous cell carcinoma (SCC) cells were continuously stimulated with Fusobacterium nucleatum for two or four weeks, then experimentally evaluated. RESULTS Prolonged, persistent Fusobacterium nucleatum stimulation increased the cells' proliferative, invasive, and migratory capacities, decreased their expression of epithelial markers, and increased their expression of mesenchymal markers progressively with time. The cells also adopted a spindle-shaped morphology and cell-to-cell contact dependence was progressively lost, suggesting time-dependent occurrence of epithelial-mesenchymal transition. Furthermore, mRNA levels of CD44, a cancer stem cell marker, were time-dependently upregulated. When SCC cells were stimulated with Fusobacterium nucleatum for four weeks in the presence of dexamethasone, Fusobacterium nucleatum induced epithelial-mesenchymal transition was inhibited. CONCLUSIONS Epithelial-mesenchymal transition in human tongue SCC cells was time-dependently induced by prolonged, persistent Fusobacterium nucleatum stimulation and inhibited by dexamethasone. Routine decontamination of the oral cavity may be crucial for controlling tumor invasion and metastasis.
Collapse
Affiliation(s)
- Shintaro Nakano
- Oral and Maxillofacial Surgery, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan; Oral Molecular Microbiology, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Machiko Kasai
- Oral Molecular Microbiology, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan; Orthodontics, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Keisuke Nakamura
- Oral Molecular Microbiology, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan; Oral Diagnosis and Medicine, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Tsukasa Akasaka
- Biomaterials and Bioengineering, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Yasuhiro Yoshida
- Biomaterials and Bioengineering, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Shiho Suzuki
- Oral Molecular Microbiology, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Yoichi Ohiro
- Oral and Maxillofacial Surgery, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan
| | - Akira Hasebe
- Oral Molecular Microbiology, Faculty of Dental Medicine and Graduate School of Dental Medicine, Hokkaido University, Sapporo, Japan.
| |
Collapse
|
34
|
Zhao L, Kan Y, Wang L, Pan J, Li Y, Zhu H, Yang Z, Xiao L, Fu X, Peng F, Ren H. Roles of long non‑coding RNA SNHG16 in human digestive system cancer (Review). Oncol Rep 2024; 52:106. [PMID: 38940337 PMCID: PMC11234248 DOI: 10.3892/or.2024.8765] [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: 05/23/2023] [Accepted: 04/26/2024] [Indexed: 06/29/2024] Open
Abstract
The incidence of tumors in the human digestive system is relatively high, including esophageal cancer, liver cancer, pancreatic cancer, gastric cancer and colorectal cancer. These malignancies arise from a complex interplay of environmental and genetic factors. Among them, long non‑coding RNAs (lncRNAs), which cannot be translated into proteins, serve an important role in the development, progression, migration and prognosis of tumors. Small nucleolar RNA host gene 16 (SNHG16) is a typical lncRNA, and its relationship with digestive system tumors has been widely explored. The prevailing hypothesis suggests that the principal molecular mechanism of SNHG16 in digestive system tumors involves it functioning as a competitive endogenous RNA that interacts with other proteins, regulates various genes and influences a downstream target molecule. The present review summarizes recent research on the relationship between SNHG16 and numerous types of digestive system cancer, encompassing its biological functions, underlying mechanisms and potential clinical implications. Furthermore, it outlines the association between SNHG16 expression and pertinent risk factors, such as smoking, infection and diet. The present review indicated the promise of SNHG16 as a potential biomarker and therapeutic target in human digestive system cancer.
Collapse
Affiliation(s)
- Lujie Zhao
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Yuling Kan
- Central Laboratory of Binzhou People's Hospital, Binzhou, Shandong 256600, P.R. China
| | - Lu Wang
- School of Clinical Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Jiquan Pan
- School of Clinical Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Yun Li
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Haiyan Zhu
- Department of Medical Oncology, Weifang People's Hospital, Weifang, Shandong 261000, P.R. China
- Department of Medical Oncology, The First Affiliated Hospital of Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Zhongfa Yang
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Lin Xiao
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Xinhua Fu
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Fujun Peng
- School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
- Weifang Key Laboratory of Collaborative Innovation of Intelligent Diagnosis and Treatment and Molecular Diseases, School of Basic Medical Sciences, Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| | - Haipeng Ren
- Department of Medical Oncology, Weifang People's Hospital, Weifang, Shandong 261000, P.R. China
- Department of Medical Oncology, The First Affiliated Hospital of Shandong Second Medical University, Weifang, Shandong 261053, P.R. China
| |
Collapse
|
35
|
Si Y, Huang Z, Fang Z, Yuan Z, Huang Z, Li Y, Wei Y, Wu F, Yao YF. Global-local aware Heterogeneous Graph Contrastive Learning for multifaceted association prediction in miRNA-gene-disease networks. Brief Bioinform 2024; 25:bbae443. [PMID: 39256197 PMCID: PMC11387071 DOI: 10.1093/bib/bbae443] [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: 03/03/2024] [Revised: 08/11/2024] [Accepted: 08/30/2024] [Indexed: 09/12/2024] Open
Abstract
Unraveling the intricate network of associations among microRNAs (miRNAs), genes, and diseases is pivotal for deciphering molecular mechanisms, refining disease diagnosis, and crafting targeted therapies. Computational strategies, leveraging link prediction within biological graphs, present a cost-efficient alternative to high-cost empirical assays. However, while plenty of methods excel at predicting specific associations, such as miRNA-disease associations (MDAs), miRNA-target interactions (MTIs), and disease-gene associations (DGAs), a holistic approach harnessing diverse data sources for multifaceted association prediction remains largely unexplored. The limited availability of high-quality data, as vitro experiments to comprehensively confirm associations are often expensive and time-consuming, results in a sparse and noisy heterogeneous graph, hindering an accurate prediction of these complex associations. To address this challenge, we propose a novel framework called Global-local aware Heterogeneous Graph Contrastive Learning (GlaHGCL). GlaHGCL combines global and local contrastive learning to improve node embeddings in the heterogeneous graph. In particular, global contrastive learning enhances the robustness of node embeddings against noise by aligning global representations of the original graph and its augmented counterpart. Local contrastive learning enforces representation consistency between functionally similar or connected nodes across diverse data sources, effectively leveraging data heterogeneity and mitigating the issue of data scarcity. The refined node representations are applied to downstream tasks, such as MDA, MTI, and DGA prediction. Experiments show GlaHGCL outperforming state-of-the-art methods, and case studies further demonstrate its ability to accurately uncover new associations among miRNAs, genes, and diseases. We have made the datasets and source code publicly available at https://github.com/Sue-syx/GlaHGCL.
