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Yin Q, Ni J, Ying J. Potential mechanisms and targeting strategies of the gut microbiota in antitumor immunity and immunotherapy. Immun Inflamm Dis 2024; 12:e1263. [PMID: 39031507 PMCID: PMC11259004 DOI: 10.1002/iid3.1263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 03/24/2024] [Accepted: 04/18/2024] [Indexed: 07/22/2024] Open
Abstract
BACKGROUND Immunotherapies, notably immune checkpoints inhibitors that target programmed death 1/programmed death ligand 1(PD-1/PD-L1) and cytotoxic T lymphocyte-associated antigen 4 (CTLA-4), had profoundly changed the way advanced and metastatic cancers are treated and dramatically improved overall and progression-free survival. AIMS This review article aimed to explore the underlying molecular mechanisms by which the gut microbiota affects antitumor immunity and the efficacy of cancer immunotherapy. METHODS We summarized the latest knowledge supporting the associations among the gut microbiota, antitumor immunity, and immunotherapy. Moreover, we disscussed the therapeutic strategy for improving immunotherapy efficacy by modulating gut microbiota in cancer treatment. RESULTS The potential molecular mechanisms underlying these associations are explained in terms of four aspects: immunomodulation, molecular mimicry, mamps, and microbial metabolites. CONCLUSION The gut microbiota significantly impacts antitumor immunity and alters the effectiveness of cancer immunotherapy.
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Affiliation(s)
- Qian Yin
- Postgraduate Training Base Alliance of Wenzhou Medical University (Zhejiang Cancer Hospital)HangzhouZhejiangChina
| | - Jiao‐jiao Ni
- Department of Hepato‐Pancreato‐Biliary & Gastric Medical OncologyZhejiang Cancer HospitalHangzhouChina
| | - Jie‐er Ying
- Department of Hepato‐Pancreato‐Biliary & Gastric Medical OncologyZhejiang Cancer HospitalHangzhouChina
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2
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Oliva M, Heirali A, Watson G, Rooney AM, Cochrane K, Jennings S, Taylor R, Xu M, Hosni A, Hope A, Bratman SV, Chepeha D, Weinreb I, Perez-Ordonez B, Nin RM, Waldron J, Xu W, Hansen AR, Siu LL, Coburn B, Spreafico A. Prospective manipulation of the gut microbiome with microbial ecosystem therapeutic 4 (MET4) in HPV-related locoregionally-advanced oropharyngeal cancer squamous cell carcinoma (LA-OPSCC) undergoing primary chemoradiation: ROMA2 study. Br J Cancer 2024; 130:1936-1942. [PMID: 38714747 PMCID: PMC11183079 DOI: 10.1038/s41416-024-02701-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 04/12/2024] [Accepted: 04/17/2024] [Indexed: 05/10/2024] Open
Abstract
BACKGROUND Gut microbiome modulation to boost antitumor immune responses is under investigation. METHODS ROMA-2 evaluated the microbial ecosystem therapeutic (MET)-4 oral consortia, a mixture of cultured human stool-derived immune-responsiveness associated bacteria, given with chemoradiation (CRT) in HPV-related oropharyngeal cancer patients. Co-primary endpoints were safety and changes in stool cumulative MET-4 taxa relative abundance (RA) by 16SRNA sequencing. Stools and plasma were collected pre/post-MET-4 intervention for microbiome and metabolome analysis. RESULTS Twenty-nine patients received ≥1 dose of MET-4 and were evaluable for safety: drug-related adverse events (AEs) occurred in 13/29 patients: all grade 1-2 except one grade 3 (diarrhea). MET-4 was discontinued early in 7/29 patients due to CRT-induced toxicity, and in 1/29 due to MET-4 AEs. Twenty patients were evaluable for ecological endpoints: there was no increase in stool MET-4 RA post-intervention but trended to increase in stage III patients (p = 0.06). MET-4 RA was higher in stage III vs I-II patients at week 4 (p = 0.03) and 2-month follow-up (p = 0.01), which correlated with changes in plasma and stool targeted metabolomics. CONCLUSIONS ROMA-2 did not meet its primary ecologic endpoint, as no engraftment was observed in the overall cohort. Exploratory findings of engraftment in stage III patients warrants further investigation of microbiome interventions in this subgroup.
