1
|
Cho YS, Han K, Xu J, Moon JJ. Novel strategies for modulating the gut microbiome for cancer therapy. Adv Drug Deliv Rev 2024; 210:115332. [PMID: 38759702 DOI: 10.1016/j.addr.2024.115332] [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: 01/29/2024] [Revised: 05/08/2024] [Accepted: 05/13/2024] [Indexed: 05/19/2024]
Abstract
Recent advancements in genomics, transcriptomics, and metabolomics have significantly advanced our understanding of the human gut microbiome and its impact on the efficacy and toxicity of anti-cancer therapeutics, including chemotherapy, immunotherapy, and radiotherapy. In particular, prebiotics, probiotics, and postbiotics are recognized for their unique properties in modulating the gut microbiota, maintaining the intestinal barrier, and regulating immune cells, thus emerging as new cancer treatment modalities. However, clinical translation of microbiome-based therapy is still in its early stages, facing challenges to overcome physicochemical and biological barriers of the gastrointestinal tract, enhance target-specific delivery, and improve drug bioavailability. This review aims to highlight the impact of prebiotics, probiotics, and postbiotics on the gut microbiome and their efficacy as cancer treatment modalities. Additionally, we summarize recent innovative engineering strategies designed to overcome challenges associated with oral administration of anti-cancer treatments. Moreover, we will explore the potential benefits of engineered gut microbiome-modulating approaches in ameliorating the side effects of immunotherapy and chemotherapy.
Collapse
Affiliation(s)
- Young Seok Cho
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, MI 48109, USA; Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - Kai Han
- State Key Laboratory of Natural Medicines, Department of Pharmaceutics, China Pharmaceutical University, Nanjing 21009, China; Jiangsu Key Laboratory of Drug Design and Optimization, China Pharmaceutical University, Nanjing 21009, China
| | - Jin Xu
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, MI 48109, USA; Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA
| | - James J Moon
- Department of Pharmaceutical Sciences, University of Michigan, Ann Arbor, MI 48109, USA; Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI 48109, USA; Department of Chemical Engineering, University of Michigan, Ann Arbor, MI 48109, USA.
| |
Collapse
|
2
|
Zhang Y, Li Z, Huang Y, Xu Y, Zou B. Advancements in immunotherapy for advanced esophageal squamous cell carcinoma: a comprehensive review of current strategies and future directions. Expert Rev Clin Immunol 2024:1-14. [PMID: 38884604 DOI: 10.1080/1744666x.2024.2368194] [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: 12/19/2023] [Accepted: 06/10/2024] [Indexed: 06/18/2024]
Abstract
INTRODUCTION Esophageal cancer (EC), particularly esophageal squamous cell carcinoma (ESCC), is characterized by high incidence and poor prognosis worldwide, necessitating novel therapeutic approaches like immunotherapy. This review explores the impact of immune checkpoint inhibitors (ICIs) on ESCC, especially focusing on PD-1/PD-L1 and CTLA-4 inhibitors. Our literature search, conducted across databases including PubMed, Web of Science, and EMBASE, from January 2010 to December 2023, aimed at identifying advancements, challenges, and future directions in the use of immunotherapy for ESCC. AREAS COVERED We provide a detailed analysis of clinical trials evaluating the efficacy of ICIs as monotherapy and in combination with chemotherapy, radiotherapy, and targeted therapy for locally advanced ESCC. Our findings highlight the significant survival benefits offered by ICIs, albeit with varying efficacy across patient populations, emphasizing the need for precise biomarkers to tailor treatment strategies. EXPERT OPINION The integration of immunotherapy into the ESCC treatment paradigm represents a significant shift, improving survival outcomes. Future research should focus on optimizing combination therapies and novel immunotherapeutic agents, incorporating genetic and tumor microenvironment analyses to enhance patient selection and treatment efficacy.
Collapse
Affiliation(s)
- Yi Zhang
- Department of Radiation Oncology, Division of Thoracic Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, P.R. China
| | - Zheng Li
- Department of Radiation Oncology, Division of Thoracic Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, P.R. China
| | - Ying Huang
- College of Management, Sichuan Agricultural University, Chengdu, P.R. China
| | - Yong Xu
- Department of Radiation Oncology, Division of Thoracic Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, P.R. China
| | - Bingwen Zou
- Department of Radiation Oncology, Division of Thoracic Tumor Multimodality Treatment, Cancer Center, West China Hospital, Sichuan University, Chengdu, P.R. China
| |
Collapse
|
3
|
Holder AM, Dedeilia A, Sierra-Davidson K, Cohen S, Liu D, Parikh A, Boland GM. Defining clinically useful biomarkers of immune checkpoint inhibitors in solid tumours. Nat Rev Cancer 2024:10.1038/s41568-024-00705-7. [PMID: 38867074 DOI: 10.1038/s41568-024-00705-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/08/2024] [Indexed: 06/14/2024]
Abstract
Although more than a decade has passed since the approval of immune checkpoint inhibitors (ICIs) for the treatment of melanoma and non-small-cell lung, breast and gastrointestinal cancers, many patients still show limited response. US Food and Drug Administration (FDA)-approved biomarkers include programmed cell death 1 ligand 1 (PDL1) expression, microsatellite status (that is, microsatellite instability-high (MSI-H)) and tumour mutational burden (TMB), but these have limited utility and/or lack standardized testing approaches for pan-cancer applications. Tissue-based analytes (such as tumour gene signatures, tumour antigen presentation or tumour microenvironment profiles) show a correlation with immune response, but equally, these demonstrate limited efficacy, as they represent a single time point and a single spatial assessment. Patient heterogeneity as well as inter- and intra-tumoural differences across different tissue sites and time points represent substantial challenges for static biomarkers. However, dynamic biomarkers such as longitudinal biopsies or novel, less-invasive markers such as blood-based biomarkers, radiomics and the gut microbiome show increasing potential for the dynamic identification of ICI response, and patient-tailored predictors identified through neoadjuvant trials or novel ex vivo tumour models can help to personalize treatment. In this Perspective, we critically assess the multiple new static, dynamic and patient-specific biomarkers, highlight the newest consortia and trial efforts, and provide recommendations for future clinical trials to make meaningful steps forwards in the field.
Collapse
Affiliation(s)
- Ashley M Holder
- Department of Surgical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | | | - Sonia Cohen
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA
| | - David Liu
- Dana Farber Cancer Institute, Boston, MA, USA
| | - Aparna Parikh
- Cancer Center, Massachusetts General Hospital, Boston, MA, USA
| | - Genevieve M Boland
- Department of Surgery, Massachusetts General Hospital, Boston, MA, USA.
- Krantz Family Center for Cancer Research, Massachusetts General Hospital, Boston, MA, USA.
| |
Collapse
|
4
|
Chan PY, Corrie PG. Curing Stage IV Melanoma: Where Have We Been and Where Are We? Am Soc Clin Oncol Educ Book 2024; 44:e438654. [PMID: 38669609 DOI: 10.1200/edbk_438654] [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: 04/28/2024]
Abstract
Little more than 10 years ago, metastatic melanoma was considered to have one of the poorest cancer outcomes, associated with a median overall survival of 6-8 months. Cytotoxic chemotherapy offered modest response rates of 20%-30%, but no clear survival benefit. Patients were routinely enrolled in clinical trials as their first-line therapy in the search for effective novel therapeutics. Remarkable developments in molecular biology, cancer genomics, immunology, and drug discovery have dominated the early part of the 21st century, and nowhere have the benefits been better realized than in the transformation of outcomes for patients with metastatic melanoma: since 2011, 14 new agents have been approved that significantly increase survival, with long-term remissions and, possibly now, potential for cure. Even so, there is still much work to be done, given that most treated patients still die of their disease. Although most survival gains have so far been realized for cutaneous melanoma, improving treatment options for those 10% of patients with rarer, noncutaneous melanomas is a high priority. Key novel therapeutic approaches aimed at improving outcomes with potential for curing patients with melanoma are considered.
Collapse
Affiliation(s)
- Pui Ying Chan
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Pippa G Corrie
- Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| |
Collapse
|
5
|
Nguyen NTA, Jiang Y, McQuade JL. Eating away cancer: the potential of diet and the microbiome for shaping immunotherapy outcome. Front Immunol 2024; 15:1409414. [PMID: 38873602 PMCID: PMC11169628 DOI: 10.3389/fimmu.2024.1409414] [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: 03/30/2024] [Accepted: 05/14/2024] [Indexed: 06/15/2024] Open
Abstract
The gut microbiome (GMB) plays a substantial role in human health and disease. From affecting gut barrier integrity to promoting immune cell differentiation, the GMB is capable of shaping host immunity and thus oncogenesis and anti-cancer therapeutic response, particularly with immunotherapy. Dietary patterns and components are key determinants of GMB composition, supporting the investigation of the diet-microbiome-immunity axis as a potential avenue to enhance immunotherapy response in cancer patients. As such, this review will discuss the role of the GMB and diet on anti-cancer immunity. We demonstrate that diet affects anti-cancer immunity through both GMB-independent and GMB-mediated mechanisms, and that different diet patterns mold the GMB's functional and taxonomic composition in distinctive ways. Dietary modulation therefore shows promise as an intervention for improving cancer outcome; however, further and more extensive research in human cancer populations is needed.
Collapse
Affiliation(s)
| | | | - Jennifer L. McQuade
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| |
Collapse
|
6
|
Özçam M, Lynch SV. The gut-airway microbiome axis in health and respiratory diseases. Nat Rev Microbiol 2024:10.1038/s41579-024-01048-8. [PMID: 38778224 DOI: 10.1038/s41579-024-01048-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/15/2024] [Indexed: 05/25/2024]
Abstract
Communication between the gut and remote organs, such as the brain or the cardiovascular system, has been well established and recent studies provide evidence for a potential bidirectional gut-airway axis. Observations from animal and human studies indicate that respiratory insults influence the activity of the gut microbiome and that microbial ligands and metabolic products generated by the gut microbiome shape respiratory immunity. Information exchange between these two large mucosal surface areas regulates microorganism-immune interactions, with significant implications for the clinical and treatment outcomes of a range of respiratory conditions, including asthma, chronic obstructive pulmonary disease and lung cancer. In this Review, we summarize the most recent data in this field, offering insights into mechanisms of gut-airway crosstalk across spatial and temporal gradients and their relevance for respiratory health.
Collapse
Affiliation(s)
- Mustafa Özçam
- Benioff Center for Microbiome Medicine, Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Susan V Lynch
- Benioff Center for Microbiome Medicine, Department of Medicine, University of California San Francisco, San Francisco, CA, USA.
| |
Collapse
|
7
|
Li Z, Xiong W, Liang Z, Wang J, Zeng Z, Kołat D, Li X, Zhou D, Xu X, Zhao L. Critical role of the gut microbiota in immune responses and cancer immunotherapy. J Hematol Oncol 2024; 17:33. [PMID: 38745196 PMCID: PMC11094969 DOI: 10.1186/s13045-024-01541-w] [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: 10/25/2023] [Accepted: 04/03/2024] [Indexed: 05/16/2024] Open
Abstract
The gut microbiota plays a critical role in the progression of human diseases, especially cancer. In recent decades, there has been accumulating evidence of the connections between the gut microbiota and cancer immunotherapy. Therefore, understanding the functional role of the gut microbiota in regulating immune responses to cancer immunotherapy is crucial for developing precision medicine. In this review, we extract insights from state-of-the-art research to decipher the complicated crosstalk among the gut microbiota, the systemic immune system, and immunotherapy in the context of cancer. Additionally, as the gut microbiota can account for immune-related adverse events, we discuss potential interventions to minimize these adverse effects and discuss the clinical application of five microbiota-targeted strategies that precisely increase the efficacy of cancer immunotherapy. Finally, as the gut microbiota holds promising potential as a target for precision cancer immunotherapeutics, we summarize current challenges and provide a general outlook on future directions in this field.
Collapse
Affiliation(s)
- Zehua Li
- Department of Plastic and Burn Surgery, West China Hospital, Sichuan University, Chengdu, China
- Chinese Academy of Medical Sciences (CAMS), CAMS Oxford Institute (COI), Nuffield Department of Medicine, University of Oxford, Oxford, England
| | - Weixi Xiong
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
- Institute of Brain Science and Brain-Inspired Technology of West China Hospital, Sichuan University, Chengdu, China
| | - Zhu Liang
- Chinese Academy of Medical Sciences (CAMS), CAMS Oxford Institute (COI), Nuffield Department of Medicine, University of Oxford, Oxford, England
- Target Discovery Institute, Center for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, England
| | - Jinyu Wang
- Departments of Obstetrics and Gynecology, West China Second University Hospital of Sichuan University, Chengdu, China
| | - Ziyi Zeng
- Department of Neonatology, West China Second University Hospital of Sichuan University, Chengdu, China
| | - Damian Kołat
- Department of Functional Genomics, Medical University of Lodz, Lodz, Poland
- Department of Biomedicine and Experimental Surgery, Medical University of Lodz, Lodz, Poland
| | - Xi Li
- Department of Urology, Churchill Hospital, Oxford University Hospitals NHS Foundation, Oxford, UK
| | - Dong Zhou
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
- Institute of Brain Science and Brain-Inspired Technology of West China Hospital, Sichuan University, Chengdu, China
| | - Xuewen Xu
- Department of Plastic and Burn Surgery, West China Hospital, Sichuan University, Chengdu, China
| | - Linyong Zhao
- Department of General Surgery and Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, China.
| |
Collapse
|
8
|
Kim CW, Kim HJ, Lee HK. Microbiome dynamics in immune checkpoint blockade. Trends Endocrinol Metab 2024:S1043-2760(24)00096-1. [PMID: 38705760 DOI: 10.1016/j.tem.2024.04.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 04/12/2024] [Accepted: 04/16/2024] [Indexed: 05/07/2024]
Abstract
Immune checkpoint blockade (ICB) is one of the leading immunotherapies, although a variable extent of resistance has been observed among patients and across cancer types. Among the efforts underway to overcome this challenge, the microbiome has emerged as a factor affecting the responsiveness and efficacy of ICB. Active research, facilitated by advances in sequencing techniques, is assessing the predominant influence of the intestinal microbiome, as well as the effects of the presence of an intratumoral microbiome. In this review, we describe recent findings from clinical trials, observational studies of human patients, and animal studies on the impact of the microbiome on the efficacy of ICB, highlighting the role of the intestinal and tumor microbiomes and the contribution of methodological advances in their study.
Collapse
Affiliation(s)
- Chae Won Kim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, Republic of Korea; Life Science Institute, KAIST, Daejeon 34141, Republic of Korea
| | - Hyun-Jin Kim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, Republic of Korea; Life Science Institute, KAIST, Daejeon 34141, Republic of Korea
| | - Heung Kyu Lee
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 34141, Republic of Korea.
| |
Collapse
|
9
|
Ma Y, Wang T, Zhang X, Wang P, Long F. The role of circular RNAs in regulating resistance to cancer immunotherapy: mechanisms and implications. Cell Death Dis 2024; 15:312. [PMID: 38697964 PMCID: PMC11066075 DOI: 10.1038/s41419-024-06698-3] [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: 02/16/2024] [Revised: 04/16/2024] [Accepted: 04/18/2024] [Indexed: 05/05/2024]
Abstract
Cancer immunotherapy has rapidly transformed cancer treatment, yet resistance remains a significant hurdle, limiting its efficacy in many patients. Circular RNAs (circRNAs), a novel class of non-coding RNAs, have emerged as pivotal regulators of gene expression and cellular processes. Increasing evidence indicates their involvement in modulating resistance to cancer immunotherapy. Notably, certain circRNAs function as miRNA sponges or interact with proteins, influencing the expression of immune-related genes, including crucial immune checkpoint molecules. This, in turn, shapes the tumor microenvironment and significantly impacts the response to immunotherapy. In this comprehensive review, we explore the evolving role of circRNAs in orchestrating resistance to cancer immunotherapy, with a specific focus on their mechanisms in influencing immune checkpoint gene expression. Additionally, we underscore the potential of circRNAs as promising therapeutic targets to augment the effectiveness of cancer immunotherapy. Understanding the role of circRNAs in cancer immunotherapy resistance could contribute to the development of new therapeutic strategies to overcome resistance and improve patient outcomes.