Collapse
Affiliation(s)
- Yuxuan Si
- Department of Ophthalmology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, East Qingchun Road, 310016 Zhejiang, China
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Zihan Huang
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Zhengqing Fang
- Department of Ophthalmology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, East Qingchun Road, 310016 Zhejiang, China
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Zhouhang Yuan
- Department of Ophthalmology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, East Qingchun Road, 310016 Zhejiang, China
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Zhengxing Huang
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Yingming Li
- College of Information Science and Electronic Engineering, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Ying Wei
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Fei Wu
- College of Computer Science and Technology, Zhejiang University, 38 Zheda Road, 310027 Zhejiang, China
| | - Yu-Feng Yao
- Department of Ophthalmology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, East Qingchun Road, 310016 Zhejiang, China
- Department of Ophthalmology, The Fourth Affiliated Hospital of Soochow University, 215000 Suzhou, China
| |
Collapse
|
36
|
Galaski J, Rishiq A, Liu M, Bsoul R, Bergson A, Lux R, Bachrach G, Mandelboim O. Fusobacterium nucleatum subsp. nucleatum RadD binds Siglec-7 and inhibits NK cell-mediated cancer cell killing. iScience 2024; 27:110157. [PMID: 38952680 PMCID: PMC11215305 DOI: 10.1016/j.isci.2024.110157] [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: 11/10/2023] [Revised: 04/23/2024] [Accepted: 05/28/2024] [Indexed: 07/03/2024] Open
Abstract
Fusobacterium nucleatum is an oral commensal bacterium that can colonize extraoral tumor entities, such as colorectal cancer and breast cancer. Recent studies revealed its ability to modulate the immune response in the tumor microenvironment (TME), promoting cancer progression and metastasis. Importantly, F. nucleatum subsp. animalis was shown to bind to Siglec-7 via lipopolysaccharides, leading to a pro-inflammatory profile in human monocyte-derived dendritic cells. In this study, we show that F. nucleatum subsp. nucleatum RadD binds to Siglec-7 on NK cells, thereby inhibiting NK cell-mediated cancer cell killing. We demonstrate that this binding is dependent on arginine residue R124 in Siglec-7. Finally, we determine that this binding is independent of the known interaction of RadD with IgA. Taken together, our findings elucidate the targeting of Siglec-7 by F. nucleatum subsp. nucleatum RadD as a means to modulate the NK cell response and potentially promoting immune evasion and tumor progression.
Collapse
Affiliation(s)
- Johanna Galaski
- The Concern Foundation Laboratories at the Lautenberg Center for General and Tumor Immunology, Department of Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), Faculty of Medicine, The Hebrew University Medical School, Jerusalem, Israel
- I. Department of Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
- Institute of Medical Microbiology and Hygiene, Medical Centre University of Freiburg, Freiburg, Germany
| | - Ahmed Rishiq
- The Concern Foundation Laboratories at the Lautenberg Center for General and Tumor Immunology, Department of Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), Faculty of Medicine, The Hebrew University Medical School, Jerusalem, Israel
| | - Mingdong Liu
- The Concern Foundation Laboratories at the Lautenberg Center for General and Tumor Immunology, Department of Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), Faculty of Medicine, The Hebrew University Medical School, Jerusalem, Israel
| | - Reem Bsoul
- The Institute of Dental Sciences, The Hebrew University-Hadassah School of Dental Medicine, Jerusalem, Israel
| | - Almog Bergson
- The Concern Foundation Laboratories at the Lautenberg Center for General and Tumor Immunology, Department of Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), Faculty of Medicine, The Hebrew University Medical School, Jerusalem, Israel
| | - Renate Lux
- Section of Periodontics, Division of Constitutive & Regenerative Sciences, UCLA School of Dentistry, Los Angeles, CA 90095, USA
| | - Gilad Bachrach
- The Institute of Dental Sciences, The Hebrew University-Hadassah School of Dental Medicine, Jerusalem, Israel
| | - Ofer Mandelboim
- The Concern Foundation Laboratories at the Lautenberg Center for General and Tumor Immunology, Department of Immunology and Cancer Research, Institute for Medical Research Israel Canada (IMRIC), Faculty of Medicine, The Hebrew University Medical School, Jerusalem, Israel
| |
Collapse
|
37
|
Yu LC, Li YP, Xin YM, Mao M, Pan YX, Qu YX, Luo ZD, Zhang Y, Zhang X. Application of Fusobacterium nucleatum as a biomarker in gastrointestinal malignancies. World J Gastrointest Oncol 2024; 16:2271-2283. [PMID: 38994170 PMCID: PMC11236247 DOI: 10.4251/wjgo.v16.i6.2271] [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: 12/20/2023] [Revised: 04/08/2024] [Accepted: 04/28/2024] [Indexed: 06/13/2024] Open
Abstract
The morbidity and mortality of gastrointestinal (GI) malignancies are among the highest in the world, posing a serious threat to human health. Because of the insidious onset of the cancer, it is difficult for patients to be diagnosed at an early stage, and it rapidly progresses to an advanced stage, resulting in poor treatment and prognosis. Fusobacterium nucleatum (F. nucleatum) is a gram-negative, spore-free anaerobic bacterium that primarily colonizes the oral cavity and is implicated in the development of colorectal, esophageal, gastric, and pancreatic cancers via various intricate mechanisms. Recent development in novel research suggests that F. nucleatum may function as a biomarker in GI malignancies. Detecting the abundance of F. nucleatum in stool, saliva, and serum samples of patients may aid in the diagnosis, risk assessment, and prognosis monitoring of GI malignancies. This editorial systematically describes the biological roles and mechanisms of F. nucleatum in GI malignancies focusing on the application of F. nucleatum as a biomarker in the diagnosis and prognosis of GI malignancies to promote the clinical translation of F. nucleatum and GI tumors-related research.
