Cross-cohort gut microbiome associations with immune checkpoint inhibitor response in advanced melanoma

被引:255
作者
Lee, Karla A. [1 ]
Thomas, Andrew Maltez [2 ]
Bolte, Laura A. [3 ,4 ]
Bjork, Johannes R. [3 ,4 ]
de Ruijter, Laura Kist [4 ,5 ]
Armanini, Federica [2 ]
Asnicar, Francesco [2 ]
Blanco-Miguez, Aitor [2 ]
Board, Ruth [6 ]
Calbet-Llopart, Neus [7 ,8 ]
Derosa, Lisa [9 ,10 ]
Dhomen, Nathalie [11 ]
Brooks, Kelly [11 ]
Harland, Mark [12 ]
Harries, Mark [13 ,14 ,15 ]
Leeming, Emily R. [1 ]
Lorigan, Paul [16 ,17 ]
Manghi, Paolo [2 ]
Marais, Richard [11 ]
Newton-Bishop, Julia [12 ]
Nezi, Luigi [18 ]
Pinto, Federica [2 ]
Potrony, Miriam [8 ,13 ,14 ]
Puig, Susana [8 ,13 ,14 ]
Serra-Bellver, Patricio [16 ]
Shaw, Heather M. [19 ]
Tamburini, Sabrina [18 ]
Valpione, Sara [11 ,16 ]
Vijay, Amrita [1 ,20 ]
Waldron, Levi [2 ,21 ]
Zitvogel, Laurence [9 ,10 ]
Zolfo, Moreno [2 ]
de Vries, Elisabeth G. E. [4 ,5 ]
Nathan, Paul [13 ,14 ]
Fehrmann, Rudolf S. N. [4 ,5 ]
Bataille, Veronique [1 ,22 ]
Hospers, Geke A. P. [4 ,5 ]
Spector, Tim D. [1 ]
Weersma, Rinse K. [3 ,4 ]
Segata, Nicola [2 ,18 ]
机构
[1] Kings Coll London, Dept Twin Res & Genet Epidemiol, London, England
[2] Univ Trento, Dept CIBIO, Trento, Italy
[3] Univ Groningen, Dept Gastroenterol & Hepatol, Groningen, Netherlands
[4] Univ Med Ctr Groningen, Groningen, Netherlands
[5] Univ Groningen, Dept Med Oncol, Groningen, Netherlands
[6] Lancashire Teaching Hosp NHS Trust, Dept Oncol, Preston, Lancs, England
[7] Univ Barcelona, Hosp Clin Barcelona, Dermatol Dept, IDIBAPS, Barcelona, Spain
[8] Inst Salud Carlos III, Ctr Invest Biomed Red Enfermedades Raras, Barcelona, Spain
[9] Univ Paris Saclay, Gustave Roussy Canc Ctr, U1015 INSERM, Groningen, Netherlands
[10] Oncobiome Network, Villejuif, France
[11] Univ Manchester, CRUK Manchester Inst, Mol Oncol Grp, Manchester, Lancs, England
[12] Univ Leeds, Inst Med Res St Jamess, Div Haematol & Immunol, Leeds, W Yorkshire, England
[13] Hosp Clin Barcelona, Biochem & Mol Genet Dept, IDIBAPS, Barcelona, Spain
[14] Univ Barcelona, Barcelona, Spain
[15] Guys & St Thomass NHS Trust, Guys Canc Ctr, Dept Med Oncol, London, England
[16] Christie NHS Fdn Trust, Manchester, Lancs, England
[17] Univ Manchester, Div Canc Sci, Manchester, Lancs, England
[18] IRCSS, European Inst Oncol, Milan, Italy
[19] Mt Vernon Canc Ctr, Dept Med Oncol, Northwood, Middx, England
[20] Univ Nottingham, Sch Med, Rheumatol & Orthopaed Div, Nottingham, England
[21] CUNY, Grad Sch Publ Hlth & Hlth Policy, New York, NY 10021 USA
[22] Mt Vernon Canc Ctr, Dept Dermatol, Northwood, Middx, England
基金
欧洲研究理事会; 美国国家卫生研究院; 英国惠康基金; 英国医学研究理事会; 欧盟地平线“2020”;
关键词
SHOTGUN METAGENOMICS; RESOURCE; EFFICACY; GENE; DIET;
D O I
10.1038/s41591-022-01695-5
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
An analysis of metagenomic sequencing of stool samples from multiple cohorts of patients with melanoma treated with immune checkpoint blockade uncovers microbiome correlates of response to therapy and also reveals widespread variability across populations. The composition of the gut microbiome has been associated with clinical responses to immune checkpoint inhibitor (ICI) treatment, but there is limited consensus on the specific microbiome characteristics linked to the clinical benefits of ICIs. We performed shotgun metagenomic sequencing of stool samples collected before ICI initiation from five observational cohorts recruiting ICI-naive patients with advanced cutaneous melanoma (n = 165). Integrating the dataset with 147 metagenomic samples from previously published studies, we found that the gut microbiome has a relevant, but cohort-dependent, association with the response to ICIs. A machine learning analysis confirmed the link between the microbiome and overall response rates (ORRs) and progression-free survival (PFS) with ICIs but also revealed limited reproducibility of microbiome-based signatures across cohorts. Accordingly, a panel of species, including Bifidobacterium pseudocatenulatum, Roseburia spp. and Akkermansia muciniphila, associated with responders was identified, but no single species could be regarded as a fully consistent biomarker across studies. Overall, the role of the human gut microbiome in ICI response appears more complex than previously thought, extending beyond differing microbial species simply present or absent in responders and nonresponders. Future studies should adopt larger sample sizes and take into account the complex interplay of clinical factors with the gut microbiome over the treatment course.
引用
收藏
页码:535 / +
页数:25
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