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Affiliation(s)
- Marc Oliva
- Department of Medical Oncology, Catalan Institute of Oncology, Barcelona, Spain
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Alya Heirali
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
| | - Geoffrey Watson
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ashley M Rooney
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
| | | | - Sarah Jennings
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Rachel Taylor
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Minge Xu
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ali Hosni
- Department of Radiation Oncology, University of Toronto; Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Andrew Hope
- Department of Radiation Oncology, University of Toronto; Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Scott V Bratman
- Department of Radiation Oncology, University of Toronto; Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Douglas Chepeha
- Department of Otolaryngology- Head & Neck Surgery/Surgical Oncology, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Ilan Weinreb
- Department of Pathology, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Bayardo Perez-Ordonez
- Department of Pathology, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Ricard Mesia Nin
- Department of Medical Oncology, Catalan Institute of Oncology, Barcelona, Spain
| | - John Waldron
- Department of Radiation Oncology, University of Toronto; Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Wei Xu
- Biostatistics Department, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Aaron R Hansen
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Lillian L Siu
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Bryan Coburn
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.
- Department of Medicine, Division of Infectious Diseases, University of Toronto, Toronto, ON, Canada.
| | - Anna Spreafico
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
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3
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Xie J, Liu M, Deng X, Tang Y, Zheng S, Ou X, Tang H, Xie X, Wu M, Zou Y. Gut microbiota reshapes cancer immunotherapy efficacy: Mechanisms and therapeutic strategies. IMETA 2024; 3:e156. [PMID: 38868510 PMCID: PMC10989143 DOI: 10.1002/imt2.156] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/15/2023] [Accepted: 11/25/2023] [Indexed: 06/14/2024]
Abstract
Gut microbiota is essential for maintaining local and systemic immune homeostasis in the presence of bacterial challenges. It has been demonstrated that microbiota play contrasting roles in cancer development as well as anticancer immunity. Cancer immunotherapy, a novel anticancer therapy that relies on the stimulation of host immunity, has suffered from a low responding rate and incidence of severe immune-related adverse events (irAEs). Previous studies have demonstrated that the diversity and composition of gut microbiota were associated with the heterogeneity of therapeutic effects. Therefore, alteration in microbiota taxa can lead to improved clinical outcomes in immunotherapy. In this review, we determine whether microbiota composition or microbiota-derived metabolites are linked to responses to immunotherapy and irAEs. Moreover, we discuss various approaches to improve immunotherapy efficacy or reduce toxicities by modulating microbiota composition.
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Affiliation(s)
- Jindong Xie
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Manqing Liu
- Hospital of Stomatology, Guanghua School of Stomatology, Guangdong Provincial Key Laboratory of StomatologySun Yat‐sen UniversityGuangzhouChina
| | - Xinpei Deng
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Yuhui Tang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Shaoquan Zheng
- Department of Breast Surgery, Breast Disease Center, The First Affiliated HospitalSun Yat‐sen UniversityGuangzhouChina
| | - Xueqi Ou
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Hailin Tang
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Xiaoming Xie
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Minqing Wu
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
| | - Yutian Zou
- State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for CancerSun Yat‐sen University Cancer CenterGuangzhouChina
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Mathpal S, Joshi T, Sharma P, Maiti P, Nand M, Pande V, Chandra S. In silico screening of chalcone derivatives as promising EGFR-TK inhibitors for the clinical treatment of cancer. 3 Biotech 2024; 14:18. [PMID: 38130684 PMCID: PMC10730483 DOI: 10.1007/s13205-023-03858-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 11/18/2023] [Indexed: 12/23/2023] Open
Abstract
Epidermal growth factor receptor (EGFR) promotes tumorigenic characteristics and activates cancer-associated signaling pathways such as Wnt/-catenin, transforming growth factor (TGF-β), and phosphoinositide-3-kinase (PI3K). Several inhibitors have been reported to suppress the activity of EGFR and are being used in cancer treatment. However, patients in the malignant stage of cancer show resistance to those inhibitors, opening a wide space for research to discover novel inhibitors. Therefore, we carried out machine learning and virtual screening to discover novel inhibitors with high affinity against EGFR-TK. Initially, a library of 2640 chalcones were screened out using a machine-learning model developed based on the random forest algorithm, exhibiting high sensitivity and a Receiver Operating Characteristic curve (ROC area) of 0.99. Furthermore, out of the initial 2640 screened compounds, 412 compounds exhibiting potential activity are subjected to evaluation for drug-likeness properties through different filters: Blood-brain barrier penetration, Lipinski's rule, CMC-50 like rule, Veber rule, and Ghose filter, alongside Cell Line Cytotoxicity Prediction. A total of 30 compounds that successfully pass through all these filters are selected for molecular docking. Of these, 6 compounds display substantial binding affinity and closer interaction with the conserved catalytic residues of the target EGFR-TK compared to the reference molecule (erlotinib). Furthermore, molecular dynamics simulation studies were conducted on four compounds (CID-375861, CID-375862, CID-23636403, and CID-259166) to confirm the stability of the docked complexes over a 100 ns simulation trajectory. Additionally, the binding free energy calculations by MMPBSA reveal that these four chalcone compounds exhibit strong affinity towards the EGFR-TK enzyme, with binding free energies of - 65.421 kJ/mol, - 94.266 kJ/mol, - 80.044 kJ/mol, and - 79.734 kJ/mol, respectively. The findings from this investigation highlight a set of promising chalcone compounds that have the potential to be developed into effective drugs for the treatment of various cancers. Further research and development on these compounds could pave the way for novel therapeutic interventions. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-023-03858-8.