Collapse
Affiliation(s)
- Yu Ma
- Department of Clinical Research, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Ting Wang
- Department of Clinical Research, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Xudong Zhang
- Department of Clinical Research, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, 610041, China
| | - Pinghan Wang
- Laboratory Medicine Center, Sichuan Provincial Maternity and Child Health Care Hospital, Affiliated Women's and Children's Hospital of Chengdu Medical College, Chengdu Medical College, Chengdu, 610032, China
| | - Fangyi Long
- Laboratory Medicine Center, Sichuan Provincial Maternity and Child Health Care Hospital, Affiliated Women's and Children's Hospital of Chengdu Medical College, Chengdu Medical College, Chengdu, 610032, China.
| |
Collapse
|
10
|
Zakharevich NV, Morozov MD, Kanaeva VA, Filippov MS, Zyubko TI, Ivanov AB, Ulyantsev VI, Klimina KM, Olekhnovich EI. Systemic metabolic depletion of gut microbiome undermines responsiveness to melanoma immunotherapy. Life Sci Alliance 2024; 7:e202302480. [PMID: 38448159 PMCID: PMC10917649 DOI: 10.26508/lsa.202302480] [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: 11/14/2023] [Revised: 02/09/2024] [Accepted: 02/12/2024] [Indexed: 03/08/2024] Open
Abstract
Immunotherapy has proven to be a boon for patients battling metastatic melanoma, significantly improving their clinical condition and overall quality of life. A compelling link between the composition of the gut microbiome and the efficacy of immunotherapy has been established in both animal models and human patients. However, the precise biological mechanisms by which gut microbes influence treatment outcomes remain poorly understood. Using a robust dataset of 680 fecal metagenomes from melanoma patients, a detailed catalog of metagenome-assembled genomes (MAGs) was constructed to explore the compositional and functional properties of the gut microbiome. Our study uncovered significant findings that deepen the understanding of the intricate relationship between gut microbes and the efficacy of melanoma immunotherapy. In particular, we discovered the specific metagenomic profile of patients with favorable treatment outcomes, characterized by a prevalence of MAGs with increased overall metabolic potential and proficiency in polysaccharide utilization, along with those responsible for cobalamin and amino acid production. Furthermore, our investigation of the biosynthetic pathways of short-chain fatty acids, known for their immunomodulatory role, revealed a differential abundance of these pathways among the specific MAGs. Among others, the cobalamin-dependent Wood-Ljungdahl pathway of acetate synthesis was directly associated with responsiveness to melanoma immunotherapy.
Collapse
Affiliation(s)
- Natalia V Zakharevich
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
| | - Maxim D Morozov
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
| | - Vera A Kanaeva
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
- Moscow Institute of Physics and Technology, Moscow, Russian
| | - Mikhail S Filippov
- https://ror.org/04btxg914 Bioinformatics Institute, Saint Petersburg, Russian
| | - Tatyana I Zyubko
- https://ror.org/04btxg914 Bioinformatics Institute, Saint Petersburg, Russian
| | - Artem B Ivanov
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
- ITMO University, Saint Petersburg, Russian
| | | | - Ksenia M Klimina
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
| | - Evgenii I Olekhnovich
- Lopukhin Federal Research and Clinical Center of Physical-Chemical Medicine of Federal Medical Biological Agency, Moscow, Russian
| |
Collapse
|
11
|
Blake SJ, Wolf Y, Boursi B, Lynn DJ. Role of the microbiota in response to and recovery from cancer therapy. Nat Rev Immunol 2024; 24:308-325. [PMID: 37932511 DOI: 10.1038/s41577-023-00951-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/26/2023] [Indexed: 11/08/2023]
Abstract
Our understanding of how the microbiota affects the balance between response to and failure of cancer treatment by modulating the tumour microenvironment and systemic immune system has advanced rapidly in recent years. Microbiota-targeting interventions in patients with cancer are an area of intensive investigation. Promisingly, phase I-II clinical trials have shown that interventions such as faecal microbiota transplantation can overcome resistance to immune checkpoint blockade in patients with melanoma, improve therapeutic outcomes in treatment-naive patients and reduce therapy-induced immunotoxicities. Here, we synthesize the evidence showing that the microbiota is an important determinant of both cancer treatment efficacy and treatment-induced acute and long-term toxicity, and we discuss the complex and inter-related mechanisms involved. We also assess the potential of microbiota-targeting interventions, including bacterial engineering and phage therapy, to optimize the response to and recovery from cancer therapy.
Collapse
Affiliation(s)
- Stephen J Blake
- Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia
- College of Medicine and Public Health, Flinders University, Adelaide, South Australia, Australia
| | - Yochai Wolf
- Ella Lemelbaum Institute for Immuno-oncology and Skin Cancer, Sheba Medical Center, Tel Hashomer, Israel
- Department of Pathology, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Ben Boursi
- School of Medicine, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
- Department of Oncology, Sheba Medical Center, Tel Hashomer, Israel
- Center of Clinical Epidemiology and Biostatistics, University of Pennsylvania, Philadelphia, PA, USA
| | - David J Lynn
- Precision Cancer Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, South Australia, Australia.
- College of Medicine and Public Health, Flinders University, Adelaide, South Australia, Australia.
| |
Collapse
|
12
|
Sang Y, Zheng K, Zhao Y, Liu Y, Zhu S, Xie X, Shang L, Liu J, Li L. Efficacy and regulatory strategies of gut microbiota in immunotherapy: a narrative review. Transl Cancer Res 2024; 13:2043-2063. [PMID: 38737692 PMCID: PMC11082673 DOI: 10.21037/tcr-24-316] [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: 02/27/2024] [Accepted: 03/29/2024] [Indexed: 05/14/2024]
Abstract
Background and Objective With advances in gut microbiome research, it has been recognized that the gut microbiome has an important and far-reaching impact on many human diseases, including cancer. Therefore, more and more researchers are focusing on the treatment of gut flora in tumors. In this article, we present a review of the mechanisms of gut microbes in tumor immunotherapy and related studies to provide reference for further research and insights into the clinical application of gut microbes. Methods Between April 25, 2023, and November 25, 2023, we searched for articles published only in English between 1984 and 2023 using the databases PubMed, American Medical Association and Elsevier ScienceDirect using the keywords "gut microbiology" and "tumor" or "immunotherapy". Key Content and Findings The gastrointestinal tract contains the largest number of microorganisms in the human body. Microorganisms are involved in regulating many physiological activities of the body. Studies have shown that gut microbes and their derivatives are involved in the occurrence and development of a variety of inflammations and tumors, and changes in their abundance and proportion affect the degree of cancer progression and sensitivity to immunotherapy. Gut microbiota-based drug research is ongoing, and some anti-tumor studies have entered the clinical trial stage. Conclusions The abundance and proportion of intestinal microorganisms influence the susceptibility of tumors to tumor immunotherapy. This article reviewed the effects and mechanisms of gut microbes on tumor immunotherapy to further explore the medical value of gut microbes in tumor immunotherapy.
Collapse
Affiliation(s)
- Yaodong Sang
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Kexin Zheng
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital, Shandong University, Jinan, China
| | - Yulong Zhao
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Yuan Liu
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital, Shandong University, Jinan, China
| | - Siqiang Zhu
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Xiaozhou Xie
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Liang Shang
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital, Shandong University, Jinan, China
| | - Jin Liu
- Department of Gastroenterology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Leping Li
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
- Department of Gastrointestinal Surgery, Shandong Provincial Hospital, Shandong University, Jinan, China
| |
Collapse
|
13
|
Karaman I, Pathak A, Bayik D, Watson DC. Harnessing Bacterial Extracellular Vesicle Immune Effects for Cancer Therapy. Pathog Immun 2024; 9:56-90. [PMID: 38690563 PMCID: PMC11060327 DOI: 10.20411/pai.v9i1.657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 03/28/2024] [Indexed: 05/02/2024] Open
Abstract
There are a growing number of studies linking the composition of the human microbiome to disease states and treatment responses, especially in the context of cancer. This has raised significant interest in developing microbes and microbial products as cancer immunotherapeutics that mimic or recapitulate the beneficial effects of host-microbe interactions. Bacterial extracellular vesicles (bEVs) are nano-sized, membrane-bound particles secreted by essentially all bacteria species and contain a diverse bioactive cargo of the producing cell. They have a fundamental role in facilitating interactions among cells of the same species, different microbial species, and even with multicellular host organisms in the context of colonization (microbiome) and infection. The interaction of bEVs with the immune system has been studied extensively in the context of infection and suggests that bEV effects depend largely on the producing species. They thus provide functional diversity, while also being nonreplicative, having inherent cell-targeting qualities, and potentially overcoming natural barriers. These characteristics make them highly appealing for development as cancer immunotherapeutics. Both natively secreted and engineered bEVs are now being investigated for their application as immunotherapeutics, vaccines, drug delivery vehicles, and combinations of the above, with promising early results. This suggests that both the intrinsic immunomodulatory properties of bEVs and their ability to be modified could be harnessed for the development of next-generation microbe-inspired therapies. Nonetheless, there remain major outstanding questions regarding how the observed preclinical effectiveness will translate from murine models to primates, and humans in particular. Moreover, research into the pharmacology, toxicology, and mass manufacturing of this potential novel therapeutic platform is still at early stages. In this review, we highlight the breadth of bEV interactions with host cells, focusing on immunologic effects as the main mechanism of action of bEVs currently in preclinical development. We review the literature on ongoing efforts to develop natively secreted and engineered bEVs from a variety of bacterial species for cancer therapy and finally discuss efforts to overcome outstanding challenges that remain for clinical translation.
Collapse
Affiliation(s)
- Irem Karaman
- Bahcesehir University School of Medicine, Istanbul, Turkey
| | - Asmita Pathak
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Florida
| | - Defne Bayik
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Florida
| | - Dionysios C. Watson
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Florida
| |
Collapse
|
14
|
Usyk M, Hayes RB, Knight R, Gonzalez A, Li H, Osman I, Weber JS, Ahn J. Gut microbiome is associated with recurrence-free survival in patients with resected Stage IIIB-D or Stage IV melanoma treated with immune checkpoint inhibitors. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.16.589761. [PMID: 38659744 PMCID: PMC11042335 DOI: 10.1101/2024.04.16.589761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
The gut microbiome (GMB) has been associated with outcomes of immune checkpoint blockade therapy in melanoma, but there is limited consensus on the specific taxa involved, particularly across different geographic regions. We analyzed pre-treatment stool samples from 674 melanoma patients participating in a phase-III trial of adjuvant nivolumab plus ipilimumab versus nivolumab, across three continents and five regions. Longitudinal analysis revealed that GMB was largely unchanged following treatment, offering promise for lasting GMB-based interventions. In region-specific and cross-region meta-analyses, we identified pre-treatment taxonomic markers associated with recurrence, including Eubacterium, Ruminococcus, Firmicutes, and Clostridium. Recurrence prediction by these markers was best achieved across regions by matching participants on GMB compositional similarity between the intra-regional discovery and external validation sets. AUCs for prediction ranged from 0.83-0.94 (depending on the initial discovery region) for patients closely matched on GMB composition (e.g., JSD ≤0.11). This evidence indicates that taxonomic markers for prediction of recurrence are generalizable across regions, for individuals of similar GMB composition.
Collapse
Affiliation(s)
- Mykhaylo Usyk
- Department of Population Health, NYU Grossman School of Medicine, New York, NY, USA
| | - Richard B. Hayes
- Department of Population Health, NYU Grossman School of Medicine, New York, NY, USA
- NYU Laura and Isaac Perlmutter Cancer Center, New York, NY, USA
| | - Rob Knight
- Departments of Pediatrics, Computer Science & Engineering, and Bioengineering; Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
| | - Antonio Gonzalez
- Departments of Pediatrics, Computer Science & Engineering, and Bioengineering; Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
| | - Huilin Li
- Department of Population Health, NYU Grossman School of Medicine, New York, NY, USA
- NYU Laura and Isaac Perlmutter Cancer Center, New York, NY, USA
| | - Iman Osman
- NYU Laura and Isaac Perlmutter Cancer Center, New York, NY, USA
- The Ronald O. Perelman Department of Dermatology, NYU Grossman School of Medicine, New York, NY, USA
- Department of Medicine, NYU Grossman School of Medicine, New York, NY, USA
| | - Jeffrey S. Weber
- NYU Laura and Isaac Perlmutter Cancer Center, New York, NY, USA
- Department of Medicine, NYU Grossman School of Medicine, New York, NY, USA
| | - Jiyoung Ahn
- Department of Population Health, NYU Grossman School of Medicine, New York, NY, USA
- NYU Laura and Isaac Perlmutter Cancer Center, New York, NY, USA
| |
Collapse
|
15
|
Zhu X, Huang X, Hu M, Sun R, Li J, Wang H, Pan X, Ma Y, Ning L, Tong T, Zhou Y, Ding J, Zhao Y, Xuan B, Fang JY, Hong J, Hon Wong JW, Zhang Y, Chen H. A specific enterotype derived from gut microbiome of older individuals enables favorable responses to immune checkpoint blockade therapy. Cell Host Microbe 2024; 32:489-505.e5. [PMID: 38513657 DOI: 10.1016/j.chom.2024.03.002] [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: 09/28/2023] [Revised: 12/15/2023] [Accepted: 03/04/2024] [Indexed: 03/23/2024]
Abstract
Immunotherapy has revolutionized cancer treatment, but inconsistent responses persist. Our study delves into the intriguing phenomenon of enhanced immunotherapy sensitivity in older individuals with cancers. Through a meta-analysis encompassing 25 small-to-mid-sized trials of immune checkpoint blockade (ICB), we demonstrate that older individuals exhibit heightened responsiveness to ICB therapy. To understand the underlying mechanism, we reanalyze single-cell RNA sequencing (scRNA-seq) data from multiple studies and unveil distinct upregulation of exhausted and cytotoxic T cell markers within the tumor microenvironment (TME) of older patients. Recognizing the potential role of gut microbiota in modulating the efficacy of immunotherapy, we identify an aging-enriched enterotype linked to improved immunotherapy outcomes in older patients. Fecal microbiota transplantation experiments in mice confirm the therapeutic potential of the aging-enriched enterotype, enhancing treatment sensitivity and reshaping the TME. Our discoveries confront the prevailing paradox and provide encouraging paths for tailoring cancer immunotherapy strategies according to an individual's gut microbiome profile.
Collapse
Affiliation(s)
- Xiaoqiang Zhu
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China; School of Biomedical Sciences, LKS Faculty of Medicine, The University of Hong Kong, Centre for Oncology and Immunology, Hong Kong Science Park. Hong Kong, Hong Kong SAR, China; Baoshan Branch, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiaowen Huang
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Muni Hu
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Rongrong Sun
- Department of Medical Oncology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China
| | - Jiantao Li
- Shanghai Lung Cancer Center, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University
| | - Hai Wang
- Department of Endoscopy, Shanghai Pulmonary Hospital, Tongji University, Shanghai, China
| | - Xuefeng Pan
- Department of Medical Oncology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China
| | - Yanru Ma
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Lijun Ning
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Tianying Tong
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yilu Zhou
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jinmei Ding
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ying Zhao
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Baoqin Xuan
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jing-Yuan Fang
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jie Hong
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| | - Jason Wing Hon Wong
- School of Biomedical Sciences, LKS Faculty of Medicine, The University of Hong Kong, Centre for Oncology and Immunology, Hong Kong Science Park. Hong Kong, Hong Kong SAR, China.
| | - Youwei Zhang
- Department of Medical Oncology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China.
| | - Haoyan Chen
- State Key Laboratory of Systems Medicine for Cancer, Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| |
Collapse
|
16
|
Zhao X, Liu S, Li S, Jiang W, Wang J, Xiao J, Chen T, Ma J, Khan MZ, Wang W, Li M, Li S, Cao Z. Unlocking the power of postbiotics: A revolutionary approach to nutrition for humans and animals. Cell Metab 2024; 36:725-744. [PMID: 38569470 DOI: 10.1016/j.cmet.2024.03.004] [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: 08/25/2023] [Revised: 02/25/2024] [Accepted: 03/10/2024] [Indexed: 04/05/2024]
Abstract
Postbiotics, which comprise inanimate microorganisms or their constituents, have recently gained significant attention for their potential health benefits. Extensive research on postbiotics has uncovered many beneficial effects on hosts, including antioxidant activity, immunomodulatory effects, gut microbiota modulation, and enhancement of epithelial barrier function. Although these features resemble those of probiotics, the stability and safety of postbiotics make them an appealing alternative. In this review, we provide a comprehensive summary of the latest research on postbiotics, emphasizing their positive impacts on both human and animal health. As our understanding of the influence of postbiotics on living organisms continues to grow, their application in clinical and nutritional settings, as well as animal husbandry, is expected to expand. Moreover, by substituting postbiotics for antibiotics, we can promote health and productivity while minimizing adverse effects. This alternative approach holds immense potential for improving health outcomes and revolutionizing the food and animal products industries.
