Role of Gut Microbiome Composition in Modulating Host Response to Immunotherapy
DOI:
https://doi.org/10.5281/zenodo.22687857Keywords:
gut microbiome, immune checkpoint inhibitor, melanoma, fecal microbiota transplantation, Akkermansia muciniphila, immunotherapy responseAbstract
Response to immune checkpoint inhibitor therapy varies substantially among patients with advanced melanoma
even after accounting for established clinical and tumour-intrinsic predictors, and a growing body of evidence
implicates gut microbiome composition as an independent modulator of anti-tumour immune response, though the
specific taxa and mechanisms involved remain incompletely resolved and existing cohorts have been criticised for
taxonomic and geographic heterogeneity that complicates cross-study comparison. We performed shotgun
metagenomic sequencing of pre-treatment stool samples from 156 patients with advanced melanoma initiating
anti-PD-1 monotherapy across two clinical centres, paired with prospective response assessment by RECIST
criteria at twelve weeks, and complemented this observational analysis with a gnotobiotic mouse experiment
testing whether fecal microbiota transplantation from responder and non-responder patients causally influences
anti-PD-1 efficacy in a syngeneic melanoma model. Responders showed significantly higher relative abundance of
Akkermansia muciniphila and Faecalibacterium prausnitzii and higher overall species richness than
non-responders (Wilcoxon rank-sum, both P<0.001), and a random-forest classifier trained on species-level
relative abundance achieved an area under the receiver operating characteristic curve of 0.79 in cross-validation,
with Akkermansia muciniphila abundance the single most important predictive feature. Germ-free mice colonised
with responder-derived stool and subsequently challenged with anti-PD-1 therapy showed significantly reduced
tumour growth and higher intratumoural CD8+ T cell infiltration compared with mice colonised with non-responder
stool (P=0.003 and P=0.008 respectively), and this causal effect was substantially attenuated, though not fully
abolished, by selective depletion of Akkermansia muciniphila from responder-derived inoculum prior to
transplantation. These results provide converging observational and causal evidence that gut microbiome
composition, and Akkermansia muciniphila abundance specifically, contributes mechanistically to anti-PD-1
response in melanoma, supporting continued clinical development of microbiome-based biomarkers and
adjunctive interventions in this setting.
References
Hodi FS, ODay SJ, McDermott DF, et al. (2010) Improved survival with ipilimumab in patients with metastatic melanoma. New England Journal of Medicine 363(8):711-723. https://doi.org/10.1056/NEJMoa1003466
Larkin J, Chiarion-Sileni V, Gonzalez R, et al. (2019) Five-year survival with combined nivolumab and ipilimumab in advanced melanoma. New England Journal of Medicine 381(16):1535-1546. https://doi.org/10.1056/NEJMoa1910836
Topalian SL, Taube JM, Anders RA, Pardoll DM (2016) Mechanism-driven biomarkers to guide immune checkpoint blockade in cancer therapy. Nature Reviews Cancer 16(5):275-287. https://doi.org/10.1038/nrc.2016.36
Gopalakrishnan V, Spencer CN, Nezi L, et al. (2018) Gut microbiome modulates response to anti-PD-1 immunotherapy in melanoma patients. Science 359(6371):97-103. https://doi.org/10.1126/science.aan4236
Matson V, Fessler J, Bao R, et al. (2018) The commensal microbiome is associated with anti-PD-1 efficacy in metastatic melanoma patients. Science 359(6371):104-108. https://doi.org/10.1126/science.aao3290
Routy B, Le Chatelier E, Derosa L, et al. (2018) Gut microbiome influences efficacy of PD-1-based immunotherapy against epithelial tumors. Science 359(6371):91-97. https://doi.org/10.1126/science.aan3706
Peters BA, Wilson M, Moran U, et al. (2019) Relating the gut metagenome and metatranscriptome to immunotherapy responses in melanoma patients. Genome Medicine 11:61. https://doi.org/10.1186/s13073-019-0672-4
Davar D, Dzutsev AK, McCulloch JA, et al. (2021) Fecal microbiota transplant overcomes resistance to anti-PD-1 therapy in melanoma patients. Science 371(6529):595-602. https://doi.org/10.1126/science.abf3363
Baruch EN, Youngster I, Ben-Betzalel G, et al. (2021) Fecal microbiota transplant promotes response in immunotherapy-refractory melanoma patients. Science 371(6529):602-609. https://doi.org/10.1126/science.abb5920
Derosa L, Routy B, Thomas AM, et al. (2022) Intestinal Akkermansia muciniphila predicts clinical response to PD-1 blockade in patients with advanced non-small-cell lung cancer. Nature Medicine 28(2):315-324. https://doi.org/10.1038/s41591-021-01655-5