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Affiliation(s)
- Shalini Mathpal
- Department of Biotechnology, Bhimtal Campus, Kumaun University, Bhimtal, Uttarakhand 263136 India
| | - Tushar Joshi
- Department of Biotechnology, Bhimtal Campus, Kumaun University, Bhimtal, Uttarakhand 263136 India
| | - Priyanka Sharma
- Department of Botany, D.S.B Campus, Kumaun University, Nainital, Uttarakhand India
| | - Priyanka Maiti
- Centre for Environmental Assessment and Climate Change, G.B. Pant, National Institute of Himalayan Environment (GBP-NIHE), Kosi-Katarmal, Almora, Uttarakhand 263643 India
| | - Mahesha Nand
- ENVIS Centre on Himalayan Ecology, G.B. Pant National Institute of Himalayan Environment (GBP-NIHE), Kosi-Katarmal, Almora, Uttarakhand 263643 India
| | - Veena Pande
- Department of Biotechnology, Bhimtal Campus, Kumaun University, Bhimtal, Uttarakhand 263136 India
| | - Subhash Chandra
- Computational Biology and Biotechnology Laboratory, Department of Botany, Soban Singh Jeena University, Almora, Uttarakhand 263601 India
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5
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Akashi Y, Yamamoto Y, Hashimoto M, Adomi S, Fujita K, Kiba K, Minami T, Yoshimura K, Hirayama A, Uemura H. Prognostic Factors of Platinum-Refractory Advanced Urothelial Carcinoma Treated with Pembrolizumab. Cancers (Basel) 2023; 15:5780. [PMID: 38136326 PMCID: PMC10742147 DOI: 10.3390/cancers15245780] [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: 11/01/2023] [Revised: 12/06/2023] [Accepted: 12/06/2023] [Indexed: 12/24/2023] Open
Abstract
INTRODUCTION Immune checkpoint inhibitor (ICI) therapy has significantly improved the prognosis of some patients with advanced urothelial carcinoma (UC), but it does not provide high therapeutic efficacy in all patients. Therefore, identifying predictive biomarkers is crucial in determining which patients are candidates for ICI treatment. This study aimed to identify the predictors of ICI treatment response in patients with platinum-refractory advanced UC treated with pembrolizumab. METHODS Patients with platinum-refractory advanced UC who had received pembrolizumab at two hospitals in Japan were included. Univariate and multivariate analyses were performed to identify biomarkers for progression-free survival (PFS) and overall survival (OS). RESULTS Forty-one patients were evaluable for this analysis. Their median age was 75 years, and the vast majority of the patients were male (85.4%). The objective response rate was 29.3%, with a median overall survival (OS) of 17.8 months. On multivariate analysis, an Eastern Cooperative Oncology Group performance status (ECOG-PS) ≥ 2 (HR = 6.33, p = 0.03) and a baseline neutrophil-to-lymphocyte ratio (NLR) > 3 (HR = 2.79, p = 0.04) were significantly associated with poor OS. Antibiotic exposure did not have a significant impact on either PFS or OS. CONCLUSIONS ECOG-PS ≥ 2 and baseline NLR > 3 were independent risk factors for OS in patients with platinum-refractory advanced UC treated with pembrolizumab. Antibiotic exposure was not a predictor of ICI treatment response.
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Affiliation(s)
- Yasunori Akashi
- Department of Urology, Kindai University Nara Hospital, Ikoma 630-0293, Japan; (Y.A.)
| | - Yutaka Yamamoto
- Department of Urology, Kindai University Nara Hospital, Ikoma 630-0293, Japan; (Y.A.)
| | - Mamoru Hashimoto
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
| | - Shogo Adomi
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
| | - Kazutoshi Fujita
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
| | - Keisuke Kiba
- Department of Urology, Kindai University Nara Hospital, Ikoma 630-0293, Japan; (Y.A.)
| | - Takafumi Minami
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
| | - Kazuhiro Yoshimura
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
| | - Akihide Hirayama
- Department of Urology, Kindai University Nara Hospital, Ikoma 630-0293, Japan; (Y.A.)