Collapse
Affiliation(s)
- Xinjie Zhao
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Shuai Liu
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Sumin Li
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Wen Jiang
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Jingjun Wang
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Jianxin Xiao
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Tianyu Chen
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Jiaying Ma
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Muhammad Zahoor Khan
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China; Faculty of Veterinary and Animal Sciences, Department of Animal Breeding and Genetics, The University of Agriculture, Dera Ismail Khan 29220, Pakistan
| | - Wei Wang
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Mengmeng Li
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Shengli Li
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China
| | - Zhijun Cao
- State Key Laboratory of Animal Nutrition and Feeding, College of Animal Science and Technology, China Agricultural University, Beijing 100193, China.
| |
Collapse
|
17
|
Asnicar F, Thomas AM, Passerini A, Waldron L, Segata N. Machine learning for microbiologists. Nat Rev Microbiol 2024; 22:191-205. [PMID: 37968359 DOI: 10.1038/s41579-023-00984-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/03/2023] [Indexed: 11/17/2023]
Abstract
Machine learning is increasingly important in microbiology where it is used for tasks such as predicting antibiotic resistance and associating human microbiome features with complex host diseases. The applications in microbiology are quickly expanding and the machine learning tools frequently used in basic and clinical research range from classification and regression to clustering and dimensionality reduction. In this Review, we examine the main machine learning concepts, tasks and applications that are relevant for experimental and clinical microbiologists. We provide the minimal toolbox for a microbiologist to be able to understand, interpret and use machine learning in their experimental and translational activities.
Collapse
Affiliation(s)
- Francesco Asnicar
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Andrew Maltez Thomas
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Andrea Passerini
- Department of Information Engineering and Computer Science, University of Trento, Trento, Italy
| | - Levi Waldron
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.
- Department of Epidemiology and Biostatistics, City University of New York, New York, NY, USA.
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.
- Department of Experimental Oncology, European Institute of Oncology IRCCS, Milan, Italy.
| |
Collapse
|
18
|
Chovet F, Passot AS, Mangon Q, Rouzaire P, Dougé A. [The circulating PD-L1: An emerging predictive biomarker for immune checkpoint inhibitors response]. Bull Cancer 2024; 111:416-427. [PMID: 38438284 DOI: 10.1016/j.bulcan.2023.12.013] [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: 06/07/2023] [Revised: 11/29/2023] [Accepted: 12/07/2023] [Indexed: 03/06/2024]
Abstract
Immune checkpoint inhibitors (ICI) have recently become the standard of care for many metastatic solid tumors, with considerable improvements in patient prognosis. However, a non-negligible proportion of patients does not respond to this type of treatment, making it essential to identify predictive factors of this response in order to better adapt the therapy. Among the biomarkers that have been most extensively studied in recent years, tumor PD-L1 levels come out on top, with controversial results for predicting response to ICI. The determination of circulating PD-L1 (or soluble PD-L1) in peripheral blood seems to be an interesting emerging biomarker. Indeed, several studies have investigated its prognostic value, and/or its potential predictive value of response to immunotherapy, and it would appear that there is a correlation between the level of soluble PD-L1 and the level of tumor aggressiveness and therefore prognosis. Furthermore, the results suggest that higher PD-L1 levels are associated with a poorer response to immunotherapy, although this remains to be confirmed in large-scale studies.
Collapse
Affiliation(s)
- Fanny Chovet
- Service d'oncologie médicale, CHU Gabriel-Montpied, 63000 Clermont-Ferrand, France
| | - Anne-Sophie Passot
- Service d'oncologie médicale, CHU Gabriel-Montpied, 63000 Clermont-Ferrand, France
| | - Quentin Mangon
- Service d'oncologie médicale, CHU Gabriel-Montpied, 63000 Clermont-Ferrand, France
| | - Paul Rouzaire
- Service d'histocompatibilité et d'immunogénétique, CHU Gabriel-Montpied, 63000 Clermont-Ferrand, France
| | - Aurore Dougé
- Service d'oncologie médicale, CHU Gabriel-Montpied, 63000 Clermont-Ferrand, France.
| |
Collapse
|
19
|
Liu B, Liu Z, Jiang T, Gu X, Yin X, Cai Z, Zou X, Dai L, Zhang B. Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity. Eur J Med Res 2024; 29:161. [PMID: 38475836 DOI: 10.1186/s40001-024-01741-7] [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: 09/25/2023] [Accepted: 02/22/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND In cancer patients receiving immune checkpoint inhibitors (ICIs), there is emerging evidence suggesting a correlation between gut microbiota and immune-related adverse events (irAEs). However, the exact roles of gut microbiota and the causal associations are yet to be clarified. METHODS To investigate this, we first conducted a univariable bi-directional two-sample Mendelian randomization (MR) analysis. Instrumental variables (IVs) for gut microbiota were retrieved from the MiBioGen consortium (18,340 participants). GWAS summary data for irAEs were gathered from an ICIs-treated cohort with 1,751 cancer patients. Various MR analysis methods, including inverse variance weighted (IVW), MR PRESSO, maximum likelihood (ML), weighted median, weighted mode, and cML-MA-BIC, were used. Furthermore, multivariable MR (MVMR) analysis was performed to account for possible influencing instrumental variables. RESULTS Our analysis identified fourteen gut bacterial taxa that were causally associated with irAEs. Notably, Lachnospiraceae was strongly associated with an increased risk of both high-grade and all-grade irAEs, even after accounting for the effect of BMI in the MVMR analysis. Akkermansia, Verrucomicrobiaceae, and Anaerostipes were found to exert protective roles in high-grade irAEs. However, Ruminiclostridium6, Coprococcus3, Collinsella, and Eubacterium (fissicatena group) were associated with a higher risk of developing high-grade irAEs. RuminococcaceaeUCG004, and DefluviitaleaceaeUCG011 were protective against all-grade irAEs, whereas Porphyromonadaceae, Roseburia, Eubacterium (brachy group), and Peptococcus were associated with an increased risk of all-grade irAEs. CONCLUSIONS Our analysis highlights a strong causal association between Lachnospiraceae and irAEs, along with some other gut microbial taxa. These findings provide potential modifiable targets for managing irAEs and warrant further investigation.
Collapse
Affiliation(s)
- Baike Liu
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Zheran Liu
- Department of Biotherapy and National Clinical Research Center for Geriatrics, Cancer Center, West China Hospital, Sichuan University, Chengdu, Sichuan, People's Republic of China
| | - Tianxiang Jiang
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Xiangshuai Gu
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, Sichuan, People's Republic of China
| | - Xiaonan Yin
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Zhaolun Cai
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Xiaoqiao Zou
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Lei Dai
- State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University and Collaborative Innovation Center for Biotherapy, Chengdu, 610041, Sichuan, People's Republic of China.
| | - Bo Zhang
- Department of General Surgery, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
- Gastric Cancer Center, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
| |
Collapse
|
20
|
Longitudinal analysis shows how microbiome changes might influence responses to immune checkpoint blockade. Nat Med 2024; 30:644-645. [PMID: 38388842 DOI: 10.1038/s41591-024-02830-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2024]
|
21
|
Gunjur A, Shao Y, Rozday T, Klein O, Mu A, Haak BW, Markman B, Kee D, Carlino MS, Underhill C, Frentzas S, Michael M, Gao B, Palmer J, Cebon J, Behren A, Adams DJ, Lawley TD. A gut microbial signature for combination immune checkpoint blockade across cancer types. Nat Med 2024; 30:797-809. [PMID: 38429524 PMCID: PMC10957475 DOI: 10.1038/s41591-024-02823-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: 06/23/2023] [Accepted: 01/12/2024] [Indexed: 03/03/2024]
Abstract
Immune checkpoint blockade (ICB) targeting programmed cell death protein 1 (PD-1) and cytotoxic T lymphocyte protein 4 (CTLA-4) can induce remarkable, yet unpredictable, responses across a variety of cancers. Studies suggest that there is a relationship between a cancer patient's gut microbiota composition and clinical response to ICB; however, defining microbiome-based biomarkers that generalize across cohorts has been challenging. This may relate to previous efforts quantifying microbiota to species (or higher taxonomic rank) abundances, whereas microbial functions are often strain specific. Here, we performed deep shotgun metagenomic sequencing of baseline fecal samples from a unique, richly annotated phase 2 trial cohort of patients with diverse rare cancers treated with combination ICB (n = 106 discovery cohort). We demonstrate that strain-resolved microbial abundances improve machine learning predictions of ICB response and 12-month progression-free survival relative to models built using species-rank quantifications or comprehensive pretreatment clinical factors. Through a meta-analysis of gut metagenomes from a further six comparable studies (n = 364 validation cohort), we found cross-cancer (and cross-country) validity of strain-response signatures, but only when the training and test cohorts used concordant ICB regimens (anti-PD-1 monotherapy or combination anti-PD-1 plus anti-CTLA-4). This suggests that future development of gut microbiome diagnostics or therapeutics should be tailored according to ICB treatment regimen rather than according to cancer type.
Collapse
Affiliation(s)
- Ashray Gunjur
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK.
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, UK.
| | - Yan Shao
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
| | - Timothy Rozday
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
| | - Oliver Klein
- Olivia Newton-John Cancer Research Institute, La Trobe University School of Cancer Medicine, Melbourne, Victoria, Australia
- Department of Medical Oncology, Austin Health, Melbourne, Victoria, Australia
- Central Clinical School, Monash University, Melbourne, Victoria, Australia
| | - Andre Mu
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK
| | - Bastiaan W Haak
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK
- Center for Experimental and Molecular Medicine, Amsterdam UMC, Amsterdam, Netherlands
| | - Ben Markman
- Department of Medical Oncology, Monash Health, Melbourne, Victoria, Australia
- Department of Medical Oncology, Alfred Health, Melbourne, Victoria, Australia
- School of Clinical Sciences, Monash University, Melbourne, Victoria, Australia
| | - Damien Kee
- Department of Medical Oncology, Austin Health, Melbourne, Victoria, Australia
- Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Rare Cancer Laboratory, Walter and Eliza Hall Institute of Medical Research, Melbourne, Victoria, Australia
| | - Matteo S Carlino
- Department of Medical Oncology, Blacktown and Westmead Hospitals, Sydney, New South Wales, Australia
- Melanoma Institute of Australia, University of Sydney, Sydney, New South Wales, Australia
| | - Craig Underhill
- Border Medical Oncology and Haematology Research Unit, Albury-Wodonga Regional Cancer Centre, Albury-Wodonga, New South Wales, Australia
- Rural Medical School, University of New South Wales, Albury, New South Wales, Australia
| | - Sophia Frentzas
- Department of Medical Oncology, Monash Health, Melbourne, Victoria, Australia
| | - Michael Michael
- Department of Medical Oncology, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Victoria, Australia
| | - Bo Gao
- Department of Medical Oncology, Blacktown and Westmead Hospitals, Sydney, New South Wales, Australia
| | - Jodie Palmer
- Olivia Newton-John Cancer Research Institute, La Trobe University School of Cancer Medicine, Melbourne, Victoria, Australia
| | - Jonathan Cebon
- Olivia Newton-John Cancer Research Institute, La Trobe University School of Cancer Medicine, Melbourne, Victoria, Australia
- Department of Medical Oncology, Austin Health, Melbourne, Victoria, Australia
| | - Andreas Behren
- Olivia Newton-John Cancer Research Institute, La Trobe University School of Cancer Medicine, Melbourne, Victoria, Australia
| | - David J Adams
- Experimental Cancer Genetics, Wellcome Sanger Institute, Hinxton, UK
| | - Trevor D Lawley
- Host-Microbiota Interactions Laboratory, Wellcome Sanger Institute, Hinxton, UK.
| |
Collapse
|
22
|
Wang H, Ülgen M, Trajkovski M. Importance of temperature on immuno-metabolic regulation and cancer progression. FEBS J 2024; 291:832-845. [PMID: 36152006 DOI: 10.1111/febs.16632] [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: 06/23/2022] [Revised: 09/01/2022] [Accepted: 09/20/2022] [Indexed: 11/29/2022]
Abstract
Cancer immunotherapies emerge as promising strategies for restricting tumour growth. The tumour microenvironment (TME) has a major impact on the anti-tumour immune response and on the efficacy of the immunotherapies. Recent studies have linked changes in the ambient temperature with particular immuno-metabolic reprogramming and anti-cancer immune response in laboratory animals. Here, we describe the energetic balance of the organism during change in temperature, and link this to the immune alterations that could be of relevance for cancer, as well as for other human diseases. We highlight the contribution of the gut microbiota in modifying this interaction. We describe the overall metabolic response and underlying mechanisms of tumourigenesis in mouse models at varying ambient temperatures and shed light on their potential importance in developing therapeutics against cancer.
Collapse
Affiliation(s)
- Haiping Wang
- Department of Cell Physiology and Metabolism, Faculty of Medicine, Centre Medical Universitaire (CMU), University of Geneva, Geneva, Switzerland
- Faculty of Medicine, Diabetes Center, University of Geneva, Geneva, Switzerland
| | - Melis Ülgen
- Department of Cell Physiology and Metabolism, Faculty of Medicine, Centre Medical Universitaire (CMU), University of Geneva, Geneva, Switzerland
- Faculty of Medicine, Diabetes Center, University of Geneva, Geneva, Switzerland
| | - Mirko Trajkovski
- Department of Cell Physiology and Metabolism, Faculty of Medicine, Centre Medical Universitaire (CMU), University of Geneva, Geneva, Switzerland
- Faculty of Medicine, Diabetes Center, University of Geneva, Geneva, Switzerland
| |
Collapse
|
23
|
Björk JR, Bolte LA, Maltez Thomas A, Lee KA, Rossi N, Wind TT, Smit LM, Armanini F, Asnicar F, Blanco-Miguez A, Board R, Calbet-Llopart N, Derosa L, Dhomen N, Brooks K, Harland M, Harries M, Lorigan P, Manghi P, Marais R, Newton-Bishop J, Nezi L, Pinto F, Potrony M, Puig S, Serra-Bellver P, Shaw HM, Tamburini S, Valpione S, Waldron L, Zitvogel L, Zolfo M, de Vries EGE, Nathan P, Fehrmann RSN, Spector TD, Bataille V, Segata N, Hospers GAP, Weersma RK. Longitudinal gut microbiome changes in immune checkpoint blockade-treated advanced melanoma. Nat Med 2024; 30:785-796. [PMID: 38365950 PMCID: PMC10957474 DOI: 10.1038/s41591-024-02803-3] [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: 06/20/2023] [Accepted: 01/03/2024] [Indexed: 02/18/2024]
Abstract
Multiple clinical trials targeting the gut microbiome are being conducted to optimize treatment outcomes for immune checkpoint blockade (ICB). To improve the success of these interventions, understanding gut microbiome changes during ICB is urgently needed. Here through longitudinal microbiome profiling of 175 patients treated with ICB for advanced melanoma, we show that several microbial species-level genome bins (SGBs) and pathways exhibit distinct patterns from baseline in patients achieving progression-free survival (PFS) of 12 months or longer (PFS ≥12) versus patients with PFS shorter than 12 months (PFS <12). Out of 99 SGBs that could discriminate between these two groups, 20 were differentially abundant only at baseline, while 42 were differentially abundant only after treatment initiation. We identify five and four SGBs that had consistently higher abundances in patients with PFS ≥12 and <12 months, respectively. Constructing a log ratio of these SGBs, we find an association with overall survival. Finally, we find different microbial dynamics in different clinical contexts including the type of ICB regimen, development of immune-related adverse events and concomitant medication use. Insights into the longitudinal dynamics of the gut microbiome in association with host factors and treatment regimens will be critical for guiding rational microbiome-targeted therapies aimed at enhancing ICB efficacy.