Collapse
Affiliation(s)
- Long-Chen Yu
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Ya-Ping Li
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Yue-Ming Xin
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Mai Mao
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Ya-Xin Pan
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Yi-Xuan Qu
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Zheng-Dong Luo
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Yi Zhang
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| | - Xin Zhang
- Department of Clinical Laboratory, Qilu Hospital of Shandong University, Shandong Engineering Research Center of Biomarker and Artificial Intelligence Application, Jinan 250012, Shandong Province, China
| |
Collapse
|
38
|
Acharya S, Hegde U, Acharya AB, Nitin P. Dysbiosis linking periodontal disease and oral squamous cell carcinoma-A brief narrative review. Heliyon 2024; 10:e32259. [PMID: 38947439 PMCID: PMC11214465 DOI: 10.1016/j.heliyon.2024.e32259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2024] [Revised: 05/12/2024] [Accepted: 05/30/2024] [Indexed: 07/02/2024] Open
Abstract
An association between periodontal disease and oral squamous cell carcinoma (OSCC) has been recognized. However, there is no causal relationship between the two. The polymicrobial etiology of periodontal disease is confirmed, and so are the proven etiological factors for OSCC. Inflammation lies at the core of periodontal pathogenesis induced by the putative microbes. OSCC has inflammatory overtures in its pathobiology. Bacterial species involved in periodontal disease have been extensively documented and validated. The microbial profile in OSCC has been explored with no specific conclusions. The scientific reasoning to link a common microbial signature that connects periodontal disease to OSCC has led to many studies but has not provided conclusive evidence. Therefore, it would be beneficial to know the status of any plausible microbiota having a similarity in periodontal disease and OSCC. This brief review attempted to clarify the existence of a dysbiotic "fingerprint" that may link these two diseases. The review examined the literature with a focused objective of identifying periodontal microbial profiles in OSCC that could provide insights into pathogen commonality. The review concluded that there is great diversity in microbial association, but important bacterial species that correlate with periodontal disease and OSCC are forthcoming.
Collapse
Affiliation(s)
- Swetha Acharya
- Department of Oral Pathology, JSS Dental College and Hospital, JSS Academy of Higher Education and Research (JSSAHER), Mysuru, 570004, Karnataka, India
| | - Usha Hegde
- Department of Oral Pathology, JSS Dental College and Hospital, JSS Academy of Higher Education and Research (JSSAHER), Mysuru, 570004, Karnataka, India
| | - Anirudh B. Acharya
- Department of Preventive and Restorative Dentistry, College of Dental Medicine, University of Sharjah, Sharjah, United Arab Emirates
| | - Priyanka Nitin
- Department of Oral Pathology, JSS Dental College and Hospital, JSS Academy of Higher Education and Research (JSSAHER), Mysuru, 570004, Karnataka, India
| |
Collapse
|
39
|
Xiong J, Liu H, Li C, Li Y, Feng J. Linking periodontitis with 20 cancers, emphasis on oropharyngeal cancer: a Mendelian randomization analysis. Sci Rep 2024; 14:12511. [PMID: 38822160 PMCID: PMC11143368 DOI: 10.1038/s41598-024-63447-4] [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: 04/15/2024] [Accepted: 05/29/2024] [Indexed: 06/02/2024] Open
Abstract
While associations between periodontitis and an elevated risk of cancer have been suggested, the results of existing observational studies have been inconsistent, also leaving room for further investigation into the underlying mechanisms. This study was designed to delve into the possible causal link between periodontitis and 20 standard cancers while concurrently identifying potential mediators. We initiated a Mendelian randomization analysis that drew from either publicly accessible or personally obtained genome-wide association study (GWAS) datasets. The inverse variance weighting (IVW) method served as our primary tool for analysis. To ensure the strength and consistency of our results, we implemented additional strategies, including weighted median, weighted mode, MR-Egger regression, and MR pleiotropy residual sum and outlier (MR-PRESSO), bolstered by funnel plots. Our analysis unveiled an elevated risk of head and neck cancer concomitant with periodontitis (p = 0.041, OR 0.999, 95% CI 0.999-1.000), specifically a heightened risk of oropharyngeal cancer (p = 0.022, OR 0.999, 95% CI 0.999-1.000). As a result of probing into potential mediators, Fusobacterium nucleatum emerged as a likely intermediary in the promoting effect of periodontitis on oropharyngeal cancer (p = 0.021, OR 0.999, 95% CI 0.998-1.000). Inversely, basal cell carcinoma and endometrial cancer demonstrated an association with an increased incidence of periodontitis (basal cell carcinoma: p = 0.020, OR 0.987, 95% CI 0.976-0.998; endometrial cancer: p = 0.027, OR 0.984, 95% CI 0.970-0.998). However, periodontitis exerted no significant causal impact on the 19 other common cancers or the three subtypes of head and neck cancer. To conclude, our results support the theory that periodontitis contributes to an enhanced risk of head and neck cancer, particularly oropharyngeal cancer, with Fusobacterium nucleatum functioning as a potential intermediary.
Collapse
Affiliation(s)
- Jun Xiong
- Department of Stomatology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hao Liu
- Stomatological Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Key Laboratory of Oral Diseases, Chongqing, China
- Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing, China
| | - Conghua Li
- Stomatological Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Key Laboratory of Oral Diseases, Chongqing, China
- Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing, China
| | - Yong Li
- Stomatological Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Key Laboratory of Oral Diseases, Chongqing, China
- Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing, China
| | - Jiali Feng
- Stomatological Hospital of Chongqing Medical University, Chongqing, China.
- Chongqing Key Laboratory of Oral Diseases, Chongqing, China.