| | - Hirotsugu Uemura
- Department of Urology, Kindai University Hospital, Osakasayama 589-8511, Japan
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6
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Gabrielli G, Shouval R, Ghilardi G, van den Brink M, Ruella M. Harnessing the Gut Microbiota to Potentiate the Efficacy of CAR T Cell Therapy. Hemasphere 2023; 7:e950. [PMID: 37637993 PMCID: PMC10448936 DOI: 10.1097/hs9.0000000000000950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Accepted: 07/27/2023] [Indexed: 08/29/2023] Open
Affiliation(s)
- Giulia Gabrielli
- Center for Cellular Immunotherapies, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Lymphoma Program, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, USA
- Department of Molecular Biotechnology and Health Sciences, University of Torino, Italy
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Roni Shouval
- Adult Bone Marrow Transplant Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | - Guido Ghilardi
- Center for Cellular Immunotherapies, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Lymphoma Program, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, USA
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Marcel van den Brink
- Adult Bone Marrow Transplant Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Department of Medicine, Weill Cornell Medical College, New York, NY, USA
| | - Marco Ruella
- Center for Cellular Immunotherapies, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
- Lymphoma Program, Abramson Cancer Center, University of Pennsylvania, Philadelphia, PA, USA
- Division of Hematology-Oncology, Department of Medicine, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
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7
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Spreafico A, Heirali AA, Araujo DV, Tan TJ, Oliva M, Schneeberger PHH, Chen B, Wong MK, Stayner LA, Hansen AR, Saibil SD, Wang BX, Cochrane K, Sherriff K, Allen-Vercoe E, Xu W, Siu LL, Coburn B. First-in-class Microbial Ecosystem Therapeutic 4 (MET4) in combination with immune checkpoint inhibitors in patients with advanced solid tumors (MET4-IO trial). Ann Oncol 2023; 34:520-530. [PMID: 36863483 DOI: 10.1016/j.annonc.2023.02.011] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Revised: 02/16/2023] [Accepted: 02/21/2023] [Indexed: 03/04/2023] Open
Abstract
BACKGROUND The intestinal microbiome has been associated with response to immune checkpoint inhibitors (ICIs) in humans and causally implicated in ICI responsiveness in animal models. Two recent human trials demonstrated that fecal microbiota transplant (FMT) from ICI responders can rescue ICI responses in refractory melanoma, but FMT has specific limitations to scaled use. PATIENTS AND METHODS We conducted an early-phase clinical trial of a cultivated, orally delivered 30-species microbial consortium (Microbial Ecosystem Therapeutic 4, MET4) designed for co-administration with ICIs as an alternative to FMT and assessed safety, tolerability and ecological responses in patients with advanced solid tumors. RESULTS The trial achieved its primary safety and tolerability outcomes. There were no statistically significant differences in the primary ecological outcomes; however, differences in MET4 species relative abundance were evident after randomization that varied by patient and species. Increases in the relative abundance of several MET4 taxa, including Enterococcus and Bifidobacterium, taxa previously associated with ICI responsiveness, were observed and MET4 engraftment was associated with decreases in plasma and stool primary bile acids. CONCLUSIONS This trial is the first report of the use of a microbial consortium as an alternative to FMT in advanced cancer patients receiving ICI and the results justify the further development of microbial consortia as a therapeutic co-intervention for ICI treatment in cancer.
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Affiliation(s)
- A Spreafico
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto; Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto.
| | - A A Heirali
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
| | - D V Araujo
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto; Department of Medical Oncology, Hospital de Base, Sao Paulo, Brazil
| | - T J Tan
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto; Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - M Oliva
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto; Department of Medical Oncology, Institut Catala d' Oncologia, L'Hospitalet de Llobregat, Barcelona; Universitat de Barcelona, Barcelona, Spain
| | - P H H Schneeberger
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada; Swiss Tropical and Public Health Institute, Department of Medical Parasitology and Infection Biology, Allschwil; University of Basel, Basel, Switzerland
| | - B Chen
- Biostatistics Department, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - M K Wong
- Department of Immunology, University of Toronto, Toronto
| | - L-A Stayner
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - A R Hansen
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - S D Saibil
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - B X Wang
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto
| | | | | | | | - W Xu
- Biostatistics Department, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - L L Siu
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto; Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto
| | - B Coburn
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada.
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8
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Kian N, Behrouzieh S, Razi S, Rezaei N. Diet Influences Immunotherapy Outcomes in Cancer Patients: A Literature Review. Nutr Cancer 2023; 75:415-429. [PMID: 36254373 DOI: 10.1080/01635581.2022.2133151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The outbreak of immunotherapy has revolutionized cancer treatment. Despite the results confirming the effectiveness of immunotherapy, some studies have reported poor responsiveness to this therapeutic approach. The effectiveness of immunotherapy is dependent on numerous factors related to patients' lifestyles and health status. Diet, as an essential component of lifestyle, plays a major role in determining immunotherapy outcomes. It can significantly influence the body, gut microbiome composition, and metabolism, both in general and in tumor microenvironment. Consuming certain diets has resulted in either improved or worsened outcomes in patients receiving immunotherapy. For example, several recent studies have associated ketogenic, plant-based, and microbiome-favoring diets with promising outcomes. Moreover, obesity and dietary deprivation have impacted immunotherapy responsiveness, yet the studies are inconsistent in this context. This narrative review aims to integrate the results from many articles that have studied the contribution of diet to immunotherapy. We will start by introducing the multiple effects of dietary status on cancer progression and treatment. Then we will proceed to discuss various regimens known to affect immunotherapy outcomes, including ketogenic, high-fiber, and obesity-inducing diets and regimens that either contain or lack specific nutrients. Finally, we will elaborate on how composition of the gut microbiome may influence immunotherapy.