Collapse
Affiliation(s)
- Johannes R Björk
- Department of Gastroenterology and Hepatology, University of Groningen and University Medical Center Groningen, Groningen, the Netherlands.
| | - Laura A Bolte
- Department of Gastroenterology and Hepatology, University of Groningen and University Medical Center Groningen, Groningen, the Netherlands
| | - Andrew Maltez Thomas
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Karla A Lee
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Niccolo Rossi
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Thijs T Wind
- Department of Medical Oncology, Groningen University of Groningen and University Medical Center Groningen, Groningent, the Netherlands
| | - Lotte M Smit
- Department of Medical Oncology, Groningen University of Groningen and University Medical Center Groningen, Groningent, the Netherlands
| | - Federica Armanini
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Francesco Asnicar
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Aitor Blanco-Miguez
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Ruth Board
- Department of Oncology, Lancashire Teaching Hospitals NHS Trust, Preston, UK
| | - Neus Calbet-Llopart
- Department of Dermatology, Melanoma Group, Hospital Clínic Barcelona, IDIBAPS, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Raras, Instituto de Salud Carlos III, Barcelona, Spain
| | - Lisa Derosa
- Gustave Roussy Cancer Center, U1015 INSERM and Oncobiome Network, University Paris Saclay, Villejuif-Grand-Paris, France
| | - Nathalie Dhomen
- Division of Immunology, Immunity to Infection and Respiratory Medicine, University of Manchester, Manchester, UK
| | - Kelly Brooks
- Division of Immunology, Immunity to Infection and Respiratory Medicine, University of Manchester, Manchester, UK
| | - Mark Harland
- Division of Haematology and Immunology, Institute of Medical Research at St. James's, University of Leeds, Leeds, UK
| | - Mark Harries
- Department of Medical Oncology, Guys Cancer Centre, Guy's and St Thomas' NHS Trust, London, UK
- Biochemical and Molecular Genetics Department, Hospital Clínic de Barcelona and IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Paul Lorigan
- The Christie NHS Foundation Trust, Manchester, UK
- Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Paolo Manghi
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Richard Marais
- Molecular Oncology Group, Cancer Research UK Manchester Institute, University of Manchester, Manchester, UK
| | - Julia Newton-Bishop
- Division of Haematology and Immunology, Institute of Medical Research at St. James's, University of Leeds, Leeds, UK
| | - Luigi Nezi
- European Institute of Oncology (Istituto Europeo di Oncologia), Milan, Italy
| | - Federica Pinto
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Miriam Potrony
- Centro de Investigación Biomédica en Red en Enfermedades Raras, Instituto de Salud Carlos III, Barcelona, Spain
- Biochemical and Molecular Genetics Department, Hospital Clínic de Barcelona and IDIBAPS, University of Barcelona, Barcelona, Spain
| | - Susana Puig
- Department of Dermatology, Melanoma Group, Hospital Clínic Barcelona, IDIBAPS, Universitat de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red en Enfermedades Raras, Instituto de Salud Carlos III, Barcelona, Spain
| | | | - Heather M Shaw
- Department of Medical Oncology, Mount Vernon Cancer Centre, East and North Herts NHS Trust, Northwood, UK
| | - Sabrina Tamburini
- European Institute of Oncology (Istituto Europeo di Oncologia), Milan, Italy
| | - Sara Valpione
- Division of Immunology, Immunity to Infection and Respiratory Medicine, University of Manchester, Manchester, UK
- The Christie NHS Foundation Trust, Manchester, UK
| | - Levi Waldron
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
- Graduate School of Public Health and Health Policy, City University of New York, New York, NY, USA
| | - Laurence Zitvogel
- Gustave Roussy Cancer Center, U1015 INSERM and Oncobiome Network, University Paris Saclay, Villejuif-Grand-Paris, France
| | - Moreno Zolfo
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
| | - Elisabeth G E de Vries
- Department of Medical Oncology, Groningen University of Groningen and University Medical Center Groningen, Groningent, the Netherlands
| | - Paul Nathan
- Biochemical and Molecular Genetics Department, Hospital Clínic de Barcelona and IDIBAPS, University of Barcelona, Barcelona, Spain
- Department of Medical Oncology, Mount Vernon Cancer Centre, East and North Herts NHS Trust, Northwood, UK
| | - Rudolf S N Fehrmann
- Department of Medical Oncology, Groningen University of Groningen and University Medical Center Groningen, Groningent, the Netherlands
| | - Tim D Spector
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
| | - Véronique Bataille
- Department of Twin Research and Genetic Epidemiology, King's College London, London, UK
- Department of Dermatology, Mount Vernon Cancer Centre, Northwood, UK
- Department of Dermatology, Hemel Hempstead Hospital, West Hertfordshire NHS Trust, Hemel Hempstead, UK
| | - Nicola Segata
- Department of CellularComputational and Integrative Biology, University of Trento, Trento, Italy
- European Institute of Oncology (Istituto Europeo di Oncologia), Milan, Italy
| | - Geke A P Hospers
- Department of Medical Oncology, Groningen University of Groningen and University Medical Center Groningen, Groningent, the Netherlands
| | - Rinse K Weersma
- Department of Gastroenterology and Hepatology, University of Groningen and University Medical Center Groningen, Groningen, the Netherlands.
| |
Collapse
|
24
|
Alves Costa Silva C, Piccinno G, Suissa D, Bourgin M, Schreibelt G, Durand S, Birebent R, Fidelle M, Sow C, Aprahamian F, Manghi P, Punčochář M, Asnicar F, Pinto F, Armanini F, Terrisse S, Routy B, Drubay D, Eggermont AMM, Kroemer G, Segata N, Zitvogel L, Derosa L, Bol KF, de Vries IJM. Influence of microbiota-associated metabolic reprogramming on clinical outcome in patients with melanoma from the randomized adjuvant dendritic cell-based MIND-DC trial. Nat Commun 2024; 15:1633. [PMID: 38395948 PMCID: PMC10891084 DOI: 10.1038/s41467-024-45357-1] [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: 05/09/2023] [Accepted: 01/22/2024] [Indexed: 02/25/2024] Open
Abstract
Tumor immunosurveillance plays a major role in melanoma, prompting the development of immunotherapy strategies. The gut microbiota composition, influencing peripheral and tumoral immune tonus, earned its credentials among predictors of survival in melanoma. The MIND-DC phase III trial (NCT02993315) randomized (2:1 ratio) 148 patients with stage IIIB/C melanoma to adjuvant treatment with autologous natural dendritic cell (nDC) or placebo (PL). Overall, 144 patients collected serum and stool samples before and after 2 bimonthly injections to perform metabolomics (MB) and metagenomics (MG) as prespecified exploratory analysis. Clinical outcomes are reported separately. Here we show that different microbes were associated with prognosis, with the health-related Faecalibacterium prausnitzii standing out as the main beneficial taxon for no recurrence at 2 years (p = 0.008 at baseline, nDC arm). Therapy coincided with major MB perturbations (acylcarnitines, carboxylic and fatty acids). Despite randomization, nDC arm exhibited MG and MB bias at baseline: relative under-representation of F. prausnitzii, and perturbations of primary biliary acids (BA). F. prausnitzii anticorrelated with BA, medium- and long-chain acylcarnitines. Combined, these MG and MB biomarkers markedly determined prognosis. Altogether, the host-microbial interaction may play a role in localized melanoma. We value systematic MG and MB profiling in randomized trials to avoid baseline differences attributed to host-microbe interactions.
Collapse
Grants
- The MIND-DC trial was funded by ZonMw, Ministry of Health, Welfare and Sport (VWS), Stichting ATK, Miltenyi Biotec (in-kind). This work was supported by SEERAVE Foundation, European Union Horizon 2020:Project Number: 825410 and Project Acronym: ONCOBIOME, Institut National du Cancer (INCa), ANR Ileobiome - 19-CE15-0029-01, ANR RHU5 “ANR-21-RHUS-0017” IMMUNOLIFE&#x201D;, MAdCAM INCA_ 16698, Ligue contre le cancer, LABEX OncoImmunology, la direction generale de l&#x2019;offre de soins (DGOS), Universite Paris-Sud, SIRIC SOCRATE (INCa/DGOS/INSERM 6043), and PACRI network. G.K. is supported by the Ligue contre le Cancer (équipe labellis&#x00E9;e); Agence National de la Recherche (ANR) – Projets blancs; AMMICa US23/CNRS UMS3655; Association pour la recherche sur le cancer (ARC); Canc&#x00E9;rop&#x00F4;le Ile-de-France; Fondation pour la Recherche M&#x00E9;dicale (FRM); a donation by Elior; Equipex Onco-Pheno-Screen; European Joint Programme on Rare Diseases (EJPRD); European Research Council Advanced Investigator Award (ERC-2021-ADG, ICD-Cancer, Grant No. 101052444), European Union Horizon 2020 Projects Oncobiome, Prevalung (grant No. 101095604) and Crimson; Fondation Carrefour; Institut National du Cancer (INCa); Institut Universitaire de France; LabEx Immuno-Oncology (ANR-18-IDEX-0001); a Cancer Research ASPIRE Award from the Mark Foundation; the RHU Immunolife; Seerave Foundation; SIRIC Stratified Oncology Cell DNA Repair and Tumor Immune Elimination (SOCRATE); and SIRIC Cancer Research and Personalized Medicine (CARPEM). This study contributes to the IdEx Universit&#x00E9; de Paris ANR-18-IDEX-0001. This work is supported by the Prism project funded by the Agence Nationale de la Recherche under grant number ANR-18-IBHU-0002. CACS was funded by MSD Avenir. MF is funded by SEERAVE Foundation and MERCK Foundation. LD and BR were supported by Philantropia at Gustave Roussy Foundation.
Collapse
Affiliation(s)
- Carolina Alves Costa Silva
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Faculté de Médecine, Université Paris-Saclay, Kremlin-Bicêtre, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Gianmarco Piccinno
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Déborah Suissa
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Faculté de Médecine, Université Paris-Saclay, Kremlin-Bicêtre, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Mélanie Bourgin
- Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, France
- Centre de Recherche des Cordeliers, INSERM U1138, Équipe Labellisée - Ligue Nationale contre le Cancer, Université Paris Cité, Sorbonne Université, Paris, France
| | - Gerty Schreibelt
- Medical BioSciences, Radboud Institute for Medical Innovation, Radboud university medical center, Nijmegen, The Netherlands
| | - Sylvère Durand
- Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, France
- Centre de Recherche des Cordeliers, INSERM U1138, Équipe Labellisée - Ligue Nationale contre le Cancer, Université Paris Cité, Sorbonne Université, Paris, France
| | - Roxanne Birebent
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Faculté de Médecine, Université Paris-Saclay, Kremlin-Bicêtre, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Marine Fidelle
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Cissé Sow
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Fanny Aprahamian
- Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, France
- Centre de Recherche des Cordeliers, INSERM U1138, Équipe Labellisée - Ligue Nationale contre le Cancer, Université Paris Cité, Sorbonne Université, Paris, France
| | - Paolo Manghi
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Michal Punčochář
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Francesco Asnicar
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Federica Pinto
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Federica Armanini
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
| | - Safae Terrisse
- Oncology Department, Assistance Publique Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, Paris, France
| | - Bertrand Routy
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CRCHUM), Montréal, QC, Canada
- Hematology-Oncology Division, Department of Medicine, Centre Hospitalier de l'Université de Montréal (CHUM), Montréal, QC, Canada
| | - Damien Drubay
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Office of Biostatistics and Epidemiology, Gustave Roussy Cancer Campus, Université Paris-Saclay, Villejuif, France
- Inserm, Université Paris-Saclay, CESP U1018, Oncostat, labeled Ligue Contre le Cancer, Villejuif, France
| | - Alexander M M Eggermont
- Princess Máxima Center and University Medical Center Utrecht, 3584 CS Utrecht, The Netherlands
- Comprehensive Cancer Center Munich, Technical University Munich & Ludwig Maximiliaan University, Munich, Germany
| | - Guido Kroemer
- Metabolomics and Cell Biology Platforms, Gustave Roussy Cancer Campus, Villejuif, France
- Centre de Recherche des Cordeliers, INSERM U1138, Équipe Labellisée - Ligue Nationale contre le Cancer, Université Paris Cité, Sorbonne Université, Paris, France
- Department of Biology, Institut du Cancer Paris CARPEM, Hôpital Européen Georges Pompidou, AP-HP, Paris, France
| | - Nicola Segata
- Department of Computational, Cellular and Integrative Biology (CIBIO), University of Trento, Trento, Italy
- Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy
| | - Laurence Zitvogel
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France.
- Faculté de Médecine, Université Paris-Saclay, Kremlin-Bicêtre, France.
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France.
- Center of Clinical Investigations BIOTHERIS, INSERM CIC1428, Villejuif, France.
| | - Lisa Derosa
- Gustave Roussy Cancer Campus (GRCC), ClinicObiome, Villejuif Cedex, France
- Faculté de Médecine, Université Paris-Saclay, Kremlin-Bicêtre, France
- Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Équipe Labellisée - Ligue Nationale contre le Cancer, Villejuif, France
| | - Kalijn F Bol
- Medical BioSciences, Radboud Institute for Medical Innovation, Radboud university medical center, Nijmegen, The Netherlands
- Department of Medical Oncology, Radboud university medical center, Nijmegen, The Netherlands
| | - I Jolanda M de Vries
- Medical BioSciences, Radboud Institute for Medical Innovation, Radboud university medical center, Nijmegen, The Netherlands
| |
Collapse
|
25
|
Austin GI, Kav AB, Park H, Biermann J, Uhlemann AC, Korem T. Processing-bias correction with DEBIAS-M improves cross-study generalization of microbiome-based prediction models. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.09.579716. [PMID: 38405914 PMCID: PMC10888995 DOI: 10.1101/2024.02.09.579716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Every step in common microbiome profiling protocols has variable efficiency for each microbe. For example, different DNA extraction kits may have different efficiency for Gram-positive and -negative bacteria. These variable efficiencies, combined with technical variation, create strong processing biases, which impede the identification of signals that are reproducible across studies and the development of generalizable and biologically interpretable prediction models. "Batch-correction" methods have been used to alleviate these issues computationally with some success. However, many make strong parametric assumptions which do not necessarily apply to microbiome data or processing biases, or require the use of an outcome variable, which risks overfitting. Lastly and importantly, existing transformations used to correct microbiome data are largely non-interpretable, and could, for example, introduce values to features that were initially mostly zeros. Altogether, processing bias currently compromises our ability to glean robust and generalizable biological insights from microbiome data. Here, we present DEBIAS-M (Domain adaptation with phenotype Estimation and Batch Integration Across Studies of the Microbiome), an interpretable framework for inference and correction of processing bias, which facilitates domain adaptation in microbiome studies. DEBIAS-M learns bias-correction factors for each microbe in each batch that simultaneously minimize batch effects and maximize cross-study associations with phenotypes. Using benchmarks of HIV and colorectal cancer classification from gut microbiome data, and cervical neoplasia prediction from cervical microbiome data, we demonstrate that DEBIAS-M outperforms batch-correction methods commonly used in the field. Notably, we show that the inferred bias-correction factors are stable, interpretable, and strongly associated with specific experimental protocols. Overall, we show that DEBIAS-M allows for better modeling of microbiome data and identification of interpretable signals that are reproducible across studies.
Collapse
Affiliation(s)
- George I. Austin
- Department of Biomedical Informatics, Columbia University Irving Medical Center, New York, NY, USA
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Aya Brown Kav
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
| | - Heekuk Park
- Division of Infectious Diseases, Columbia University Irving Medical Center, New York, NY, USA
| | - Jana Biermann
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
- Department of Medicine, Division of Hematology/Oncology, Columbia University Irving Medical Center, New York, NY, USA
- Herbert Irving Comprehensive Cancer Center, Columbia University Irving Medical Center, New York, NY, USA
| | - Anne-Catrin Uhlemann
- Division of Infectious Diseases, Columbia University Irving Medical Center, New York, NY, USA
| | - Tal Korem
- Program for Mathematical Genomics, Department of Systems Biology, Columbia University Irving Medical Center, New York, NY, USA
- Department of Obstetrics and Gynecology, Columbia University Irving Medical Center, New York, NY, USA
| |
Collapse
|
26
|
Lu YQ, Qiao H, Tan XR, Liu N. Broadening oncological boundaries: the intratumoral microbiota. Trends Microbiol 2024:S0966-842X(24)00007-6. [PMID: 38310023 DOI: 10.1016/j.tim.2024.01.007] [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: 09/20/2023] [Revised: 01/07/2024] [Accepted: 01/18/2024] [Indexed: 02/05/2024]
Abstract
The microbiota of solid tumors was identified >100 years ago; however, heterogeneous composition and diversity have been revealed only recently. Growing evidence has suggested that several functional mechanisms of the intratumoral microbiota affect tumorigenesis and progression, suggesting that the intratumoral microbiota is a promising biomarker for multiple cancers. The low biomass of the intratumoral microbiota poses a major challenge to related research, thus necessitating the use of a multiple-modality integrated framework to resolve this dilemma. Advanced techniques such as single-cell sequencing provide significant clues, and the gradual optimization of functional experiments and culture-based methods enables deeper investigation of the underlying mechanisms involved. In this review, we outline the current state of research on the intratumoral microbiota and describe the challenges and comprehensive strategies for future research.