- Chongqing Municipal Key Laboratory of Oral Biomedical Engineering of Higher Education, Chongqing, China.
| |
Collapse
|
40
|
de Deus A, Gonçalves G, da Silva J, de Jesus LC, Azevedo-Santos APS, Dall Agnol H, Pereira SR. Microbiome reveals inflammatory-related bacteria and putative functional pathways involved in human papillomavirus-associated penile squamous cell carcinoma. Andrology 2024; 12:809-820. [PMID: 37840240 DOI: 10.1111/andr.13545] [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: 04/24/2023] [Revised: 09/07/2023] [Accepted: 10/03/2023] [Indexed: 10/17/2023]
Abstract
BACKGROUND Penile squamous cell carcinoma (PSCC) is a rare disease that is more prevalent in developing countries, such as Brazil, and is linked to poor genital hygiene, which promotes the proliferation of microorganisms. Dysbiosis has an effect on the local immune response, increases the risk of viral infection, and can generate inflammatory processes. Current knowledge of the microbiota found in penile tissues is limited, and the bacterial diversity of the PSCC remains unknown. In this investigation, the microbiota associated with penile cancer and its potential role in tumor development and progression were identified. METHODS The 16S rRNA gene was analyzed by next-generation sequencing in 19 tumors and their respective non-tumor adjacent tissues to perform taxonomic classification, analysis of core microbiome, abundance, and diversity of amplicon sequence variants (ASVs) (QIIME2 v.2020.2), and in silico functional prediction (PICRUST2, p < 0.05). RESULTS In both tissues, the phyla Proteobacteria and Firmicutes, and genera Alcaligenes and Fusobaterium, were the most prevalent. Tumors presented a greater relative abundance of Fusobacteriota, Campilobacteria, and Fusobacterium (p = 0.04, p = 0.04, and p = 0.039, respectively). In addition, the beta diversity analysis revealed a tendency for the formation of two distinct groups when only advanced tumors (pT2 and pT3) were considered. Further, the functional analysis identified the top 35 pathways, and 79.5% of PSCC samples contained pro-inflammatory microorganisms. CONCLUSION We describe the first microbiome of penile carcinoma, which revealed an abundant and diverse microbiota as well as inflammatory-related taxa (the phyla Proteobacteria and Firmicutes, the genera Fusobacterium and Prevotella, and the species Finegoldia magma and Pseudomonas geniculata) and molecular pathways (chitin derivates degradation, the protocatechuic acid pathway, inositol metabolism, and the sucrose pathway), which have also been linked to inflammation and carcinogenesis. Moreover, we found specific and abundant ASVs in both tumor and non-tumor tissues. Our data encourage further study to better understand the role of these microorganisms in penile carcinogenesis, offering an opportunity for advances in diagnosis, prognosis, and early therapy.
Collapse
Affiliation(s)
- Amanda de Deus
- Postgraduate Program in Health Science, Federal University of Maranhão, São Luís, Brazil
- Laboratory of Genetics and Molecular Biology, Department of Biology, Federal University of Maranhão, São Luís, Brazil
| | - Gabriele Gonçalves
- Laboratory of Genetics and Molecular Biology, Department of Biology, Federal University of Maranhão, São Luís, Brazil
| | - Jenilson da Silva
- Postgraduate Program in Health Science, Federal University of Maranhão, São Luís, Brazil
- Laboratory of Genetics and Molecular Biology, Department of Biology, Federal University of Maranhão, São Luís, Brazil
| | - Luís Cláudio de Jesus
- Department of Genetics, Ecology, and Evolution, Federal University of Minas Gerais, Belo Horizonte, Brazil
| | | | - Hivana Dall Agnol
- Laboratory of Genetics and Molecular Biology, Department of Biology, Federal University of Maranhão, São Luís, Brazil
- Department of Pathology, Federal University of Maranhão, São Luís, Brazil
| | - Silma Regina Pereira
- Laboratory of Genetics and Molecular Biology, Department of Biology, Federal University of Maranhão, São Luís, Brazil
| |
Collapse
|
41
|
Boicean A, Ichim C, Todor SB, Anderco P, Popa ML. The Importance of Microbiota and Fecal Microbiota Transplantation in Pancreatic Disorders. Diagnostics (Basel) 2024; 14:861. [PMID: 38732276 PMCID: PMC11082979 DOI: 10.3390/diagnostics14090861] [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: 04/02/2024] [Revised: 04/16/2024] [Accepted: 04/18/2024] [Indexed: 05/13/2024] Open
Abstract
The role of the intestinal microbiota in the diagnosis and treatment of pancreatic diseases is increasingly significant. Consequently, fecal microbiota transplantation (FMT) is emerging as a promising therapeutic avenue for various pancreatic disorders, including cancer, pancreatitis, and type 1 diabetes (T1D). This innovative procedure entails transferring gut microbiota from healthy donors to individuals affected by pancreatic ailments with the potential to restore intestinal balance and alleviate associated symptoms. FMT represents a pioneering approach to improve patient outcomes in pancreatic diseases, offering tailored treatments customized to individual microbiomes and specific conditions. Recent research highlights the therapeutic benefits of targeting the gut microbiota for personalized interventions in pancreatic disorders. However, a comprehensive understanding of the intricate interplay between gut microbiota and pancreatic physiology warrants further investigation. The necessity for additional studies and research endeavors remains crucial, especially in elucidating both adult and pediatric cases affected by pathological pancreatic conditions.
Collapse
Affiliation(s)
| | - Cristian Ichim
- Faculty of Medicine, Lucian Blaga University of Sibiu, 550169 Sibiu, Romania; (A.B.); (S.B.T.); (P.A.); (M.L.P.)
| | | | | | | |
Collapse
|
42
|
Zhao F, Chen A, Wu X, Deng X, Yang J, Xue J. Heterogeneous changes in gut and tumor microbiota in patients with pancreatic cancer: insights from clinical evidence. BMC Cancer 2024; 24:478. [PMID: 38622651 PMCID: PMC11020926 DOI: 10.1186/s12885-024-12202-z] [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: 10/31/2023] [Accepted: 03/28/2024] [Indexed: 04/17/2024] Open
Abstract
BACKGROUND Pancreatic cancer is the foremost contributor to cancer-related deaths globally, and its prevalence continues to rise annually. Nevertheless, the underlying mechanisms behind its development remain unclear and necessitate comprehensive investigation. METHODS In this study, a total of 29 fresh stool samples were collected from patients diagnosed with pancreatic cancer. The gut microbial data of healthy controls were obtained from the SRA database (SRA data number: SRP150089). Additionally, 28 serum samples and diseased tissues were collected from 14 patients with confirmed pancreatic cancer and 14 patients with chronic pancreatitis. Informed consent was obtained from both groups of patients. Microbial sequencing was performed using 16s rRNA. RESULTS The results showed that compared with healthy controls, the species abundance index of intestinal flora in patients with pancreatic cancer was increased (P < 0.05), and the number of beneficial bacteria at the genus level was reduced (P < 0.05). Compared with patients with chronic pancreatitis, the expression levels of CA242 and CA199 in the serum of patients with pancreatic cancer were increased (P < 0.05). The bacterial richness index of tumor microorganisms in patients with pancreatic cancer increased, while the diversity index decreased(P < 0.05). Furthermore, there was a change in the species composition at the genus level. Additionally, the expression level of CA242 was found to be significantly positively correlated with the relative abundance of Acinetobacter(P < 0.05). CONCLUSION Over all, the expression levels of serum tumor markers CA242 and CA19-9 in patients with pancreatic cancer are increased, while the beneficial bacteria in the intestine and tumor microenvironment are reduced and pathogenic bacteria are increased. Acinetobacter is a specific bacterial genus highly expressed in pancreatic cancer tissue.