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Affiliation(s)
- Naghmeh Kian
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.,Cancer Immunology Project (CIP), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Sadra Behrouzieh
- Cancer Immunology Project (CIP), Universal Scientific Education and Research Network (USERN), Tehran, Iran.,School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Sepideh Razi
- Cancer Immunology Project (CIP), Universal Scientific Education and Research Network (USERN), Tehran, Iran.,School of Medicine, Iran University of Medical Sciences, Tehran, Iran.,Research Center for Immunodeficiencies, Children's Medical Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Nima Rezaei
- Research Center for Immunodeficiencies, Children's Medical Center, Tehran University of Medical Sciences, Tehran, Iran.,Department of Immunology, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.,Cancer Immunology Project (CIP), Universal Scientific Education and Research Network (USERN), Stockholm, Sweden
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9
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Eng L, Sutradhar R, Niu Y, Liu N, Liu Y, Kaliwal Y, Powis ML, Liu G, Peppercorn JM, Bedard PL, Krzyzanowska MK. Impact of Antibiotic Exposure Before Immune Checkpoint Inhibitor Treatment on Overall Survival in Older Adults With Cancer: A Population-Based Study. J Clin Oncol 2023:JCO2200074. [PMID: 36827626 DOI: 10.1200/jco.22.00074] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/26/2023] Open
Abstract
PURPOSE Antibiotic exposure before immune checkpoint inhibitor (ICI) treatment can negatively affect outcomes through alteration in the gut microbiome, but large-scale evaluations are lacking. We performed a population-level retrospective cohort study to evaluate the impact of antibiotic exposure before starting ICI on overall survival (OS). PATIENT AND METHODS Patients with cancer, age 65 years or older, who initiated treatment with ICIs between June 2012 and October 2018 in Ontario, Canada, were identified using systemic therapy administration data. The cohort was deterministically linked to other health care databases to obtain covariates and antibiotic prescription claim data at both 1 year and 60 days before ICI therapy. Multivariable Cox models evaluated the association between exposure and OS. RESULTS Among the 2,737 patients with cancer who received ICIs, 59% and 19% of patients received antibiotics 1 year and 60 days before ICI therapy, respectively. Median OS was 306 days. Any antibiotic exposure within 1 year before ICI was associated with worse OS (adjusted hazard ratio [aHR], 1.12; 95% CI, 1.12 to 1.23; P = .03). In antibiotic class analysis, exposure to fluoroquinolones within 1 year (aHR, 1.26; 95% CI, 1.13 to 1.40; P < .001) or 60 days before ICI (aHR, 1.20; 95% CI, 0.99 to 1.45; P = .06) was associated with worse OS, with a dose effect seen on the basis of total weeks of exposure over 1 year (aHR, 1.07 per week; 95% CI, 1.03 to 1.11; P < .001) and 60 days (aHR, 1.12 per week; 95% CI, 1.03 to 1.23; P = .01). CONCLUSION In this population-level study, exposure to antibiotics and specifically fluoroquinolones before ICI therapy was observed to be associated with worse OS among older adults with cancer. Interventions aimed at altering the gut microbiome to boost immunogenicity may help improve outcomes for patients receiving ICIs with prior antibiotic exposure.