Collapse
Affiliation(s)
- Ying-Qi Lu
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China
| | - Han Qiao
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China
| | - Xi-Rong Tan
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China
| | - Na Liu
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, 510060, P.R. China.
| |
Collapse
|
27
|
Jiang H, Zhang Q. Gut microbiota influences the efficiency of immune checkpoint inhibitors by modulating the immune system (Review). Oncol Lett 2024; 27:87. [PMID: 38249807 PMCID: PMC10797324 DOI: 10.3892/ol.2024.14221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 12/13/2023] [Indexed: 01/23/2024] Open
Abstract
Immune checkpoint inhibitors (ICIs) are commonly utilized in tumor treatment. However, they still have limitations, including insufficient effectiveness and unavoidable adverse events. It has been demonstrated that gut microbiota can influence the effectiveness of ICIs, although the precise mechanism remains unclear. Gut microbiota plays a crucial role in the formation and development of the immune system. Gut microbiota and their associated metabolites play a regulatory role in immune balance. Tumor occurrence and development are linked to their ability to evade recognition and destruction by the immune system. The purpose of ICIs treatment is to reinitiate the immune system's elimination of tumor cells. Thus, the immune system acts as a communication bridge between gut microbiota and ICIs. Varied composition and characteristics of gut microbiota result in diverse outcomes in ICIs treatment. Certain gut microbiota-related metabolites also influence the therapeutic efficacy of ICIs to some extent. The administration of antibiotics before or during ICIs treatment can diminish treatment effectiveness. The utilization of probiotics and fecal transplantation can partially alter the outcome of ICIs treatment. The present review synthesized previous studies to examine the association between gut microbiota and ICIs, elucidated the role of gut microbiota and its associated factors in ICIs treatment, and offered direction for future research.
Collapse
Affiliation(s)
- Haihong Jiang
- Department of Oncology, Huaihe Hospital of Henan University, Kaifeng, Henan 475001, P.R. China
| | - Qinlu Zhang
- Department of Endocrinology, Huaihe Hospital of Henan University, Kaifeng, Henan 475001, P.R. China
| |
Collapse
|
28
|
Yang Y, An Y, Dong Y, Chu Q, Wei J, Wang B, Cao H. Fecal microbiota transplantation: no longer cinderella in tumour immunotherapy. EBioMedicine 2024; 100:104967. [PMID: 38241975 PMCID: PMC10831174 DOI: 10.1016/j.ebiom.2024.104967] [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: 09/22/2023] [Revised: 12/08/2023] [Accepted: 01/02/2024] [Indexed: 01/21/2024] Open
Abstract
The incidence of cancer has shown a great increase during the past decades and poses tough challenges to cancer treatment. Anti-tumour immunotherapy, represented by immune checkpoint inhibitors (ICIs), possesses favorable remission in unrestricted spectrum of cancer types. However, its efficacy seems to be heterogeneous among accumulating studies. Emerging evidences suggest that gut microbiota can modulate anti-tumour immuno-response and predict clinical prognosis. Therefore, remodeling microbiota characteristics with fecal microbiota transplantation (FMT) may be capable of reinforcing host ICIs performance by regulating immune-tumour cell interactions and altering microbial metabolites, thereby imperceptibly shifting the tumour microenvironment. However, the long-term safety of FMT is under concern, which calls for more rigorous screening. In this review, we examine current experimental and clinical evidences supporting the FMT efficacy in boosting anti-tumour immuno-response and lessening tumour-related complications. Moreover, we discuss the challenges in FMT and propose feasible resolutions, which may offer crucial guidance for future clinical operations.
Collapse
Affiliation(s)
- Yunwei Yang
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China
| | - Yaping An
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China
| | - Yue Dong
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China
| | - Qiao Chu
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China
| | - Jingge Wei
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China
| | - Bangmao Wang
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China.
| | - Hailong Cao
- Tianjin Key Laboratory of Digestive Diseases, Department of Gastroenterology and Hepatology, General Hospital, Tianjin Medical University, Tianjin Institute of Digestive Diseases, Tianjin, China.
| |
Collapse
|
29
|
Cao L, Kong Y, Fan Y, Ni M, Tourancheau A, Ksiezarek M, Mead EA, Koo T, Gitman M, Zhang XS, Fang G. mEnrich-seq: methylation-guided enrichment sequencing of bacterial taxa of interest from microbiome. Nat Methods 2024; 21:236-246. [PMID: 38177508 DOI: 10.1038/s41592-023-02125-1] [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: 11/07/2022] [Accepted: 11/08/2023] [Indexed: 01/06/2024]
Abstract
Metagenomics has enabled the comprehensive study of microbiomes. However, many applications would benefit from a method that sequences specific bacterial taxa of interest, but not most background taxa. We developed mEnrich-seq (in which 'm' stands for methylation and seq for sequencing) for enriching taxa of interest from metagenomic DNA before sequencing. The core idea is to exploit the self versus nonself differentiation by natural bacterial DNA methylation and rationally choose methylation-sensitive restriction enzymes, individually or in combination, to deplete host and background taxa while enriching targeted taxa. This idea is integrated with library preparation procedures and applied in several applications to enrich (up to 117-fold) pathogenic or beneficial bacteria from human urine and fecal samples, including species that are hard to culture or of low abundance. We assessed 4,601 bacterial strains with mapped methylomes so far and showed broad applicability of mEnrich-seq. mEnrich-seq provides microbiome researchers with a versatile and cost-effective approach for selective sequencing of diverse taxa of interest.
Collapse
Affiliation(s)
- Lei Cao
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yimeng Kong
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Yu Fan
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mi Ni
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Alan Tourancheau
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Magdalena Ksiezarek
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Edward A Mead
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Tonny Koo
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Melissa Gitman
- Department of Pathology, Molecular and Cell-based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Xue-Song Zhang
- Center for Advanced Biotechnology and Medicine, Rutgers University, New Brunswick, NJ, USA
| | - Gang Fang
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| |
Collapse
|
30
|
Verdegaal AA, Goodman AL. Integrating the gut microbiome and pharmacology. Sci Transl Med 2024; 16:eadg8357. [PMID: 38295186 DOI: 10.1126/scitranslmed.adg8357] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 01/11/2024] [Indexed: 02/02/2024]
Abstract
The gut microbiome harbors trillions of organisms that contribute to human health and disease. These bacteria can also affect the properties of medical drugs used to treat these diseases, and drugs, in turn, can reshape the microbiome. Research addressing interdependent microbiome-host-drug interactions thus has broad impact. In this Review, we discuss these interactions from the perspective of drug bioavailability, absorption, metabolism, excretion, toxicity, and drug-mediated microbiome modulation. We survey approaches that aim to uncover the mechanisms underlying these effects and opportunities to translate this knowledge into new strategies to improve the development, administration, and monitoring of medical drugs.
Collapse
Affiliation(s)
- Andrew A Verdegaal
- Department of Microbial Pathogenesis and Microbial Sciences Institute, Yale University School of Medicine, New Haven, CT 06536, USA
| | - Andrew L Goodman
- Department of Microbial Pathogenesis and Microbial Sciences Institute, Yale University School of Medicine, New Haven, CT 06536, USA
| |
Collapse
|
31
|
Ganguly D. Multi-omics studies in interpreting the evolving standard model for immune functions. Brief Funct Genomics 2024; 23:75-81. [PMID: 36905355 DOI: 10.1093/bfgp/elad003] [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: 08/27/2022] [Revised: 01/11/2023] [Accepted: 01/23/2023] [Indexed: 03/12/2023] Open
Abstract
A standard model that is able to generalize data on myriad involvement of the immune system in organismal physio-pathology and to provide a unified evolutionary teleology for immune functions in multicellular organisms remains elusive. A number of such 'general theories of immunity' have been proposed based on contemporaneously available data, starting with the usual description of self-nonself discrimination, followed by the 'danger model' and the more recent 'discontinuity theory.' More recent data deluge on involvement of immune mechanisms in a wide variety of clinical contexts, a number of which fail to get readily accommodated into the available teleologic standard models, makes deriving a standard model of immunity more challenging. But technological advances enabling multi-omics investigations into an ongoing immune response, covering genome, epigenome, coding and regulatory transcriptome, proteome, metabolome and tissue-resident microbiome, bring newer opportunities for developing a more integrative insight into immunocellular mechanisms within different clinical contexts. The new ability to map the heterogeneity of composition, trajectory and endpoints of immune responses, in both health and disease, also necessitates incorporation into the potential standard model of immune functions, which again can only be achieved through multi-omics probing of immune responses and integrated analyses of the multi-dimensional data.
Collapse
Affiliation(s)
- Dipyaman Ganguly
- IICB-Translational Research Unit of Excellence, CSIR-Indian Institute of Chemical Biology, Kolkata, India
| |
Collapse
|
32
|
Cheng S, Han Z, Dai D, Li F, Zhang X, Lu M, Lu Z, Wang X, Zhou J, Li J, Guo X, Song P, Qiu C, Shen W, Zhang Q, Zhu N, Wang X, Tan Y, Kou Y, Yin X, Shen L, Peng Z. Multi-omics of the gut microbial ecosystem in patients with microsatellite-instability-high gastrointestinal cancer resistant to immunotherapy. Cell Rep Med 2024; 5:101355. [PMID: 38194971 PMCID: PMC10829783 DOI: 10.1016/j.xcrm.2023.101355] [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: 12/07/2022] [Revised: 08/17/2023] [Accepted: 12/11/2023] [Indexed: 01/11/2024]
Abstract
Despite the encouraging efficacy of anti-PD-1/PD-L1 immunotherapy in microsatellite-instability-high/deficient mismatch repair (MSI-H/dMMR) advanced gastrointestinal cancer, many patients exhibit primary or acquired resistance. Using multi-omics approaches, we interrogate gut microbiome, blood metabolome, and cytokines/chemokines of patients with MSI-H/dMMR gastrointestinal cancer (N = 77) at baseline and during the treatment. We identify a number of microbes (e.g., Porphyromonadaceae) and metabolites (e.g., arginine) highly associated with primary resistance to immunotherapy. An independent validation cohort (N = 39) and mouse model are used to further confirm our findings. A predictive machine learning model for primary resistance is also built and achieves an accuracy of 0.79 on the external validation set. Furthermore, several microbes are pinpointed that gradually changed during the process of acquired resistance. In summary, our study demonstrates the essential role of gut microbiome in drug resistance, and this can be utilized as a preventative diagnosis tool and therapeutic target in the future.
Collapse
Affiliation(s)
- Siyuan Cheng
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China; Department of Medical Oncology and Radiation Sickness, Peking University Third Hospital, Beijing 100191, China
| | - Zihan Han
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China; Department of Colorectal Surgery, China-Japan Friendship Hospital, Beijing 100029, China
| | - Die Dai
- Xbiome, Shenzhen 518055, China
| | - Fang Li
- Xbiome, Shenzhen 518055, China
| | - Xiaotian Zhang
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Beijing Key Laboratory of Carcinogenesis and Translational Research, Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Ming Lu
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Beijing Key Laboratory of Carcinogenesis and Translational Research, Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Zhihao Lu
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Xicheng Wang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Jun Zhou
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Jian Li
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Beijing Key Laboratory of Carcinogenesis and Translational Research, Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Xiaohuan Guo
- Institute for Immunology, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Panwei Song
- Institute for Immunology, School of Medicine, Tsinghua University, Beijing 100084, China
| | | | | | | | | | - Xi Wang
- Xbiome, Shenzhen 518055, China
| | - Yan Tan
- Xbiome, Shenzhen 518055, China
| | - Yan Kou
- Xbiome, Shenzhen 518055, China
| | | | - Lin Shen
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Beijing Key Laboratory of Carcinogenesis and Translational Research, Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China.
| | - Zhi Peng
- State Key Laboratory of Holistic Integrative Management of Gastrointestinal Cancers, Beijing Key Laboratory of Carcinogenesis and Translational Research, Department of Gastrointestinal Oncology, Peking University Cancer Hospital & Institute, Beijing 100142, China.
| |
Collapse
|
33
|
Liu Y, Altreuter J, Bodapati S, Cristea S, Wong CJ, Wu CJ, Michor F. Predicting patient outcomes after treatment with immune checkpoint blockade: A review of biomarkers derived from diverse data modalities. CELL GENOMICS 2024; 4:100444. [PMID: 38190106 PMCID: PMC10794784 DOI: 10.1016/j.xgen.2023.100444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/12/2023] [Accepted: 10/24/2023] [Indexed: 01/09/2024]
Abstract
Immune checkpoint blockade (ICB) therapy targeting cytotoxic T-lymphocyte-associated protein 4, programmed death 1, and programmed death ligand 1 has shown durable remission and clinical success across different cancer types. However, patient outcomes vary among disease indications. Studies have identified prognostic biomarkers associated with immunotherapy response and patient outcomes derived from diverse data types, including next-generation bulk and single-cell DNA, RNA, T cell and B cell receptor sequencing data, liquid biopsies, and clinical imaging. Owing to inter- and intra-tumor heterogeneity and the immune system's complexity, these biomarkers have diverse efficacy in clinical trials of ICB. Here, we review the genetic and genomic signatures and image features of ICB studies for pan-cancer applications and specific indications. We discuss the advantages and disadvantages of computational approaches for predicting immunotherapy effectiveness and patient outcomes. We also elucidate the challenges of immunotherapy prognostication and the discovery of novel immunotherapy targets.
Collapse
Affiliation(s)
- Yang Liu
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Jennifer Altreuter
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Sudheshna Bodapati
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Simona Cristea
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA
| | - Cheryl J Wong
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Biomedical Informatics, Harvard Medical School, Boston, MA 20115, USA
| | - Catherine J Wu
- Harvard Medical School, Boston, MA 02115, USA; The Eli and Edythe Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Franziska Michor
- Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA 02115, USA; Department of Biomedical Informatics, Harvard Medical School, Boston, MA 20115, USA; The Eli and Edythe Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA 02138, USA; Center for Cancer Evolution, Dana-Farber Cancer Institute, Boston, MA 02138, USA; The Ludwig Center at Harvard, Boston, MA 02115, USA.
| |
Collapse
|
34
|
Routy B, Jackson T, Mählmann L, Baumgartner CK, Blaser M, Byrd A, Corvaia N, Couts K, Davar D, Derosa L, Hang HC, Hospers G, Isaksen M, Kroemer G, Malard F, McCoy KD, Meisel M, Pal S, Ronai Z, Segal E, Sepich-Poore GD, Shaikh F, Sweis RF, Trinchieri G, van den Brink M, Weersma RK, Whiteson K, Zhao L, McQuade J, Zarour H, Zitvogel L. Melanoma and microbiota: Current understanding and future directions. Cancer Cell 2024; 42:16-34. [PMID: 38157864 PMCID: PMC11096984 DOI: 10.1016/j.ccell.2023.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 12/04/2023] [Accepted: 12/05/2023] [Indexed: 01/03/2024]
Abstract
Over the last decade, the composition of the gut microbiota has been found to correlate with the outcomes of cancer patients treated with immunotherapy. Accumulating evidence points to the various mechanisms by which intestinal bacteria act on distal tumors and how to harness this complex ecosystem to circumvent primary resistance to immune checkpoint inhibitors. Here, we review the state of the microbiota field in the context of melanoma, the recent breakthroughs in defining microbial modes of action, and how to modulate the microbiota to enhance response to cancer immunotherapy. The host-microbe interaction may be deciphered by the use of "omics" technologies, and will guide patient stratification and the development of microbiota-centered interventions. Efforts needed to advance the field and current gaps of knowledge are also discussed.