Collapse
Affiliation(s)
- Feng Zhao
- Department of Health Laboratory Technology, School of Public Health, Chongqing Medical University, No. 55, Daxuecheng Middle Road, ShaPingBa District, 400016, Chongqing, People's Republic of China
| | - Anli Chen
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, 401331, Chongqing, People's Republic of China
| | - Xiaotian Wu
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, 401331, Chongqing, People's Republic of China
| | - Xiangyu Deng
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, 401331, Chongqing, People's Republic of China
| | - Jiali Yang
- Institute of Hepatopancreatobiliary Surgery, Chongqing General Hospital, 401147, Chongqing, People's Republic of China.
| | - Jianjiang Xue
- Department of Health Laboratory Technology, School of Public Health, Chongqing Medical University, No. 55, Daxuecheng Middle Road, ShaPingBa District, 400016, Chongqing, People's Republic of China.
- Department of Clinical Laboratory, University-Town Hospital of Chongqing Medical University, 401331, Chongqing, People's Republic of China.
| |
Collapse
|
43
|
Saba E, Farhat M, Daoud A, Khashan A, Forkush E, Menahem NH, Makkawi H, Pandi K, Angabo S, Kawasaki H, Plaschkes I, Parnas O, Zamir G, Atlan K, Elkin M, Katz L, Nussbaum G. Oral bacteria accelerate pancreatic cancer development in mice. Gut 2024; 73:770-786. [PMID: 38233197 DOI: 10.1136/gutjnl-2023-330941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 12/28/2023] [Indexed: 01/19/2024]
Abstract
OBJECTIVE Epidemiological studies highlight an association between pancreatic ductal adenocarcinoma (PDAC) and oral carriage of the anaerobic bacterium Porphyromonas gingivalis, a species highly linked to periodontal disease. We analysed the potential for P. gingivalis to promote pancreatic cancer development in an animal model and probed underlying mechanisms. DESIGN We tracked P. gingivalis bacterial translocation from the oral cavity to the pancreas following administration to mice. To dissect the role of P. gingivalis in PDAC development, we administered bacteria to a genetically engineered mouse PDAC model consisting of inducible acinar cell expression of mutant Kras (Kras +/LSL-G12D; Ptf1a-CreER, iKC mice). These mice were used to study the cooperative effects of Kras mutation and P. gingivalis on the progression of pancreatic intraepithelial neoplasia (PanIN) to PDAC. The direct effects of P. gingivalis on acinar cells and PDAC cell lines were studied in vitro. RESULTS P. gingivalis migrated from the oral cavity to the pancreas in mice and can be detected in human PanIN lesions. Repetitive P. gingivalis administration to wild-type mice induced pancreatic acinar-to-ductal metaplasia (ADM), and altered the composition of the intrapancreatic microbiome. In iKC mice, P. gingivalis accelerated PanIN to PDAC progression. In vitro, P. gingivalis infection induced acinar cell ADM markers SOX9 and CK19, and intracellular bacteria protected PDAC cells from reactive oxygen species-mediated cell death resulting from nutrient stress. CONCLUSION Taken together, our findings demonstrate a causal role for P. gingivalis in pancreatic cancer development in mice.
Collapse
Affiliation(s)
- Elias Saba
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Maria Farhat
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Alaa Daoud
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Arin Khashan
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Esther Forkush
- Gastroenterology, Hadassah Medical Center, Jerusalem, Israel
| | - Noam Hallel Menahem
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Hasnaa Makkawi
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Karthikeyan Pandi
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Sarah Angabo
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| | - Hiromichi Kawasaki
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
- Central Research Institute, Wakunaga Pharmaceutical Co Ltd, Koda-cho, Akitakata-shi, Hiroshima, Japan
| | - Inbar Plaschkes
- Info-CORE, Bioinformatics Unit of the I-CORE, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Oren Parnas
- Immunology and Cancer Research, Hebrew University of Jerusalem, Jerusalem, Israel
| | - Gideon Zamir
- Experimental Surgery, Hebrew University Hadassah Medical School, Jerusalem, Israel
| | | | - Michael Elkin
- Oncology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Lior Katz
- Department of Gastroenterology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Gabriel Nussbaum
- Institute of Biomedical and Oral Research, Hebrew University-Hadassah, Jerusalem, Israel
| |
Collapse
|
44
|
Li L, Chandra V, McAllister F. Tumor-resident microbes: the new kids on the microenvironment block. Trends Cancer 2024; 10:347-355. [PMID: 38388213 PMCID: PMC11006566 DOI: 10.1016/j.trecan.2023.12.002] [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: 07/17/2023] [Revised: 12/05/2023] [Accepted: 12/08/2023] [Indexed: 02/24/2024]
Abstract
Tumor-resident microbes (TRM) are an integral component of the tumor microenvironment (TME). TRM can influence tumor growth, distant dissemination, and response to therapies by interfering with molecular pathways in tumor cells as well as with other components of the TME. Novel technologies are improving the identification and visualization of cell type-specific microbes in the TME. The mechanisms that mediate the role of TRM at the primary tumors and metastatic sites are being elucidated. This knowledge is providing novel perspectives for targeting microbes or using microbial interventions for cancer interception or therapy.