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Affiliation(s)
- Lawson Eng
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Divison of Medical Oncology, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Rinku Sutradhar
- Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada.,Division of Biostatistics, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Yue Niu
- Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
| | - Ning Liu
- Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
| | - Ying Liu
- Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
| | - Yosuf Kaliwal
- Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
| | - Melanie L Powis
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Geoffrey Liu
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Divison of Medical Oncology, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jeffrey M Peppercorn
- Division of Hematology/Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Philippe L Bedard
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Divison of Medical Oncology, Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Monika K Krzyzanowska
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Divison of Medical Oncology, Department of Medicine, University of Toronto, Toronto, Ontario, Canada.,Cancer Research Program, Institute for Clinical Evaluative Sciences, Toronto, Ontario, Canada
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Paden H, Kurbatfinski N, Poelstra JW, Ormiston K, Orchard T, Ilic S. Dietary Impacts on Changes in Diversity and Abundance of the Murine Microbiome during Progression and Treatment of Cancer. Nutrients 2023; 15:724. [PMID: 36771430 PMCID: PMC9920799 DOI: 10.3390/nu15030724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 01/14/2023] [Accepted: 01/27/2023] [Indexed: 02/04/2023] Open
Abstract
The intestinal microbial population is recognized for its impact on cancer treatment outcomes. Little research has reported microbiome changes during cancer progression or the interplay of disease progression, dietary sugar/fat intake, and the microbiome through surgery and chemotherapy. In this study, the murine gut microbiome was used as a model system, and changes in microbiome diversity, richness, and evenness over the progression of the cancer and treatment were analyzed. Mice were categorized into four diet cohorts, combinations of either high or low sucrose and high or low omega-3 fatty acids, and two treatment cohorts, saline vehicle or chemotherapy, for a total of eight groups. Fecal samples were collected at specific timepoints to assess changes due to diet implementation, onset of cancer, lumpectomy, and chemotherapy. Akkermansia muciniphila abundance was very high in some samples and negatively correlated with overall Amplicon Sequence Variant (ASV) richness (r(64) = -0.55, p = 3 × 10-8). Throughout the disease progression, ASV richness significantly decreased and was impacted by diet and treatment. Alpha-diversity and differential microbial abundance were significantly affected by disease progression, diet, treatment, and their interactions. These findings help establish a baseline for understanding how cancer progression, dietary macronutrients, and specific treatments impact the murine microbiome, which may influence outcomes.
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Affiliation(s)
- Holly Paden
- Department of Human Sciences, Ohio State University, Columbus, OH 43210, USA
| | - Nikola Kurbatfinski
- Department of Human Sciences, Ohio State University, Columbus, OH 43210, USA
| | - Jelmer W. Poelstra
- Molecular and Cellular Imaging Center (MCIC), Ohio State University, Wooster, OH 44691, USA
| | - Kate Ormiston
- Department of Human Sciences, Ohio State University, Columbus, OH 43210, USA
| | - Tonya Orchard
- Department of Human Sciences, Ohio State University, Columbus, OH 43210, USA
| | - Sanja Ilic
- Department of Human Sciences, Ohio State University, Columbus, OH 43210, USA
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Activity fingerprinting of polysaccharides on oral, gut, pancreas and lung microbiota in diabetic rats. Biomed Pharmacother 2022; 155:113681. [PMID: 36108392 DOI: 10.1016/j.biopha.2022.113681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 09/01/2022] [Accepted: 09/05/2022] [Indexed: 11/23/2022] Open
Abstract
The modern rise in type 2 diabetes mellitus (T2DM) and its correlation to commensal microbiota have elicited global concern about the patterns of microbial action in the host. With the exception of that linked to gut, microbiota were also colonized in pancreas, oral, and lung, contributing to the physiopathology of T2DM. In this study, we aimed to explore the protective effects of Ganoderma atrum polysaccharide (PSG) and White Hyacinth Bean polysaccharide (WHBP) on the intestine, pancreas, oral, and lung microbiota in T2DM rats. Here we showed that, despite capacities of polysaccharides that exerted similar protective effects on hyperglycemia, dyslipidemia, insulin resistance and dysbacteriosis in T2DM rats, PSG and WHBP were able to be characterized by their own "target" bacteria, which could be proposed for activity-fingerprinting of polysaccharide species. Furthermore, we found a mutual bacteria spectrum in the pancreas and lung, and most bacteria could be tracked to oral or gut samples. Notably, the overlapping areas of the microbiota profile between organs (pancreas, lung) and saliva were more than in the gut, suggesting that a saliva sample was also of interest to serve as a "telltale sign" for judging pancreatic injury. Together, these microbiota interactions provided a new potential to harvest alternative samples for disease surveillance. Meanwhile, polysaccharides had anti-T2DM abilities, which could be distinguished by their own characteristic bacteria.