Collapse
Affiliation(s)
- Bertrand Routy
- University of Montreal Research Center (CRCHUM), Montreal, QC H2X 0A9, Canada; Hematology-Oncology Division, Department of Medicine, Centre Hospitalier de l'Université de Montréal (CHUM), Montreal, QC H2X 3E4, Canada
| | - Tanisha Jackson
- Melanoma Research Alliance, 730 15th Street NW, Washington, DC 20005, USA
| | - Laura Mählmann
- Seerave Foundation, The Seerave Foundation, 35-37 New Street, St Helier, JE2 3RA Jersey, UK
| | | | - Martin Blaser
- Center for Advanced Biotechnology and Medicine, Rutgers University, Piscataway, NJ 08854, USA
| | - Allyson Byrd
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080, USA
| | | | - Kasey Couts
- Department of Medicine, Division of Medical Oncology, University of Colorado School of Medicine, Aurora, CO 80045, USA
| | - Diwakar Davar
- Department of Medicine and UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Lisa Derosa
- Gustave Roussy Cancer Center, ClinicoBiome, 94805 Villejuif, France; Université Paris Saclay, Faculty of Medicine, 94270 Kremlin Bicêtre, France; Inserm U1015, Equipe Labellisée par la Ligue Contre le Cancer, 94800 Villejuif, France
| | - Howard C Hang
- Departments of Immunology & Microbiology and Chemistry, Scripps Research, 10550 North Torrey Pines Road, La Jolla, CA 92037, USA
| | - Geke Hospers
- Department of Medical Oncology, University of Groningen, University Medical Center Groningen, 9713 GZ, Groningen, The Netherlands
| | | | - Guido Kroemer
- Centre de Recherche des Cordeliers, Equipe labellisée par la Ligue contre le cancer, Université Paris Cité, Sorbonne Université, Inserm U1138, Institut Universitaire de France, 75006 Paris, France; Metabolomics and Cell Biology Platforms, Institut Gustave Roussy, 94905 Villejuif, France; Institut du Cancer Paris CARPEM, Department of Biology, Hôpital Européen Georges Pompidou, AP-HP, 75015 Paris, France
| | - Florent Malard
- Sorbonne Université, Centre de Recherche Saint-Antoine INSERM UMRs938, Service d'Hématologie Clinique et de Thérapie Cellulaire, Hôpital Saint Antoine, AP-HP, Paris, France
| | - Kathy D McCoy
- Department of Physiology & Pharmacology, Snyder Institute, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 4N1, Canada
| | - Marlies Meisel
- Department of Immunology, University of Pittsburgh School of Medicine, Pittsburgh, PA USA; Cancer Immunology and Immunotherapy Program, UPMC Hillman Cancer Center, Pittsburgh, PA USA
| | - Sumanta Pal
- Department of Medical Oncology and Therapeutics Research, City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA
| | - Ze'ev Ronai
- Sanford Burnham Prebys Discovery Medical Research Institute, La Jolla, CA 92037, USA
| | - Eran Segal
- Weizmann Institute of Science, Computer Science and Applied Mathematics Department, 234th Herzel st., Rehovot 7610001, Israel
| | - Gregory D Sepich-Poore
- Feinberg School of Medicine, Northwestern University, Chicago, IL 60611, USA; Micronoma Inc., San Diego, CA 92121, USA
| | - Fyza Shaikh
- Johns Hopkins School of Medicine, Department of Oncology, Baltimore, MD 21287, USA
| | - Randy F Sweis
- Section of Hematology/Oncology, Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Giorgio Trinchieri
- Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Marcel van den Brink
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Immunology, Sloan Kettering Institute, New York, NY 10065, USA; Weill Cornell Medical College, New York, NY 10065, USA
| | - Rinse K Weersma
- Department of Gastroenterology and Hepatology, University of Groningen, University Medical Center Groningen, 9713 GZ Groningen, The Netherlands
| | - Katrine Whiteson
- Department of Molecular Biology and Biochemistry, University of California, Irvine, Irvine, CA 92697, USA
| | - Liping Zhao
- Department of Biochemistry and Microbiology, New Jersey Institute of Food, Nutrition and Health, Rutgers University, New Brunswick, NY 08901, USA
| | - Jennifer McQuade
- Department of Melanoma Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
| | - Hassane Zarour
- UPMC Hillman Cancer Center, University of Pittsburgh, Pittsburgh, PA 15232, USA.
| | - Laurence Zitvogel
- Gustave Roussy Cancer Center, ClinicoBiome, 94805 Villejuif, France; Université Paris Saclay, Faculty of Medicine, 94270 Kremlin Bicêtre, France; Inserm U1015, Equipe Labellisée par la Ligue Contre le Cancer, 94800 Villejuif, France; Center of Clinical Investigations in Biotherapies of Cancer (CICBT), Gustave Roussy, 94805 Villejuif, France.
| |
Collapse
|
35
|
Ramel E, Prey S, Dutriaux C, Gerard E, Pham-Ledard A, Beylot-Barry M, Kostine M. Clinical impact of proton pump inhibitors and other co-medications on advanced melanoma patients treated with BRAF/MEK inhibitors. Eur J Cancer 2024; 197:113477. [PMID: 38113780 DOI: 10.1016/j.ejca.2023.113477] [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: 08/02/2023] [Revised: 11/21/2023] [Accepted: 12/01/2023] [Indexed: 12/21/2023]
Abstract
PURPOSE While several studies reported the influence of co-medications on immune checkpoint therapy and chemotherapy, it remains poorly studied with targeted therapy. Targeted therapies inhibiting BRAF and MEK had significantly improved management of advanced melanoma with BRAFV600 mutation over the last decade, we aimed to investigate the possible influence of co-mediations on the efficacy and toxicity of these targeted therapies (TT). METHODS We conducted an observational study identifying patients with advanced melanoma treated with BRAF/MEK inhibitors between 2013 and 2020 in the Bordeaux University Hospital. Co-medications given within 1 month before until 3 months after the initiation of targeted therapy were recorded and classified by their mechanism or by their metabolism. Survival data were analyzed with univariable and multivariable cox regression and the combined effect of multiple factors was evaluated using a factor analysis of mixed data (FAMD). The impact of co-medications on toxicity related to TT was also assessed. RESULTS A total of 192 patients were included. Although several co-medications were associated with significantly shorter overall survival (OS) and/or progression-free survival (PFS), PPIs was the only co-medication with a significant impact in multivariable analysis considering all co-medications and specific prognostic factors. Co-medications did not influence the risk, type, or timing of TT-related toxicity. Additional FAMD revealed the impact of each factor on the oncological outcomes. In a subgroup of patients, residual plasma TT concentration was available and did not differ between PPIs users and non-users. CONCLUSION Co-medications, especially PPIs, must be carefully assessed at the time of TT initiation.
Collapse
Affiliation(s)
- Eloïse Ramel
- ImmunoConcEpT, Univ. Bordeaux, F-33000 Bordeaux, France.
| | - Sorilla Prey
- Department of Dermatology, CHU de Bordeaux, F-33000 Bordeaux, France; BRIC (BoRdeaux Institute of onCology), UMR1312, INSERM, Univ. Bordeaux, F-33000 Bordeaux, France
| | - Caroline Dutriaux
- Department of Dermatology, CHU de Bordeaux, F-33000 Bordeaux, France; BRIC (BoRdeaux Institute of onCology), UMR1312, INSERM, Univ. Bordeaux, F-33000 Bordeaux, France
| | - Emilie Gerard
- Department of Dermatology, CHU de Bordeaux, F-33000 Bordeaux, France
| | - Anne Pham-Ledard
- Department of Dermatology, CHU de Bordeaux, F-33000 Bordeaux, France; BRIC (BoRdeaux Institute of onCology), UMR1312, INSERM, Univ. Bordeaux, F-33000 Bordeaux, France
| | - Marie Beylot-Barry
- Department of Dermatology, CHU de Bordeaux, F-33000 Bordeaux, France; BRIC (BoRdeaux Institute of onCology), UMR1312, INSERM, Univ. Bordeaux, F-33000 Bordeaux, France
| | - Marie Kostine
- ImmunoConcEpT, Univ. Bordeaux, F-33000 Bordeaux, France; Department of Rheumatology, Bordeaux University Hospital, Bordeaux, France
| |
Collapse
|
36
|
Valles-Colomer M, Manghi P, Cumbo F, Masetti G, Armanini F, Asnicar F, Blanco-Miguez A, Pinto F, Punčochář M, Garaventa A, Amoroso L, Ponzoni M, Corrias MV, Segata N. Neuroblastoma is associated with alterations in gut microbiome composition subsequent to maternal microbial seeding. EBioMedicine 2024; 99:104917. [PMID: 38104504 PMCID: PMC10731604 DOI: 10.1016/j.ebiom.2023.104917] [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: 07/12/2023] [Revised: 11/21/2023] [Accepted: 12/01/2023] [Indexed: 12/19/2023] Open
Abstract
BACKGROUND Neuroblastoma is the most frequent extracranial solid tumour in children, accounting for ∼15% of deaths due to cancer in childhood. The most common clinical presentation are abdominal tumours. An altered gut microbiome composition has been linked to multiple cancer types, and reported in murine models of neuroblastoma. Whether children with neuroblastoma display alterations in gut microbiome composition remains unexplored. METHODS We assessed gut microbiome composition by shotgun metagenomic profiling in an observational cross-sectional study on 288 individuals, consisting of patients with a diagnosis of neuroblastoma at disease onset (N = 63), healthy controls matching the patients on the main covariates of microbiome composition (N = 94), healthy siblings of the patients (N = 13), mothers of patients (N = 59), and mothers of the controls (N = 59). We examined taxonomic and functional microbiome composition and mother-infant strain transmission patterns. FINDINGS Patients with neuroblastoma displayed alterations in gut microbiome composition characterised by reduced microbiome richness, decreased relative abundances of 18 species (including Phocaeicola dorei and Bifidobacterium bifidum), enriched protein fermentation and reduced carbohydrate fermentation potential. Using machine learning, we could successfully discriminate patients from controls (AUC = 82%). Healthy siblings did not display such alterations but resembled the healthy control group. No significant differences in maternal microbiome composition nor mother-to-offspring transmission were detected. INTERPRETATION Patients with neuroblastoma display alterations in taxonomic and functional gut microbiome composition, which cannot be traced to differential maternal seeding. Follow-up research should include investigating potential causal links. FUNDING Italian Ministry of Health Ricerca Corrente and Ricerca Finalizzata 5 per mille (to MPonzoni); Fondazione Italiana Neuroblastoma (to MPonzoni); European Research Council (ERC-StG project MetaPG-716575 and ERC-CoG microTOUCH-101045015 to NS); the European H2020 program ONCOBIOME-825410 project (to NS); the National Cancer Institute of the National Institutes of Health 1U01CA230551 (to NS); the Premio Internazionale Lombardia e Ricerca 2019 (to NS); the MIUR Progetti di Ricerca di Rilevante Interesse Nazionale (PRIN) Bando 2017 Grant 2017J3E2W2 (to NS); EMBO ALTF 593-2020 and Knowledge Generation Project from the Spanish Ministry of Science and Innovation (PID2022-139328OA-I00) (to MV-C).
Collapse
Affiliation(s)
- Mireia Valles-Colomer
- Department CIBIO, University of Trento, Trento, Italy; MELIS Department, Pompeu Fabra University, Barcelona, Spain.
| | - Paolo Manghi
- Department CIBIO, University of Trento, Trento, Italy
| | - Fabio Cumbo
- Department CIBIO, University of Trento, Trento, Italy
| | | | | | | | | | | | | | | | | | - Mirco Ponzoni
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Maria Valeria Corrias
- Laboratory of Experimental Therapies in Oncology, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Nicola Segata
- Department CIBIO, University of Trento, Trento, Italy; Department of Experimental Oncology, IEO European Institute of Oncology IRCCS, Milan, Italy.
| |
Collapse
|
37
|
Hes C, Desilets A, Tonneau M, El Ouarzadi O, De Figueiredo Sousa M, Bahig H, Filion É, Nguyen-Tan PF, Christopoulos A, Benlaïfaoui M, Derosa L, Alves Costa Silva C, Ponce M, Malo J, Belkad W, Charpentier D, Aubin F, Hamilou Z, Jamal R, Messaoudene M, Soulières D, Routy B. Gut microbiome predicts gastrointestinal toxicity outcomes from chemoradiation therapy in patients with head and neck squamous cell carcinoma. Oral Oncol 2024; 148:106623. [PMID: 38006691 DOI: 10.1016/j.oraloncology.2023.106623] [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: 06/24/2023] [Revised: 11/02/2023] [Accepted: 11/04/2023] [Indexed: 11/27/2023]
Abstract
OBJECTIVES Chemoradiation (CRT) in patients with locally advanced head and neck squamous cell cancer (HNSCC) is associated with significant toxicities, including mucositis. The gut microbiome represents an emerging hallmark of cancer and a potentially important biomarker for CRT-related adverse events. This prospective study investigated the association between the gut microbiome composition and CRT-related toxicities in patients with HNSCC, including mucositis. MATERIALS AND METHODS Stool samples from patients diagnosed with locally advanced HNSCC were prospectively collected prior to CRT initiation and analyzed using shotgun metagenomic sequencing to evaluate gut microbiome composition at baseline. Concurrently, clinicopathologic data, survival outcomes and the incidence and grading of CRT-emergent adverse events were documented in all patients. RESULTS A total of 52 patients were included, of whom 47 had baseline stool samples available for metagenomic analysis. Median age was 62, 83 % patients were men and 54 % had stage III-IV disease. All patients developed CRT-induced mucositis, including 42 % with severe events (i.e. CTCAE v5.0 grade ≥ 3) and 25 % who required enteral feeding. With a median follow-up of 26.5 months, patients with severe mucositis had shorter overall survival (HR = 3.3, 95 %CI 1.0-10.6; p = 0.02) and numerically shorter progression-free survival (HR = 2.8, 95 %CI, 0.8-9.6; p = 0.09). The gut microbiome beta-diversity of patients with severe mucositis differed from patients with grades 1-2 mucositis (p = 0.04), with enrichment in Mediterraneibacter (Ruminococcus gnavus) and Clostridiaceae family members, including Hungatella hathewayi. Grade 1-2 mucositis was associated with enrichment in Eubacterium rectale, Alistipes putredinis and Ruminococcaceae family members. Similar bacterial profiles were observed in patients who required enteral feeding. CONCLUSION Patients who developed severe mucositis had decreased survival and enrichment in specific bacteria associated with mucosal inflammation. Interestingly, these same bacteria have been linked to immune checkpoint inhibitor resistance.
Collapse
Affiliation(s)
- Cecilia Hes
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Division of Experimental Medicine, Department of Medicine, McGill University, 1001 Boulevard Decarie, Montreal, QC H4A 3J1, Canada
| | - Antoine Desilets
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Marion Tonneau
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Centre Oscar Lambert, Department of Radiotherapy, 3 Rue Frédéric Combemale, 59000 Lille, France
| | - Omar El Ouarzadi
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Marina De Figueiredo Sousa
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Houda Bahig
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Édith Filion
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Phuc Felix Nguyen-Tan
- Department of Radiation Oncology, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Apostolos Christopoulos
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Myriam Benlaïfaoui
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Lisa Derosa
- ClinicObiome, Institut Gustave Roussy Cancer Campus, 114 Rue Edouard-Vaillant, 94805 Villejuif Cedex, France
| | - Carolina Alves Costa Silva
- ClinicObiome, Institut Gustave Roussy Cancer Campus, 114 Rue Edouard-Vaillant, 94805 Villejuif Cedex, France
| | - Mayra Ponce
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Julie Malo
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Wiam Belkad
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Danielle Charpentier
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Francine Aubin
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Zineb Hamilou
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Rahima Jamal
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada
| | - Meriem Messaoudene
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada
| | - Denis Soulières
- Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada.
| | - Bertrand Routy
- Centre hospitalier de l'Université de Montréal Research Center (CRCHUM), Pavillon R, 900 Rue Saint-Denis, Montreal, QC H2X 0A9, Canada; Department of Medicine, Hematology-Oncology Division, Centre hospitalier de l'Université de Montréal (CHUM), 1051 Rue Sanguinet, Montreal, QC H2X 0C1, Canada.
| |
Collapse
|
38
|
Spiliopoulou P, Holanda Lopes CD, Spreafico A. Promising and Minimally Invasive Biomarkers: Targeting Melanoma. Cells 2023; 13:19. [PMID: 38201222 PMCID: PMC10777980 DOI: 10.3390/cells13010019] [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: 11/06/2023] [Revised: 11/29/2023] [Accepted: 12/17/2023] [Indexed: 01/12/2024] Open
Abstract
The therapeutic landscape of malignant melanoma has been radically reformed in recent years, with novel treatments emerging in both the field of cancer immunotherapy and signalling pathway inhibition. Large-scale tumour genomic characterization has accurately classified malignant melanoma into four different genomic subtypes so far. Despite this, only somatic mutations in BRAF oncogene, as assessed in tumour biopsies, has so far become a validated predictive biomarker of treatment with small molecule inhibitors. The biology of tumour evolution and heterogeneity has uncovered the current limitations associated with decoding genomic drivers based only on a single-site tumour biopsy. There is an urgent need to develop minimally invasive biomarkers that accurately reflect the real-time evolution of melanoma and that allow for streamlined collection, analysis, and interpretation. These will enable us to face challenges with tumour tissue attainment and process and will fulfil the vision of utilizing "liquid biopsy" to guide clinical decisions, in a manner akin to how it is used in the management of haematological malignancies. In this review, we will summarize the most recent published evidence on the role of minimally invasive biomarkers in melanoma, commenting on their future potential to lead to practice-changing discoveries.