Collapse
Affiliation(s)
- Le Li
- Department of Clinical Cancer Prevention, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Vidhi Chandra
- Department of Clinical Cancer Prevention, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Florencia McAllister
- Department of Clinical Cancer Prevention, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Department of Gastrointestinal Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA; Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| |
Collapse
|
45
|
Márquez-Arrico CF, Silvestre FJ, Marquez-Arrico JE, Silvestre-Rangil J. Could Periodontitis Increase the Risk of Suffering from Pancreatic Cancer?-A Systematic Review. Cancers (Basel) 2024; 16:1257. [PMID: 38610935 PMCID: PMC11010905 DOI: 10.3390/cancers16071257] [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: 02/18/2024] [Revised: 03/18/2024] [Accepted: 03/21/2024] [Indexed: 04/14/2024] Open
Abstract
(1) Background: The relationship between periodontitis and systemic pathologies continues to grow. Recently, the presence of periodontal pathogens has been linked to an increased risk of pancreatic cancer (PC) and its mortality. Thus, a systematic review is needed to identify whether an association between the two diseases can be established. The objective of this review is to elucidate the mechanisms responsible for this association. (2) Methods: A systematic review was carried out using three databases (PubMed, Embase and Scopus) with the following keywords "Periodontitis AND pancreatic cancer". A total of 653 articles were retrieved; before selection and screening, the inclusion and exclusion criteria were defined, resulting in a total of 13 articles being included in the review. (3) Results: The increase in low-grade systemic inflammation, pH changes, and the cytotoxicity of certain periodontopathogenic bacteria were found in the scientific literature reviewed as mechanisms linking periodontitis with the risk of PC. (4) Conclusions: Through this systematic review, we have seen how periodontitis can be related to PC and how it worsens its prognosis. Knowing the behavior of periodontopathogenic bacteria and the influence they have on our immune and inflammatory system may help to achieve an interdisciplinary approach to both pathologies.
Collapse
Affiliation(s)
| | - Francisco Javier Silvestre
- Stomatology Department, University of Valencia, 46010 Valencia, Spain; (F.J.S.); (J.S.-R.)
- Doctor Peset University Hospital, University of Valencia, 46017 Valencia, Spain
| | - Julia Elena Marquez-Arrico
- Department of Clinical Psychology and Psychobiology, University of Barcelona, 08035 Barcelona, Spain;
- Institut de Neurociències, University of Barcelona, 08035 Barcelona, Spain
| | | |
Collapse
|
46
|
Ghosh SK, Man Y, Fraiwan A, Waters C, McKenzie C, Lu C, Pfau D, Kawsar H, Bhaskaran N, Pandiyan P, Jin G, Briggs F, Zender CC, Rezaee R, Panagakos F, Thuener JE, Wasman J, Tang A, Qari H, Wise-Draper T, McCormick TS, Madabhushi A, Gurkan UA, Weinberg A. Beta-defensin index: A functional biomarker for oral cancer detection. Cell Rep Med 2024; 5:101447. [PMID: 38442713 PMCID: PMC10983043 DOI: 10.1016/j.xcrm.2024.101447] [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: 06/28/2023] [Revised: 11/14/2023] [Accepted: 02/06/2024] [Indexed: 03/07/2024]
Abstract
There is an unmet clinical need for a non-invasive and cost-effective test for oral squamous cell carcinoma (OSCC) that informs clinicians when a biopsy is warranted. Human beta-defensin 3 (hBD-3), an epithelial cell-derived anti-microbial peptide, is pro-tumorigenic and overexpressed in early-stage OSCC compared to hBD-2. We validate this expression dichotomy in carcinoma in situ and OSCC lesions using immunofluorescence microscopy and flow cytometry. The proportion of hBD-3/hBD-2 levels in non-invasively collected lesional cells compared to contralateral normal cells, obtained by ELISA, generates the beta-defensin index (BDI). Proof-of-principle and blinded discovery studies demonstrate that BDI discriminates OSCC from benign lesions. A multi-center validation study shows sensitivity and specificity values of 98.2% (95% confidence interval [CI] 90.3-99.9) and 82.6% (95% CI 68.6-92.2), respectively. A proof-of-principle study shows that BDI is adaptable to a point-of-care assay using microfluidics. We propose that BDI may fulfill a major unmet need in low-socioeconomic countries where pathology services are lacking.
Collapse
Affiliation(s)
- Santosh K Ghosh
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA.
| | - Yuncheng Man
- Department of Mechanical and Aerospace Engineering, CWRU, Cleveland, OH, USA
| | - Arwa Fraiwan
- Department of Mechanical and Aerospace Engineering, CWRU, Cleveland, OH, USA
| | | | - Crist McKenzie
- Division of Hematology/Oncology, University of Cincinnati Cancer Center, Cincinnati, OH, USA
| | - Cheng Lu
- Center for Computational Imaging & Personalized Diagnostics, CWRU, Cleveland, OH, USA
| | - David Pfau
- School of Medicine, CWRU, Cleveland, OH, USA
| | - Hameem Kawsar
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA
| | - Natarajan Bhaskaran
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA
| | - Pushpa Pandiyan
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA
| | - Ge Jin
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA
| | - Farren Briggs
- Department of Population and Quantitative Health Sciences, CWRU, Cleveland, OH, USA
| | - Chad C Zender
- Department of Otolaryngology, University Hospital of Cleveland, Cleveland, OH, USA
| | - Rod Rezaee
- Department of Otolaryngology, University Hospital of Cleveland, Cleveland, OH, USA
| | - Fotinos Panagakos
- West Virginia University (WVU) School of Dentistry, Morgantown, WV, USA
| | - Jason E Thuener
- Department of Otolaryngology, University Hospital of Cleveland, Cleveland, OH, USA
| | - Jay Wasman
- Department of Pathology, University Hospital of Cleveland, Cleveland, OH, USA
| | - Alice Tang
- Otolaryngology, Head & Neck Surgery, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Hiba Qari
- Department of Diagnostic Sciences, WVU School of Dentistry, Morgantown, WV, USA
| | - Trisha Wise-Draper
- Division of Hematology/Oncology, University of Cincinnati Cancer Center, Cincinnati, OH, USA
| | | | - Anant Madabhushi
- Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Umut A Gurkan
- Department of Mechanical and Aerospace Engineering, CWRU, Cleveland, OH, USA
| | - Aaron Weinberg
- Biological Sciences, Case School of Dental Medicine, Cleveland, OH, USA; Case Western Reserve University (CWRU), Cleveland, OH, USA.