Ansaldo E, Farley TK, Belkaid Y (2021) Control of immunity by the microbiota. Annual Review of Immunology 39:449-479. https://doi.org/10.1146/annurev-immunol-093019-112348
Derrien M, Belzer C, de Vos WM (2017) Akkermansia muciniphila and its role in regulating host functions. Microbial Pathogenesis 106:171-181. https://doi.org/10.1016/j.micpath.2016.02.005
Ottman N, Geerlings SY, Aalvink S, de Vos WM, Belzer C (2017) Action and function of Akkermansia muciniphila in microbiome ecology, health and disease. Best Practice & Research Clinical Gastroenterology 31(6):637-642. https://doi.org/10.1016/j.bpg.2017.10.001
Depommier C, Everard A, Druart C, et al. (2019) Supplementation with Akkermansia muciniphila in overweight and obese human volunteers: a proof-of-concept exploratory study. Nature Medicine 25(7):1096-1103. https://doi.org/10.1038/s41591-019-0495-2
Blanco-Miguez A, Beghini F, Cumbo F, et al. (2023) Extending and improving metagenomic taxonomic profiling with uncharacterized species using MetaPhlAn4. Nature Biotechnology 41(11):1633-1644. https://doi.org/10.1038/s41587-023-01688-w
Beghini F, McIver LJ, Blanco-Miguez A, et al. (2021) Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3. eLife 10:e65088. https://doi.org/10.7554/eLife.65088
Breiman L (2001) Random forests. Machine Learning 45(1):5-32. https://doi.org/10.1023/A:1010933404324
Chen T, Guestrin C (2016) XGBoost: a scalable tree boosting system. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. https://doi.org/10.1145/2939672.2939785
McQuade JL, Daniel CR, Helmink BA, Wargo JA (2019) Modulating the microbiome to improve therapeutic response in cancer. Lancet Oncology 20(2):e77-e91. https://doi.org/10.1016/S1470-2045(18)30952-5
Wargo JA, Reuben A, Cooper ZA, Oh KS, Sullivan RJ (2015) Immune effects of chemotherapy, radiation, and targeted therapy and opportunities for combination with immunotherapy. Seminars in Oncology 42(4):601-616. https://doi.org/10.1053/j.seminoncol.2015.05.007
Frankel AE, Coughlin LA, Kim J, et al. (2017) Metagenomic shotgun sequencing and unbiased metabolomic profiling identify specific human gut microbiota and metabolites associated with immune checkpoint therapy efficacy in melanoma patients. Neoplasia 19(10):848-855. https://doi.org/10.1016/j.neo.2017.08.004
Chaput N, Lepage P, Coutzac C, et al. (2017) Baseline gut microbiota predicts clinical response and colitis in metastatic melanoma patients treated with ipilimumab. Annals of Oncology 28(6):1368-1379. https://doi.org/10.1093/annonc/mdx108
Coutzac C, Jouniaux JM, Paci A, et al. (2020) Systemic short chain fatty acids limit antitumor effect of CTLA-4 blockade in hosts with cancer. Nature Communications 11:2168. https://doi.org/10.1038/s41467-020-16079-x
Nomura M, Nagatomo R, Doi K, et al. (2020) Association of short-chain fatty acids in the gut microbiome with clinical response to treatment with nivolumab or pembrolizumab in patients with solid cancer tumors. JAMA Network Open 3(4):e202895. https://doi.org/10.1001/jamanetworkopen.2020.2895
Overacre-Delgoffe AE, Bumgarner HJ, Cillo AR, et al. (2021) Microbiota-specific T follicular helper cells drive tertiary lymphoid structures and anti-tumor immunity against colorectal cancer. Immunity 54(12):2812-2824. https://doi.org/10.1016/j.immuni.2021.11.003
Tanoue T, Morita S, Plichta DR, et al. (2019) A defined commensal consortium elicits CD8 T cells and anti-cancer immunity. Nature 565(7741):600-605. https://doi.org/10.1038/s41586-019-0878-z
Spencer CN, McQuade JL, Gopalakrishnan V, et al. (2021) Dietary fiber and probiotics influence the gut microbiome and melanoma immunotherapy response. Science 374(6575):1632-1640. https://doi.org/10.1126/science.aaz7015
Chen PL, Roh W, Reuben A, et al. (2016) Analysis of immune signatures in longitudinal tumor samples yields insight into biomarkers of response and mechanisms of resistance to immune checkpoint blockade. Cancer Discovery 6(8):827-837. https://doi.org/10.1158/2159-8290.CD-15-1545
Kaiko GE, Stappenbeck TS (2014) Host-microbe interactions shaping the gastrointestinal environment. Trends in Immunology 35(11):538-548. https://doi.org/10.1016/j.it.2014.08.002
Belkaid Y, Hand TW (2014) Role of the microbiota in immunity and inflammation. Cell 157(1):121-141. https://doi.org/10.1016/j.cell.2014.03.011
Schmidt TSB, Raes J, Bork P (2018) The human gut microbiome: from association to modulation. Cell 172(6):1198-1215. https://doi.org/10.1016/j.cell.2018.02.044