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Wang S, Chen H, Yang H, Zhou K, Bai F, Wu X, Xu H. Gut Microbiome Was Highly Related to the Regulation of Metabolism in Lung Adenocarcinoma Patients. Front Oncol 2022; 12:790467. [PMID: 35592677 PMCID: PMC9113755 DOI: 10.3389/fonc.2022.790467] [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: 10/06/2021] [Accepted: 03/21/2022] [Indexed: 11/27/2022] Open
Abstract
Background Lung adenocarcinoma (LUAD) is one of the most predominant subtypes of lung cancer. The gut microbiome plays a vital role in the pathophysiological processes of various diseases, including cancers. Methods In the study, 100 individuals were enrolled. In total 75 stool and blood samples were analyzed with 16s-rRNA gene sequencing and metabolomics (30 from healthy individuals (H); 45 from LUAD patients). In addition, 25 stool samples were analyzed with metagenomics (10 from H; 15 from LUAD). The linear discriminant analysis (LDA) effect size (LefSe) and logistic regression analysis were applied to identify biomarkers’ taxa and develop a diagnostic model. The diagnostic power of the model was estimated with the receiver operating characteristic curve (ROC) by comparing the area under the ROC (AUC). The correlation between biomarker’s taxa and metabolites was calculated using the Spearman analysis. Results The α and β diversity demonstrated the composition and structure of the gut microbiome in LUAD patients were different from those in healthy people. The top three abundance of genera were Bacteroides (25.06%), Faecalibacterium (11.00%), and Prevotella (5.94%). The LefSe and logistic regression analysis identified three biomarker taxa (Bacteroides, Pseudomonas, and Ruminococcus gnavus group) and constructed a diagnostic model. The AUCs of the diagnostic model in 16s-rRNA gene sequencing and metagenomics were 0.852 and 0.841, respectively. A total of 102 plasma metabolites were highly related to those three biomarkers’ taxa. Seven metabolic pathways were enriched by 102 plasma metabolites, including the Pentose phosphate pathway, Glutathione metabolism. Conclusions In LUAD patients, the gut microbiome profile has significantly changed. We used three biomarkers taxa to develop a diagnostic model, which was accurate and suitable for the diagnosis of LUAD. Gut microbes, especially those three biomarkers’ taxa, may participate in regulating metabolism-related pathways in LUAD patients, such as the pentose phosphate pathway and glutathione metabolism.
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Affiliation(s)
- Sheng Wang
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Huachun Chen
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Huizhen Yang
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Kejin Zhou
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Fan Bai
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Xiaoyu Wu
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
| | - Hanwen Xu
- Department of Respiratory, Jinhua Guangfu Hospital, Jinhua, China
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Sherekar S, Viswanathan GA. Boolean dynamic modeling of cancer signaling networks: Prognosis, progression, and therapeutics. COMPUTATIONAL AND SYSTEMS ONCOLOGY 2021. [DOI: 10.1002/cso2.1017] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Affiliation(s)
- Shubhank Sherekar
- Department of Chemical Engineering Indian Institute of Technology Bombay, Powai Mumbai India
| | - Ganesh A. Viswanathan
- Department of Chemical Engineering Indian Institute of Technology Bombay, Powai Mumbai India
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14
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Aiebchun T, Mahalapbutr P, Auepattanapong A, Khaikate O, Seetaha S, Tabtimmai L, Kuhakarn C, Choowongkomon K, Rungrotmongkol T. Identification of Vinyl Sulfone Derivatives as EGFR Tyrosine Kinase Inhibitor: In Vitro and In Silico Studies. Molecules 2021; 26:molecules26082211. [PMID: 33921332 PMCID: PMC8069501 DOI: 10.3390/molecules26082211] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Revised: 04/05/2021] [Accepted: 04/07/2021] [Indexed: 01/17/2023] Open
Abstract
Epidermal growth factor receptor (EGFR), overexpressed in many types of cancer, has been proved as a high potential target for targeted cancer therapy due to its role in regulating proliferation and survival of cancer cells. In the present study, a series of designed vinyl sulfone derivatives was screened against EGFR tyrosine kinase (EGFR-TK) using in silico and in vitro studies. The molecular docking results suggested that, among 78 vinyl sulfones, there were eight compounds that could interact well with the EGFR-TK at the ATP-binding site. Afterwards, these screened compounds were tested for the inhibitory activity towards EGFR-TK using ADP-Glo™ kinase assay, and we found that only VF16 compound exhibited promising inhibitory activity against EGFR-TK with the IC50 value of 7.85 ± 0.88 nM. In addition, VF16 showed a high cytotoxicity with IC50 values of 33.52 ± 2.57, 54.63 ± 0.09, and 30.38 ± 1.37 µM against the A431, A549, and H1975 cancer cell lines, respectively. From 500-ns MD simulation, the structural stability of VF16 in complex with EGFR-TK was quite stable, suggesting that this compound could be a novel small molecule inhibitor targeting EGFR-TK.