| |
Collapse
|
47
|
Elango A, Nesam VD, Sukumar P, Lawrence I, Radhakrishnan A. Postbiotic butyrate: role and its effects for being a potential drug and biomarker to pancreatic cancer. Arch Microbiol 2024; 206:156. [PMID: 38480544 DOI: 10.1007/s00203-024-03914-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 02/17/2024] [Accepted: 02/26/2024] [Indexed: 04/16/2024]
Abstract
Postbiotics are produced by microbes and have recently gained importance in the field of oncology due to their beneficial effects to the host, effectiveness against cancer cells, and their ability to suppress inflammation. In particular, butyrate dominates over all other postbiotics both in quantity and anticancer properties. Pancreatic cancer (PC), being one of the most malignant and lethal cancers, reported a decreased 5-year survival rate in less than 10% of the patients. PC causes an increased mortality rate due to its inability to be detected at an early stage but still a promising strategy for its diagnosis has not been achieved yet. It is necessary to diagnose Pancreatic cancer before the metastatic progression stage. The available blood biomarkers lack accurate and proficient diagnostic results. Postbiotic butyrate is produced by gut microbiota such as Rhuminococcus and Faecalibacterium it is involved in cell signalling pathways, autophagy, and cell cycle regulation, and reduction in butyrate concentration is associated with the occurrence of pancreatic cancer. The postbiotic butyrate is a potential biomarker that could detect PC at an early stage, before the metastatic progression stage. Thus, this review focused on the gut microbiota butyrate's role in pancreatic cancer and the immuno-suppressive environment, its effects on histone deacetylase and other immune cells, microbes in major butyrate synthesis pathways, current biomarkers in use for Pancreatic Cancer.
Collapse
Affiliation(s)
- Abinaya Elango
- Department of Pharmacology, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam, Chengalpattu, Tamil Nadu, 603103, India
| | - Vineeta Debbie Nesam
- Department of Pharmacology, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam, Chengalpattu, Tamil Nadu, 603103, India
| | - Padmaja Sukumar
- Department of Pharmacology, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam, Chengalpattu, Tamil Nadu, 603103, India
| | - Infancia Lawrence
- Priyadharshani Research and Development, Kelambakkam, Chengalpattu, Tamil Nadu, 603103, India
| | - Arunkumar Radhakrishnan
- Department of Pharmacology, Chettinad Hospital and Research Institute, Chettinad Academy of Research and Education, Kelambakkam, Chengalpattu, Tamil Nadu, 603103, India.
| |
Collapse
|
48
|
Mishra Y, Ranjan A, Mishra V, Chattaraj A, Aljabali AAA, El-Tanani M, Hromić-Jahjefendić A, Uversky VN, Tambuwala MM. The role of the gut microbiome in gastrointestinal cancers. Cell Signal 2024; 115:111013. [PMID: 38113978 DOI: 10.1016/j.cellsig.2023.111013] [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: 09/11/2023] [Revised: 12/06/2023] [Accepted: 12/13/2023] [Indexed: 12/21/2023]
Abstract
The gut microbiota present in the human digestive system is incredibly varied and is home to trillions of microorganisms. The gut microbiome is shaped at birth, while numerous genetic, dietary, and environmental variables primarily influence the microbiome composition. The importance of gut microbiota on host health is becoming more widely acknowledged. Digestion, intestinal permeability, and immunological and metabolism responses can all be affected by changes in the composition and function of the gut microbiota. There is mounting evidence that the microbial population's complex traits are important biomarkers and indicators of patient outcomes in cancer and its therapies. Numerous studies have demonstrated that changed commensal gut microorganisms contribute to the development and spread of cancer through various routes. Despite the ongoing controversy surrounding the gut microbiome and gastrointestinal cancer, accumulating evidence points to a potentially far more intricate connection than a simple cause-and-effect relationship. SIMPLE SUMMARY: Due to their high frequency and fatality rate, gastrointestinal cancers are regarded as a severe public health issue with complex medical and economic burdens. The gut microbiota may directly or indirectly interact with existing therapies like immunotherapy and chemotherapy, affecting how well a treatment works. The gut microbiome influences the immune response's activity, function, and development. Generally, certain gut bacteria impact the antitumor actions during cancer by creating particular metabolites or triggering T-cell responses. Yet, certain bacterial species have been found to promote cellular proliferation and metastasis in cancer, and comprehending these interactions in the context of cancer may help identify possible treatment targets. Notwithstanding the improvements in the field, additional research is still required to comprehend the underlying processes, examine the effects on existing therapies, and pinpoint certain bacteria and immune cells that can cause this interaction.
Collapse
Affiliation(s)
- Yachana Mishra
- School of Bioengineering and Biosciences, Lovely Professional University, Phagwara 144411, Punjab, India
| | - Abhigyan Ranjan
- School of Pharmaceutical Sciences, Lovely Professional University, Phagwara 144411, Punjab, India
| | - Vijay Mishra
- School of Pharmaceutical Sciences, Lovely Professional University, Phagwara 144411, Punjab, India
| | - Aditi Chattaraj
- School of Bioengineering and Biosciences, Lovely Professional University, Phagwara 144411, Punjab, India
| | - Alaa A A Aljabali
- Department of Pharmaceutical Sciences, Yarmouk University, Irbid, Jordan
| | - Mohamed El-Tanani
- College of Pharmacy, Ras Alkhama Medical and Health Sciences University, United Arab Emirates
| | - Altijana Hromić-Jahjefendić
- Department of Genetics and Bioengineering, Faculty of Engineering and Natural Sciences, International University of Sarajevo, Hrasnicka cesta 15, Sarajevo 71000, Bosnia and Herzegovina
| | - Vladimir N Uversky
- Department of Molecular Medicine and USF Health Byrd Alzheimer's Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Murtaza M Tambuwala
- Lincoln Medical School, University of Lincoln, Brayford Pool, Lincoln LN6 7TS, England, United Kingdom.
| |
Collapse
|
49
|
El Tekle G, Andreeva N, Garrett WS. The Role of the Microbiome in the Etiopathogenesis of Colon Cancer. Annu Rev Physiol 2024; 86:453-478. [PMID: 38345904 DOI: 10.1146/annurev-physiol-042022-025619] [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] [Indexed: 02/15/2024]
Abstract
Studies in preclinical models support that the gut microbiota play a critical role in the development and progression of colorectal cancer (CRC). Specific microbial species and their corresponding virulence factors or associated small molecules can contribute to CRC development and progression either via direct effects on the neoplastic transformation of epithelial cells or through interactions with the host immune system. Induction of DNA damage, activation of Wnt/β-catenin and NF-κB proinflammatory pathways, and alteration of the nutrient's availability and the metabolic activity of cancer cells are the main mechanisms by which the microbiota contribute to CRC. Within the tumor microenvironment, the gut microbiota alter the recruitment, activation, and function of various immune cells, such as T cells, macrophages, and dendritic cells. Additionally, the microbiota shape the function and composition of cancer-associated fibroblasts and extracellular matrix components, fashioning an immunosuppressive and pro-tumorigenic niche for CRC. Understanding the complex interplay between gut microbiota and tumorigenesis can provide therapeutic opportunities for the prevention and treatment of CRC.