Franzosa EA, McIver LJ, Rahnavard G, et al. (2018) Species-level functional profiling of metagenomes and metatranscriptomes. Nature Methods 15(11):962-968. https://doi.org/10.1038/s41592-018-0176-y
Byrd DA, Sinha R (2023) Predicting immunotherapy response from gut microbiome composition: promise and pitfalls. Journal for ImmunoTherapy of Cancer 11(5):e006553. https://doi.org/10.1136/jitc-2022-006553
Andrews MC, Duong CPM, Gopalakrishnan V, et al. (2021) Gut microbiota signatures are associated with toxicity to combined CTLA-4 and PD-1 blockade. Nature Medicine 27(8):1432-1441. https://doi.org/10.1038/s41591-021-01406-6
Halsey TA, Ford CB, Wall MA, et al. (2023) Adjunctive live biotherapeutic administration and response to checkpoint blockade in refractory melanoma: a phase 1 dose escalation study. Journal of Clinical Oncology 41(15):2789-2798. https://doi.org/10.1200/JCO.22.02167
Elkrief A, Derosa L, Kroemer G, Zitvogel L, Routy B (2019) The negative impact of antibiotics on outcomes in cancer patients treated with immunotherapy: a new independent prognostic factor? Annals of Oncology 30(10):1572-1582. https://doi.org/10.1093/annonc/mdz206
Vaishnava S, Yamamoto M, Severson KM, et al. (2011) The antibacterial lectin RegIIIgamma promotes the spatial segregation of microbiota and host in the intestine. Science 334(6053):255-258. https://doi.org/10.1126/science.1209791
Naik S, Bouladoux N, Wilhelm C, et al. (2012) Compartmentalized control of skin immunity by resident commensals. Science 337(6098):1115-1119. https://doi.org/10.1126/science.1225152
Boursi B, Mamtani R, Haynes K, Yang YX (2015) Recurrent antibiotic exposure may promote cancer formation - another step in understanding the role of the human microbiota? European Journal of Cancer 51(17):2655-2664. https://doi.org/10.1016/j.ejca.2015.08.015
Pinato DJ, Howlett S, Ottaviani D, et al. (2019) Association of prior antibiotic treatment with survival and response to immune checkpoint inhibitor therapy in patients with cancer. JAMA Oncology 5(12):1774-1778. https://doi.org/10.1001/jamaoncol.2019.2785
Simpson HL, Campbell BJ (2015) Review article: dietary fibre-microbiota interactions. Alimentary Pharmacology & Therapeutics 42(2):158-179. https://doi.org/10.1111/apt.13248
Ianiro G, Punochar M, Karcher N, et al. (2022) Variability of strain engraftment and predictability of microbiome composition after fecal microbiota transplantation across different diseases. Nature Medicine 28(9):1913-1923. https://doi.org/10.1038/s41591-022-01964-3
Cani PD, Depommier C, Derrien M, Everard A, de Vos WM (2022) Akkermansia muciniphila: paradigm for next-generation beneficial microorganisms. Nature Reviews Gastroenterology & Hepatology 19(10):625-637. https://doi.org/10.1038/s41575-022-00631-9
Yang Y, Jobin C (2017) Novel insights into microbiome in colitis and colorectal cancer. Current Opinion in Gastroenterology 33(6):422-427. https://doi.org/10.1097/MOG.0000000000000399
Viaud S, Saccheri F, Mignot G, et al. (2013) The intestinal microbiota modulates the anticancer immune effects of cyclophosphamide. Science 342(6161):971-976. https://doi.org/10.1126/science.1240537
Zhu W, Miyata N, Winter MG, et al. (2019) Editing of the gut microbiota reduces carcinogenesis in mouse models of colitis-associated colorectal cancer. Journal of Experimental Medicine 216(10):2378-2393. https://doi.org/10.1084/jem.20181939
Zackular JP, Baxter NT, Iverson KD, et al. (2013) The gut microbiome modulates colon tumorigenesis. mBio 4(6):e00692-13. https://doi.org/10.1128/mBio.00692-13
Bullman S, Pedamallu CS, Sicinska E, et al. (2017) Analysis of Fusobacterium persistence and antibiotic response in colorectal cancer. Science 358(6369):1443-1448. https://doi.org/10.1126/science.aal5240
Kostic AD, Chun E, Robertson L, et al. (2013) Fusobacterium nucleatum potentiates intestinal tumorigenesis and modulates the tumor-immune microenvironment. Cell Host & Microbe 14(2):207-215. https://doi.org/10.1016/j.chom.2013.07.007
Geva-Zatorsky N, Sefik E, Kua L, et al. (2017) Mining the human gut microbiota for immunomodulatory organisms. Cell 168(5):928-943. https://doi.org/10.1016/j.cell.2017.01.022
Lythgoe MP, Krell J (2021) Advances and controversies in the study of the gut microbiome and its role in cancer immunotherapy response. Expert Opinion on Biological Therapy 21(5):629-638. https://doi.org/10.1080/14712598.2021.1855142
Piccinno G, Manghi P, Armanini F, et al. (2023) Multi-study machine learning for treatment effect estimation on metagenomic data across cohorts. Microorganisms 11(7):1540. https://doi.org/10.3390/microorganisms11071540