Collapse
Affiliation(s)
- Pavlina Spiliopoulou
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada;
- School of Cancer Sciences, University of Glasgow, Glasgow G61 1BD, UK
| | | | - Anna Spreafico
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada;
| |
Collapse
|
39
|
Fei T, Funnell T, Waters NR, Raj SS, Sadeghi K, Dai A, Miltiadous O, Shouval R, Lv M, Peled JU, Ponce DM, Perales MA, Gönen M, van den Brink MRM. Enhanced Feature Selection for Microbiome Data using FLORAL: Scalable Log-ratio Lasso Regression. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.02.538599. [PMID: 37205350 PMCID: PMC10187229 DOI: 10.1101/2023.05.02.538599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Identifying predictive biomarkers of patient outcomes from high-throughput microbiome data is of high interest, while existing computational methods do not satisfactorily account for complex survival endpoints, longitudinal samples, and taxa-specific sequencing biases. We present FLORAL (https://vdblab.github.io/FLORAL/), an open-source computational tool to perform scalable log-ratio lasso regression and microbial feature selection for continuous, binary, time-to-event, and competing risk outcomes, with compatibility of longitudinal microbiome data as time-dependent covariates. The proposed method adapts the augmented Lagrangian algorithm for a zero-sum constraint optimization problem while enabling a two-stage screening process for extended false-positive control. In extensive simulation and real-data analyses, FLORAL achieved consistently better false-positive control compared to other lasso-based approaches, and better sensitivity over popular differential abundance testing methods for datasets with smaller sample size. In a survival analysis in allogeneic hematopoietic-cell transplant, we further demonstrated considerable improvement by FLORAL in microbial feature selection by utilizing longitudinal microbiome data over only using baseline microbiome data.
Collapse
Affiliation(s)
- Teng Fei
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center
| | - Tyler Funnell
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center
| | - Nicholas R. Waters
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center
| | - Sandeep S. Raj
- Department of Medicine, Memorial Sloan Kettering Cancer Center
| | - Keimya Sadeghi
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center
| | - Anqi Dai
- Department of Immunology, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center
| | | | - Roni Shouval
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center
- Department of Medicine, Weill Cornell Medical College
| | - Meng Lv
- Institute of Hematology, Peking University People’s Hospital
| | - Jonathan U. Peled
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center
- Department of Medicine, Weill Cornell Medical College
| | - Doris M. Ponce
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center
- Department of Medicine, Weill Cornell Medical College
| | - Miguel-Angel Perales
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center
- Department of Medicine, Weill Cornell Medical College
| | - Mithat Gönen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center
| | | |
Collapse
|
40
|
Marano G, Traversi G, Gaetani E, Gasbarrini A, Mazza M. Gut microbiota in women: The secret of psychological and physical well-being. World J Gastroenterol 2023; 29:5945-5952. [PMID: 38131001 PMCID: PMC10731147 DOI: 10.3748/wjg.v29.i45.5945] [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: 10/03/2023] [Revised: 10/31/2023] [Accepted: 11/21/2023] [Indexed: 12/01/2023] Open
Abstract
The gut microbiota works in unison with the host, promoting its health. In particular, it has been shown to exert protective, metabolic and structural functions. Recent evidence has revealed the influence of the gut microbiota on other organs such as the central nervous system, cardiovascular and the endocrine-metabolic systems and the digestive system. The study of the gut microbiota is outlining new and broader frontiers every day and holds enormous innovation potential for the medical and pharmaceutical fields. Prevention and treatment of specific women's diseases involves the need to deepen the function of the gut as a junction organ where certain positive bacteria can be very beneficial to health. The gut microbiota is unique and dynamic at the same time, subject to external factors that can change it, and is capable of modulating itself at different stages of a woman's life, playing an important role that arises from the intertwining of biological mechanisms between the microbiota and the female genital system. The gut microbiota could play a key role in personalized medicine.
Collapse
Affiliation(s)
- Giuseppe Marano
- Department of Neurosciences, Università Cattolica del Sacro Cuore, Rome 00168, Italy
- Unit of Psychiatry, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome 00168, Italy
| | - Gianandrea Traversi
- Unit of Medical Genetics, Department of Laboratory Medicine, Fatebenefratelli Isola Tiberina-Gemelli Isola, Rome 00186, Italy
| | - Eleonora Gaetani
- Department of Medical and Surgical Sciences, Università Cattolica del Sacro Cuore, Rome 00168, Italy
- Internal Medicine and Gastroenterology Unit, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome 00168, Italy
| | - Antonio Gasbarrini
- Medicina Interna e Gastroenterologia, CEMAD Digestive Disease Center, Università Cattolica del Sacro Cuore, Fondazione Policlinico Universitario A Gemelli IRCCS, Rome 00168, Italy
| | - Marianna Mazza
- Department of Neurosciences, Università Cattolica del Sacro Cuore, Rome 00168, Italy
- Unit of Psychiatry, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome 00168, Italy
| |
Collapse
|
41
|
Gubernatorova EO, Gorshkova EA, Bondareva MA, Podosokorskaya OA, Sheynova AD, Yakovleva AS, Bonch-Osmolovskaya EA, Nedospasov SA, Kruglov AA, Drutskaya MS. Akkermansia muciniphila - friend or foe in colorectal cancer? Front Immunol 2023; 14:1303795. [PMID: 38124735 PMCID: PMC10731290 DOI: 10.3389/fimmu.2023.1303795] [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: 09/28/2023] [Accepted: 11/17/2023] [Indexed: 12/23/2023] Open
Abstract
Akkermansia muciniphila is a gram-negative anaerobic bacterium, which represents a part of the commensal human microbiota. Decline in the abundance of A. muciniphila among other microbial species in the gut correlates with severe systemic diseases such as diabetes, obesity, intestinal inflammation and colorectal cancer. Due to its mucin-reducing and immunomodulatory properties, the use of probiotics containing Akkermansia sp. appears as a promising approach to the treatment of metabolic and inflammatory diseases. In particular, a number of studies have focused on the role of A. muciniphila in colorectal cancer. Of note, the results of these studies in mice are contradictory: some reported a protective role of A. muciniphila in colorectal cancer, while others demonstrated that administration of A. muciniphila could aggravate the course of the disease resulting in increased tumor burden. More recent studies suggested the immunomodulatory effect of certain unique surface antigens of A. muciniphila on the intestinal immune system. In this Perspective, we attempt to explain how A. muciniphila contributes to protection against colorectal cancer in some models, while being pathogenic in others. We argue that differences in the experimental protocols of administration of A. muciniphila, as well as viability of bacteria, may significantly affect the results. In addition, we hypothesize that antigens presented by pasteurized bacteria or live A. muciniphila may exert distinct effects on the barrier functions of the gut. Finally, A. muciniphila may reduce the mucin barrier and exerts combined effects with other bacterial species in either promoting or inhibiting cancer development.
Collapse
Affiliation(s)
- Ekaterina O. Gubernatorova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
| | - Ekaterina A. Gorshkova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Belozersky Institute of Physico-Chemical Biology Lomonosov Moscow State University, Moscow, Russia
| | - Marina A. Bondareva
- Belozersky Institute of Physico-Chemical Biology Lomonosov Moscow State University, Moscow, Russia
- German Rheumatism Research Center (DRFZ), Leibniz Institute, Berlin, Germany
| | - Olga A. Podosokorskaya
- Winogradsky Institute of Microbiology, Research Centre of Biotechnology Russian Academy of Sciences (RAS), Moscow, Russia
| | - Anna D. Sheynova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Faculty of Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Anastasia S. Yakovleva
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Faculty of Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Elizaveta A. Bonch-Osmolovskaya
- Winogradsky Institute of Microbiology, Research Centre of Biotechnology Russian Academy of Sciences (RAS), Moscow, Russia
- Faculty of Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Sergei A. Nedospasov
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Belozersky Institute of Physico-Chemical Biology Lomonosov Moscow State University, Moscow, Russia
- Division of Immunobiology and Biomedicine, Sirius University of Science and Technology, Federal Territory Sirius, Krasnodarsky Krai, Russia
| | - Andrey A. Kruglov
- German Rheumatism Research Center (DRFZ), Leibniz Institute, Berlin, Germany
| | - Marina S. Drutskaya
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Center for Precision Genome Editing and Genetic Technologies for Biomedicine, Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
- Division of Immunobiology and Biomedicine, Sirius University of Science and Technology, Federal Territory Sirius, Krasnodarsky Krai, Russia
| |
Collapse
|
42
|
Han SJ, Stacy A, Corral D, Link VM, De Siqueira MK, Chi L, Teijeiro A, Yong DS, Perez-Chaparro PJ, Bouladoux N, Lim AI, Enamorado M, Belkaid Y, Collins N. Microbiota configuration determines nutritional immune optimization. Proc Natl Acad Sci U S A 2023; 120:e2304905120. [PMID: 38011570 PMCID: PMC10710091 DOI: 10.1073/pnas.2304905120] [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: 03/24/2023] [Accepted: 09/25/2023] [Indexed: 11/29/2023] Open
Abstract
Mild or transient dietary restriction (DR) improves many aspects of health and aging. Emerging evidence from us and others has demonstrated that DR also optimizes the development and quality of immune responses. However, the factors and mechanisms involved remain to be elucidated. Here, we propose that DR-induced optimization of immunological memory requires a complex cascade of events involving memory T cells, the intestinal microbiota, and myeloid cells. Our findings suggest that DR enhances the ability of memory T cells to recruit and activate myeloid cells in the context of a secondary infection. Concomitantly, DR promotes the expansion of commensal Bifidobacteria within the large intestine, which produce the short-chain fatty acid acetate. Acetate conditioning of the myeloid compartment during DR enhances the capacity of these cells to kill pathogens. Enhanced host protection during DR is compromised when Bifidobacteria expansion is prevented, indicating that microbiota configuration and function play an important role in determining immune responsiveness to this dietary intervention. Altogether, our study supports the idea that DR induces both memory T cells and the gut microbiota to produce distinct factors that converge on myeloid cells to promote optimal pathogen control. These findings suggest that nutritional cues can promote adaptation and co-operation between multiple immune cells and the gut microbiota, which synergize to optimize immunity and protect the collective metaorganism.
Collapse
Affiliation(s)
- Seong-Ji Han
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Apollo Stacy
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Dan Corral
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Verena M. Link
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | | | - Liang Chi
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Ana Teijeiro
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Daniel S. Yong
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - P. Juliana Perez-Chaparro
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Nicolas Bouladoux
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Ai Ing Lim
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Michel Enamorado
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Yasmine Belkaid
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| | - Nicholas Collins
- Metaorganism Immunity Section, Laboratory of Host Immunity and the Microbiome, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD20892
| |
Collapse
|
43
|
Hughes BR, Shanaz S, Ismail-Sutton S, Wreglesworth NI, Subbe CP, Innominato PF. Circadian lifestyle determinants of immune checkpoint inhibitor efficacy. Front Oncol 2023; 13:1284089. [PMID: 38111535 PMCID: PMC10727689 DOI: 10.3389/fonc.2023.1284089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 11/07/2023] [Indexed: 12/20/2023] Open
Abstract
Immune Checkpoint Inhibitors (ICI) have revolutionised cancer care in recent years. Despite a global improvement in the efficacy and tolerability of systemic anticancer treatments, a sizeable proportion of patients still do not benefit maximally from ICI. Extensive research has been undertaken to reveal the immune- and cancer-related mechanisms underlying resistance and response to ICI, yet more limited investigations have explored potentially modifiable lifestyle host factors and their impact on ICI efficacy and tolerability. Moreover, multiple trials have reported a marked and coherent effect of time-of-day ICI administration and patients' outcomes. The biological circadian clock indeed temporally controls multiple aspects of the immune system, both directly and through mediation of timing of lifestyle actions, including food intake, physical exercise, exposure to bright light and sleep. These factors potentially modulate the immune response also through the microbiome, emerging as an important mediator of a patient's immune system. Thus, this review will look at critically amalgamating the existing clinical and experimental evidence to postulate how modifiable lifestyle factors could be used to improve the outcomes of cancer patients on immunotherapy through appropriate and individualised entrainment of the circadian timing system and temporal orchestration of the immune system functions.
Collapse
Affiliation(s)
- Bethan R. Hughes
- Oncology Department, Ysbyty Gwynedd, Betsi Cadwaladr University Health Board, Bangor, United Kingdom
- School of Medical Sciences, Bangor University, Bangor, United Kingdom
| | - Sadiq Shanaz
- Oncology Department, Ysbyty Gwynedd, Betsi Cadwaladr University Health Board, Bangor, United Kingdom
| | - Seline Ismail-Sutton
- Oncology Department, Ysbyty Gwynedd, Betsi Cadwaladr University Health Board, Bangor, United Kingdom
| | - Nicholas I. Wreglesworth
- Oncology Department, Ysbyty Gwynedd, Betsi Cadwaladr University Health Board, Bangor, United Kingdom
- School of Medical Sciences, Bangor University, Bangor, United Kingdom
| | - Christian P. Subbe
- School of Medical Sciences, Bangor University, Bangor, United Kingdom
- Department of Acute Medicine, Ysbyty Gwynedd, Bangor, United Kingdom
| | - Pasquale F. Innominato
- Oncology Department, Ysbyty Gwynedd, Betsi Cadwaladr University Health Board, Bangor, United Kingdom
- Cancer Chronotherapy Team, Warwick Medical School, University of Warwick, Coventry, United Kingdom
- Research Unit ‘Chronotherapy, Cancers and Transplantation’, Faculty of Medicine, Paris-Saclay University, Villejuif, France
| |
Collapse
|
44
|
Jiang Y, Jia D, Sun Y, Ding N, Wang L. Microbiota: A key factor affecting and regulating the efficacy of immunotherapy. Clin Transl Med 2023; 13:e1508. [PMID: 38082435 PMCID: PMC10713876 DOI: 10.1002/ctm2.1508] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 11/21/2023] [Accepted: 11/27/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND Immunotherapy has made significant progress in cancer treatment; however, the responsiveness to immunotherapy varies widely among patients. Growing evidence has demonstrated the role of the gut microbiota in the efficacy of immunotherapy. MAIN BODY Herein, we summarise the changes in the microbiota in different cancers under various immunotherapies. The microbial-host signal transmission on immunotherapeutic responses and mechanisms associated with microbial translocation to tumours in the context of immunotherapy are also discussed. In addition, we have highlighted the clinical application value of methods for regulating the microbiota. Finally, we elaborate on the relationship between the microbiota, host and immunotherapy, and provide potential directions for future research. CONCLUSION Different microbiota cause changes in the tumour microenvironment through microbial signals thereby affecting immunotherapy efficacy. Translocation of gut microbiota and the role of extraintestinal microbiota in immunotherapy deserve attention. Microbiota regulation is a novel strategy for combination therapy with immunotherapy. Although there are several aspects that deserve further refinement and exploration with regard to administration and clinical translation. Nevertheless, it is foreseeable that the microbiota will become an integral part of cancer treatment.
Collapse
Affiliation(s)
- Yao Jiang
- Department of GastroenterologySecond Affiliated Hospital of Zhejiang University School of MedicineHangzhouChina
- Institution of GastroenterologyZhejiang UniversityHangzhouChina
| | - Dingjiacheng Jia
- Department of GastroenterologySecond Affiliated Hospital of Zhejiang University School of MedicineHangzhouChina
- Institution of GastroenterologyZhejiang UniversityHangzhouChina
| | - Yong Sun
- Department of GastroenterologySecond Affiliated Hospital of Zhejiang University School of MedicineHangzhouChina
- Institution of GastroenterologyZhejiang UniversityHangzhouChina
| | - Ning Ding
- Department of GastroenterologySecond Affiliated Hospital of Zhejiang University School of MedicineHangzhouChina
- Institution of GastroenterologyZhejiang UniversityHangzhouChina
| | - Liangjing Wang
- Department of GastroenterologySecond Affiliated Hospital of Zhejiang University School of MedicineHangzhouChina
- Institution of GastroenterologyZhejiang UniversityHangzhouChina
- Cancer CenterZhejiang UniversityHangzhouChina
| |
Collapse
|
45
|
Tsakmaklis A, Farowski F, Zenner R, Lesker TR, Strowig T, Schlößer H, Lehmann J, von Bergwelt-Baildon M, Mauch C, Schlaak M, Knuever J, Schweinsberg V, Heinzerling LM, Vehreschild MJGT. TIGIT + NK cells in combination with specific gut microbiota features predict response to checkpoint inhibitor therapy in melanoma patients. BMC Cancer 2023; 23:1160. [PMID: 38017389 PMCID: PMC10685659 DOI: 10.1186/s12885-023-11551-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Accepted: 10/20/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Composition of the intestinal microbiota has been correlated to therapeutic efficacy of immune checkpoint inhibitors (ICI) in various cancer entities including melanoma. Prediction of the outcome of such therapy, however, is still unavailable. This prospective, non-interventional study was conducted in order to achieve an integrated assessment of the connection between a specific intestinal microbiota profile and antitumor immune response to immune checkpoint inhibitor therapy (anti-PD-1 and/or anti-CTLA-4) in melanoma patients. METHODS We assessed blood and stool samples of 29 cutaneous melanoma patients who received immune checkpoint inhibitor therapy. For functional and phenotypical immune analysis, 12-color flow cytometry and FluoroSpot assays were conducted. Gut microbiome was analyzed with shotgun metagenomics sequencing. To combine clinical, microbiome and immune variables, we applied the Random Forest algorithm. RESULTS A total of 29 patients was analyzed in this study, among whom 51.7% (n = 15) reached a durable clinical benefit. The Immune receptor TIGIT is significantly upregulated in T cells (p = 0.0139) and CD56high NK cells (p = 0.0037) of responders. Several bacterial taxa were associated with response (e.g. Ruminococcus torques) or failure (e.g. Barnesiella intestinihominis) to immune therapy. A combination of two microbiome features (Barnesiella intestinihominis and the Enterobacteriaceae family) and one immune feature (TIGIT+ CD56high NK cells) was able to predict response to ICI already at baseline (AUC = 0.85; 95% CI: 0.841-0.853). CONCLUSIONS Our results reconfirm a link between intestinal microbiota and response to ICI therapy in melanoma patients and furthermore point to TIGIT as a promising target for future immunotherapies.