Collapse
Affiliation(s)
- Geniver El Tekle
- Department of Immunology and Infectious Diseases and Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA;
- The Harvard Chan Microbiome in Public Health Center, Boston, Massachusetts, USA
- Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
| | - Natalia Andreeva
- Department of Immunology and Infectious Diseases and Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA;
- The Harvard Chan Microbiome in Public Health Center, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- David H. Koch Institute for Integrative Cancer Research at MIT, Department of Biology, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Wendy S Garrett
- Department of Immunology and Infectious Diseases and Department of Molecular Metabolism, Harvard T.H. Chan School of Public Health, Boston, Massachusetts, USA;
- The Harvard Chan Microbiome in Public Health Center, Boston, Massachusetts, USA
- Broad Institute of MIT and Harvard, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
| |
Collapse
|
50
|
Wang C, Ma A, Li Y, McNutt ME, Zhang S, Zhu J, Hoyd R, Wheeler CE, Robinson LA, Chan CH, Zakharia Y, Dodd RD, Ulrich CM, Hardikar S, Churchman ML, Tarhini AA, Singer EA, Ikeguchi AP, McCarter MD, Denko N, Tinoco G, Husain M, Jin N, Osman AE, Eljilany I, Tan AC, Coleman SS, Denko L, Riedlinger G, Schneider BP, Spakowicz D, Ma Q, the exORIEN Consortium. A Bioinformatics Tool for Identifying Intratumoral Microbes from the ORIEN Dataset. CANCER RESEARCH COMMUNICATIONS 2024; 4:293-302. [PMID: 38259095 PMCID: PMC10840455 DOI: 10.1158/2767-9764.crc-23-0213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 09/26/2023] [Accepted: 01/04/2024] [Indexed: 01/24/2024]
Abstract
Evidence supports significant interactions among microbes, immune cells, and tumor cells in at least 10%-20% of human cancers, emphasizing the importance of further investigating these complex relationships. However, the implications and significance of tumor-related microbes remain largely unknown. Studies have demonstrated the critical roles of host microbes in cancer prevention and treatment responses. Understanding interactions between host microbes and cancer can drive cancer diagnosis and microbial therapeutics (bugs as drugs). Computational identification of cancer-specific microbes and their associations is still challenging due to the high dimensionality and high sparsity of intratumoral microbiome data, which requires large datasets containing sufficient event observations to identify relationships, and the interactions within microbial communities, the heterogeneity in microbial composition, and other confounding effects that can lead to spurious associations. To solve these issues, we present a bioinformatics tool, microbial graph attention (MEGA), to identify the microbes most strongly associated with 12 cancer types. We demonstrate its utility on a dataset from a consortium of nine cancer centers in the Oncology Research Information Exchange Network. This package has three unique features: species-sample relations are represented in a heterogeneous graph and learned by a graph attention network; it incorporates metabolic and phylogenetic information to reflect intricate relationships within microbial communities; and it provides multiple functionalities for association interpretations and visualizations. We analyzed 2,704 tumor RNA sequencing samples and MEGA interpreted the tissue-resident microbial signatures of each of 12 cancer types. MEGA can effectively identify cancer-associated microbial signatures and refine their interactions with tumors. SIGNIFICANCE Studying the tumor microbiome in high-throughput sequencing data is challenging because of the extremely sparse data matrices, heterogeneity, and high likelihood of contamination. We present a new deep learning tool, MEGA, to refine the organisms that interact with tumors.
Collapse
Affiliation(s)
- Cankun Wang
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio
| | - Anjun Ma
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio
- Pelotonia Institute for Immuno-Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Yingjie Li
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio
| | - Megan E. McNutt
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio
| | - Shiqi Zhang
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, Ohio
| | - Jiangjiang Zhu
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, Ohio
| | - Rebecca Hoyd
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Caroline E. Wheeler
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Lary A. Robinson
- Department of Thoracic Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Carlos H.F. Chan
- University of Iowa, Holden Comprehensive Cancer Center, Iowa City, Iowa
| | - Yousef Zakharia
- Division of Oncology, Hematology and Blood & Marrow Transplantation, University of Iowa, Holden Comprehensive Cancer Center, Iowa City, Iowa
| | - Rebecca D. Dodd
- Department of Internal Medicine, University of Iowa, Iowa City, Iowa
| | - Cornelia M. Ulrich
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Sheetal Hardikar
- Department of Population Health Sciences, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | | | - Ahmad A. Tarhini
- Departments of Cutaneous Oncology and Immunology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Eric A. Singer
- Department of Urologic Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Alexandra P. Ikeguchi
- Department of Hematology/Oncology, Stephenson Cancer Center of University of Oklahoma, Oklahoma City, Oklahoma
| | - Martin D. McCarter
- Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado
| | - Nicholas Denko
- Department of Radiation Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Gabriel Tinoco
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Marium Husain
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Ning Jin
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Afaf E.G. Osman
- Department of Internal Medicine, University of Utah, Salt Lake City, Utah
| | - Islam Eljilany
- Clinical Science Lab – Cutaneous Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
| | - Aik Choon Tan
- Departments of Oncological Science and Biomedical Informatics, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Samuel S. Coleman
- Departments of Oncological Science and Biomedical Informatics, Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Louis Denko
- Pelotonia Institute for Immuno-Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Gregory Riedlinger
- Department of Precision Medicine, Rutgers Cancer Institute of New Jersey, New Brunswick, New Jersey
| | - Bryan P. Schneider
- Indiana University Simon Comprehensive Cancer Center, Indianapolis, Indiana
| | - Daniel Spakowicz
- Pelotonia Institute for Immuno-Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
- Division of Medical Oncology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | - Qin Ma
- Department of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, Ohio
- Pelotonia Institute for Immuno-Oncology, The Ohio State University Comprehensive Cancer Center, Columbus, Ohio
| | | |
Collapse
|