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Affiliation(s)
- Thitinan Aiebchun
- Biocatalyst and Environmental Biotechnology Research Unit, Department of Biochemistry, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand;
| | - Panupong Mahalapbutr
- Department of Biochemistry, Faculty of Medicine, Khon Kaen University, Khon Kaen 40002, Thailand;
| | - Atima Auepattanapong
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok 10700, Thailand; (A.A.); (O.K.); (C.K.)
| | - Onnicha Khaikate
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok 10700, Thailand; (A.A.); (O.K.); (C.K.)
| | - Supaphorn Seetaha
- Department of Biochemistry, Faculty of Science, Kasetsart University, Chatuchak, Bangkok 10900, Thailand;
| | - Lueacha Tabtimmai
- Department of Biotechnology, Faculty of Applied Science, King Mongkut’s University of Technology of North Bangkok, Bangkok 10800, Thailand;
| | - Chutima Kuhakarn
- Department of Chemistry and Center of Excellence for Innovation in Chemistry (PERCH-CIC), Faculty of Science, Mahidol University, Bangkok 10700, Thailand; (A.A.); (O.K.); (C.K.)
| | - Kiattawee Choowongkomon
- Department of Biochemistry, Faculty of Science, Kasetsart University, Chatuchak, Bangkok 10900, Thailand;
- Correspondence: (K.C.); (T.R.); Tel.: +66-2218-5426 (T.R.); Fax: +66-2218-5418 (T.R.)
| | - Thanyada Rungrotmongkol
- Biocatalyst and Environmental Biotechnology Research Unit, Department of Biochemistry, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand;
- Program in Bioinformatics and Computational Biology, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand
- Correspondence: (K.C.); (T.R.); Tel.: +66-2218-5426 (T.R.); Fax: +66-2218-5418 (T.R.)
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15
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Oliva M, Mulet-Margalef N, Ochoa-De-Olza M, Napoli S, Mas J, Laquente B, Alemany L, Duell EJ, Nuciforo P, Moreno V. Tumor-Associated Microbiome: Where Do We Stand? Int J Mol Sci 2021; 22:1446. [PMID: 33535583 PMCID: PMC7867144 DOI: 10.3390/ijms22031446] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Revised: 01/26/2021] [Accepted: 01/28/2021] [Indexed: 12/14/2022] Open
Abstract
The study of the human microbiome in oncology is a growing and rapidly evolving field. In the past few years, there has been an exponential increase in the number of studies investigating associations of microbiome and cancer, from oncogenesis and cancer progression to resistance or sensitivity to specific anticancer therapies. The gut microbiome is now known to play a significant role in antitumor immune responses and in predicting the efficacy of immune-checkpoint inhibitors in cancer patients. Beyond the gut, the tumor-associated microbiome-microbe communities located either in the tumor or within its body compartment-seems to interact with the local microenvironment and the tumor immune contexture, ultimately impacting cancer progression and treatment outcome. However, pre-clinical research focusing on causality and mechanistic pathways as well as proof-of-concept studies are still needed to fully understand the potential clinical utility of microbiome in cancer patients. Moreover, there is a need for the standardization of methodology and the implementation of quality control across microbiome studies to allow for a better interpretation and greater comparability of the results reported between them. This review summarizes the accumulating evidence in the field and discusses the current and upcoming challenges of microbiome studies.
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Affiliation(s)
- Marc Oliva
- Medical Oncology Department, Catalan Institute of Oncology L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (N.M.-M.); (B.L.)
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
| | - Nuria Mulet-Margalef
- Medical Oncology Department, Catalan Institute of Oncology L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (N.M.-M.); (B.L.)
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
| | - Maria Ochoa-De-Olza
- Service of Immuno-Oncology, Department of Oncology, Lausanne University Hospital, 1011 Lausanne, Switzerland;
- Ludwig Institute for Cancer Research, University of Lausanne, 1066 Lausanne, Switzerland
| | - Stefania Napoli
- Molecular Oncology Group, Vall d’Hebron Institute of Oncology, 08035 Barcelona, Spain; (S.N.); (P.N.)
| | - Joan Mas
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
- Oncology Data Analytics Program, Catalan Institute of Oncology (ICO), L’Hospitalet de Llobregat, 08908 Catalonia, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain;
| | - Berta Laquente
- Medical Oncology Department, Catalan Institute of Oncology L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (N.M.-M.); (B.L.)
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
| | - Laia Alemany
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain;
- Cancer Epidemiology Research Program, Catalan Institute of Oncology, L’Hospitalet de Llobregat, 08908 Catalonia, Spain
- EPIBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain
| | - Eric J. Duell
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
- Oncology Data Analytics Program, Catalan Institute of Oncology (ICO), L’Hospitalet de Llobregat, 08908 Catalonia, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain;
| | - Paolo Nuciforo
- Molecular Oncology Group, Vall d’Hebron Institute of Oncology, 08035 Barcelona, Spain; (S.N.); (P.N.)
| | - Victor Moreno
- ONCOBELL Program, Bellvitge Biomedical Research Institute (IDIBELL), L’Hospitalet de Llobregat, 08908 Catalonia, Spain; (J.M.); (E.J.D.); (V.M.)
- Oncology Data Analytics Program, Catalan Institute of Oncology (ICO), L’Hospitalet de Llobregat, 08908 Catalonia, Spain
- Consortium for Biomedical Research in Epidemiology and Public Health (CIBERESP), 28029 Madrid, Spain;
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