Collapse
Affiliation(s)
- Anastasia Tsakmaklis
- Department I of Internal Medicine, University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research (DZIF), Partner site Bonn-Cologne, Cologne, Germany
| | - Fedja Farowski
- Department I of Internal Medicine, University Hospital Cologne, University of Cologne, Cologne, Germany
- German Center for Infection Research (DZIF), Partner site Bonn-Cologne, Cologne, Germany
- Department of Internal Medicine, Infectious Diseases, University Hospital Frankfurt, Goethe University Frankfurt, Theodor-Stern-Kai 7, Frankfurt, 60590, Germany
| | - Rafael Zenner
- Department I of Internal Medicine, University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Till Robin Lesker
- Helmholtz Centre for Infection Research (HZI), Braunschweig, Germany
| | - Till Strowig
- Helmholtz Centre for Infection Research (HZI), Braunschweig, Germany
- German Center for Infection Research (DZIF), partner site Hannover-Braunschweig, Braunschweig, Germany
- Centre for Individualised Infection Medicine (CiiM), a joint venture between the Helmholtz-Centre for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany
| | - Hans Schlößer
- Department of General, Visceral and Cancer Surgery, University Hospital Cologne, University of Cologne, Cologne, Germany
- Cologne Interventional Immunology, University of Cologne, Cologne, Germany
| | - Jonas Lehmann
- Department of General, Visceral and Cancer Surgery, University Hospital Cologne, University of Cologne, Cologne, Germany
- Cologne Interventional Immunology, University of Cologne, Cologne, Germany
| | | | - Cornelia Mauch
- Department of Dermatology, University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Max Schlaak
- Department of Dermatology, Venereology and Allergology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Charitéplatz 1, Berlin, 10117, Germany
| | - Jana Knuever
- Department of Dermatology, University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Viola Schweinsberg
- Department of Dermatology, University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Lucie M Heinzerling
- Department of Dermatology and Allergy, LMU University Hospital, LMU Munich, Munich, Germany
- Department of Dermatology, University Hospital Erlangen, Erlangen, Germany
| | - Maria J G T Vehreschild
- Department I of Internal Medicine, University Hospital Cologne, University of Cologne, Cologne, Germany.
- German Center for Infection Research (DZIF), Partner site Bonn-Cologne, Cologne, Germany.
- Department of Internal Medicine, Infectious Diseases, University Hospital Frankfurt, Goethe University Frankfurt, Theodor-Stern-Kai 7, Frankfurt, 60590, Germany.
- Fraunhofer Institute for Molecular Biology and Applied Ecology IME, Branch for Translational Medicine & Pharmacology ITMP, Frankfurt am Main, 60596, Germany.
| |
Collapse
|
46
|
Yan S, Yu L, Tian F, Zhao J, Chen W, Chen H, Zhai Q. Ligilactobacillus salivarius CCFM 1266 modulates gut microbiota and GPR109a-mediated immune suppression to attenuate immune checkpoint blockade-induced colitis. Food Funct 2023; 14:10549-10563. [PMID: 37953676 DOI: 10.1039/d3fo03867j] [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: 11/14/2023]
Abstract
The wide application of immune checkpoint blockade (ICB) therapy is impeded by the development of ICB-induced colitis, a condition intricately linked to alterations in the gut microbiota. In our previous study, Ligilactobacillus salivarius CCFM 1266 and Bacteroides fragilis HCK-B3 exhibited anti-inflammatory properties. In this research, treatment with both L. salivarius CCFM 1266 and B. fragilis HCK-B3 significantly ameliorated body weight loss and colonic inflammation in murine colitis models induced by intravenous ipilimumab injection, with L. salivarius CCFM 1266 demonstrating superior effectiveness. This amelioration was characterized by an augmented ratio of Treg cells and M2 macrophages, a diminishment in pro-inflammatory cytokines (IL-1β, TNF-α, IFN-γ, IL-23), and an elevation in the anti-inflammatory cytokine IL-10. The ingestion of L. salivarius CCFM 1266 exerted a discernible influence on the composition of the gut microbiota. Untargeted metabolomics revealed an increase in colonic nicotinic acid levels following the administration of L. salivarius CCFM 1266, potentially initiating the activation of the colonic GPR109a pathway. This mechanism likely serves as the fundamental basis for the protective capacity of L. salivarius CCFM 1266 against ICB-induced colitis. Importantly, L. salivarius CCFM 1266 did not interfere with the anti-tumor immune response elicited by ipilimumab. Probiotic intervention thus emerges as a promising approach for alleviating ICB-induced colitis.
Collapse
Affiliation(s)
- Shikai Yan
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Leilei Yu
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Fengwei Tian
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jianxin Zhao
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Wei Chen
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Haiqin Chen
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Qixiao Zhai
- State Key Laboratory of Food Science and Resources, Jiangnan University, Wuxi, Jiangsu 214122, China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| |
Collapse
|
47
|
Liu R, Zou Y, Wang WQ, Chen JH, Zhang L, Feng J, Yin JY, Mao XY, Li Q, Luo ZY, Zhang W, Wang DM. Gut microbial structural variation associates with immune checkpoint inhibitor response. Nat Commun 2023; 14:7421. [PMID: 37973916 PMCID: PMC10654443 DOI: 10.1038/s41467-023-42997-7] [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: 05/02/2023] [Accepted: 10/27/2023] [Indexed: 11/19/2023] Open
Abstract
The gut microbiota may have an effect on the therapeutic resistance and toxicity of immune checkpoint inhibitors (ICIs). However, the associations between the highly variable genomes of gut bacteria and the effectiveness of ICIs remain unclear, despite the fact that merely a few gene mutations between similar bacterial strains may cause significant phenotypic variations. Here, using datasets from the gut microbiome of 996 patients from seven clinical trials, we systematically identify microbial genomic structural variants (SVs) using SGV-Finder. The associations between SVs and response, progression-free survival, overall survival, and immune-related adverse events are systematically explored by metagenome-wide association analysis and replicated in different cohorts. Associated SVs are located in multiple species, including Akkermansia muciniphila, Dorea formicigenerans, and Bacteroides caccae. We find genes that encode enzymes that participate in glucose metabolism be harbored in these associated regions. This work uncovers a nascent layer of gut microbiome heterogeneity that is correlated with hosts' prognosis following ICI treatment and represents an advance in our knowledge of the intricate relationships between microbiota and tumor immunotherapy.
Collapse
Affiliation(s)
- Rong Liu
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China.
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China.
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China.
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China.
| | - You Zou
- Information and Network center, Central South University, Changsha, 410083, P.R. China
| | - Wei-Quan Wang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Jun-Hong Chen
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Lei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Jia Feng
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Ji-Ye Yin
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Xiao-Yuan Mao
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Qing Li
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China
| | - Zhi-Ying Luo
- Department of Pharmacy, The Second Xiangya Hospital, Central South University, Changsha, PR China
- Institute of Clinical Pharmacy, Central South University, Changsha, PR China
| | - Wei Zhang
- Department of Clinical Pharmacology, Xiangya Hospital, Central South University, 87 Xiangya Road, Changsha, 410008, P. R. China.
- Institute of Clinical Pharmacology, Central South University, Hunan Key Laboratory of Pharmacogenetics, 110 Xiangya Road, Changsha, 410078, P. R. China.
- Engineering Research Center of Applied Technology of Pharmacogenomics, Ministry of Education, 110 Xiangya Road, Changsha, 410078, P. R. China.
- National Clinical Research Center for Geriatric Disorders, 87 Xiangya Road, Changsha, 410008, Hunan, P.R. China.
| | - Dao-Ming Wang
- University of Groningen, University Medical Center Groningen, Department of Genetics, Groningen, 9713AV, the Netherlands.
- University of Groningen, University Medical Center Groningen, Department of Pediatrics, Groningen, 9713AV, the Netherlands.
| |
Collapse
|
48
|
Huang X, Hu M, Sun T, Li J, Zhou Y, Yan Y, Xuan B, Wang J, Xiong H, Ji L, Zhu X, Tong T, Ning L, Ma Y, Zhao Y, Ding J, Guo Z, Zhang Y, Fang JY, Hong J, Chen H. Multi-kingdom gut microbiota analyses define bacterial-fungal interplay and microbial markers of pan-cancer immunotherapy across cohorts. Cell Host Microbe 2023; 31:1930-1943.e4. [PMID: 37944495 DOI: 10.1016/j.chom.2023.10.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Revised: 08/11/2023] [Accepted: 10/05/2023] [Indexed: 11/12/2023]
Abstract
The effect of gut bacteria on the response to immune checkpoint inhibitors (ICIs) has been studied, but the relationship between fungi and ICI responses is not fully understood. Herein, 862 fecal metagenomes from 9 different cohorts were integrated for the identification of differentially abundant fungi and subsequent construction of random forest (RF) models to predict ICI responses. Fungal markers demonstrate excellent performance, with an average area under the curve (AUC) of 0.87. Their performance improves even further, reaching an average AUC of 0.89 when combined with bacterial markers. Higher enrichment of exhausted T cells is detected in responders, as predicted by fungal markers. Multi-kingdom network and functional analysis reveal that the fungus Schizosaccharomyces octosporus may ferment starch into short-chain fatty acids in responders. This study provides a fungal profile of the ICI response and the identification of multi-kingdom microbial markers with good performance that may improve the overall applicability of ICI therapy.
Collapse
Affiliation(s)
- Xiaowen Huang
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Muni Hu
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Tiantian Sun
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Jiantao Li
- Shanghai Lung Cancer Center, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yilu Zhou
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Yuqing Yan
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Baoqin Xuan
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Jilin Wang
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Hua Xiong
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Linhua Ji
- Department of Gastrointestinal Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai 200127, China
| | - Xiaoqiang Zhu
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Tianying Tong
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Lijun Ning
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Yanru Ma
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Ying Zhao
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Jinmei Ding
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Zhigang Guo
- Jiangsu Key Laboratory for Molecular and Medical Biotechnology, College of Life Sciences, Nanjing Normal University, Nanjing, China
| | - Youwei Zhang
- Department of Medical Oncology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China
| | - Jing-Yuan Fang
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Jie Hong
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China.
| | - Haoyan Chen
- State Key Laboratory of Systems Medicine for Cancer, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Cancer Institute, Shanghai Institute of Digestive Disease, Shanghai, China.
| |
Collapse
|
49
|
Dremova O, Mimmler M, Paeslack N, Khuu MP, Gao Z, Bosmann M, Garo LP, Schön N, Mechler A, Beneich Y, Rebling V, Mann A, Pontarollo G, Kiouptsi K, Reinhardt C. Sterility testing of germ-free mouse colonies. Front Immunol 2023; 14:1275109. [PMID: 38022683 PMCID: PMC10662041 DOI: 10.3389/fimmu.2023.1275109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 09/28/2023] [Indexed: 12/01/2023] Open
Abstract
In biomedical research, germ-free and gnotobiotic mouse models enable the mechanistic investigation of microbiota-host interactions and their role on (patho)physiology. Throughout any gnotobiotic experiment, standardized and periodic microbiological testing of defined gnotobiotic housing conditions is a key requirement. Here, we review basic principles of germ-free isolator technology, the suitability of various sterilization methods, and the use of sterility testing methods to monitor germ-free mouse colonies. We also discuss their effectiveness and limitations, and share the experience with protocols used in our facility. In addition, possible sources of isolator contamination are discussed and an overview of reported contaminants is provided.
Collapse
Affiliation(s)
- Olga Dremova
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Maximilian Mimmler
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Nadja Paeslack
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - My Phung Khuu
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Zhenling Gao
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Markus Bosmann
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- Pulmonary Center, Department of Medicine, Boston University School of Medicine, Boston, MA, United States
| | - Lucien P. Garo
- Pulmonary Center, Department of Medicine, Boston University School of Medicine, Boston, MA, United States
| | - Nathalie Schön
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Alexa Mechler
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Yunes Beneich
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Vivian Rebling
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Amrit Mann
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Giulia Pontarollo
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Klytaimnistra Kiouptsi
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- German Center for Cardiovascular Research (DZHK), University Medical Center of the Johannes Gutenberg-University Mainz, Partner Site Rhine-Main, Mainz, Germany
| | - Christoph Reinhardt
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany
- German Center for Cardiovascular Research (DZHK), University Medical Center of the Johannes Gutenberg-University Mainz, Partner Site Rhine-Main, Mainz, Germany
| |
Collapse
|
50
|
Ning L, Zhou YL, Sun H, Zhang Y, Shen C, Wang Z, Xuan B, Zhao Y, Ma Y, Yan Y, Tong T, Huang X, Hu M, Zhu X, Ding J, Zhang Y, Cui Z, Fang JY, Chen H, Hong J. Microbiome and metabolome features in inflammatory bowel disease via multi-omics integration analyses across cohorts. Nat Commun 2023; 14:7135. [PMID: 37932270 PMCID: PMC10628233 DOI: 10.1038/s41467-023-42788-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 10/20/2023] [Indexed: 11/08/2023] Open
Abstract
The perturbations of the gut microbiota and metabolites are closely associated with the progression of inflammatory bowel disease (IBD). However, inconsistent findings across studies impede a comprehensive understanding of their roles in IBD and their potential as reliable diagnostic biomarkers. To address this challenge, here we comprehensively analyze 9 metagenomic and 4 metabolomics cohorts of IBD from different populations. Through cross-cohort integrative analysis (CCIA), we identify a consistent characteristic of commensal gut microbiota. Especially, three bacteria, namely Asaccharobacter celatus, Gemmiger formicilis, and Erysipelatoclostridium ramosum, which are rarely reported in IBD. Metagenomic functional analysis reveals that essential gene of Two-component system pathway, linked to fecal calprotectin, are implicated in IBD. Metabolomics analysis shows 36 identified metabolites with significant differences, while the roles of these metabolites in IBD are still unknown. To further elucidate the relationship between gut microbiota and metabolites, we construct multi-omics biological correlation (MOBC) maps, which highlights gut microbial biotransformation deficiencies and significant alterations in aminoacyl-tRNA synthetases. Finally, we identify multi-omics biomarkers for IBD diagnosis, validated across multiple global cohorts (AUROC values ranging from 0.92 to 0.98). Our results offer valuable insights and a significant resource for developing mechanistic hypotheses on host-microbiome interactions in IBD.
Collapse
Affiliation(s)
- Lijun Ning
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Yi-Lu Zhou
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Han Sun
- Department of Gastroenterology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China
| | - Youwei Zhang
- Department of Medical Oncology, Xuzhou Central Hospital, Clinical School of Xuzhou Medical University, Xuzhou, China
| | - Chaoqin Shen
- Department of Gastroenterology and Hepatology, Zhongshan Hospital, Fudan University, Shanghai, P.R. China
| | - Zhenhua Wang
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Baoqin Xuan
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Ying Zhao
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Yanru Ma
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Yuqing Yan
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Tianying Tong
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Xiaowen Huang
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Muni Hu
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Xiaoqiang Zhu
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Jinmei Ding
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Yue Zhang
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Zhe Cui
- Department of Gastrointestinal Surgery, Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Jing-Yuan Fang
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China
| | - Haoyan Chen
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China.
| | - Jie Hong
- State Key Laboratory of Systems Medicine for Cancer; Key Laboratory of Gastroenterology & Hepatology, Ministry of Health; Division of Gastroenterology and Hepatology; Shanghai Cancer Institute; Shanghai Institute of Digestive Disease; Renji Hospital, Shanghai Jiao Tong University School of Medicine. 145 Middle Shandong Road, Shanghai, 200001, China.
| |
Collapse
|