Meta-analysis of the gut microbiota in predicting response to cancer immunotherapy in metastatic melanoma

被引:103
作者
Limeta, Angelo [1 ]
Ji, Boyang [1 ,2 ]
Levin, Max [3 ,4 ,5 ]
Gatto, Francesco [1 ,6 ]
Nielsen, Jens [1 ,2 ,7 ]
机构
[1] Chalmers Univ Technol, Dept Biol & Biol Engn, Gothenburg, Sweden
[2] Tech Univ Denmark, Novo Nordisk Fdn Ctr Biosustainabil, Lyngby, Denmark
[3] Univ Gothenburg, Sahlgrenska Acad, Dept Mol & Clin Med, Wallenberg Lab Cardiovasc Res, Gothenburg, Sweden
[4] Univ Gothenburg, Sahlgrenska Acad, Inst Clin Sci, Dept Oncol, Gothenburg, Sweden
[5] Sahlgrens Univ Hosp, Dept Oncol, Gothenburg, Sweden
[6] Elypta AB, Stockholm, Sweden
[7] BioInnovation Inst, Copenhagen, Denmark
关键词
BLOCKADE; RESISTANCE; EFFICACY; IMMUNITY; PATHWAY;
D O I
10.1172/jci.insight.140940
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
BACKGROUND. Identifying factors conferring responses to therapy in cancer is critical to select the best treatment for patients. For immune checkpoint inhibition (ICI) therapy, mounting evidence suggests that the gut microbiome can determine patient treatment outcomes. However, the extent to which gut microbial features are applicable across different patient cohorts has not been extensively explored. METHODS. We performed a meta-analysis of 4 published shotgun metagenomic studies (N-tot = 130 patients) investigating differential microbiome composition and imputed metabolic function between responders and nonresponders to ICI. RESULTS. Our analysis identified both known microbial features enriched in responders, such as Faecalibacterium as the prevailing taxa, as well as additional features, including overrepresentation of Barnesiella intestinihominis and the components of vitamin B metabolism. A classifier designed to predict responders based on these features identified responders in an independent cohort of 27 patients with the area under the receiver operating characteristic curve of 0.625 (95% CI: 0.3480.899) and was predictive of prognosis (HR = 0.35, P = 0.081). CONCLUSION. These results suggest the existence of a fecal microbiome signature inherent across responders that may be exploited for diagnostic or therapeutic purposes.
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页数:12
相关论文
共 45 条
  • [1] Deep learning for genomics
    不详
    [J]. NATURE GENETICS, 2019, 51 (01) : 1 - 1
  • [2] BENDICH A, 1988, NUTR IMMUNOLOGY, P101
  • [3] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [4] fastp: an ultra-fast all-in-one FASTQ preprocessor
    Chen, Shifu
    Zhou, Yanqing
    Chen, Yaru
    Gu, Jia
    [J]. BIOINFORMATICS, 2018, 34 (17) : 884 - 890
  • [5] Enterococcus hirae and Barnesiella intestinihominis Facilitate Cyclophosphamide-Induced Therapeutic Immunomodulatory Effects
    Daillere, Romain
    Vetizou, Marie
    Waldschmitt, Nadine
    Yamazaki, Takahiro
    Isnard, Christophe
    Poirier-Colame, Vichnou
    Duong, Connie P. M.
    Flament, Caroline
    Lepage, Patricia
    Roberti, Maria Paula
    Routy, Bertrand
    Jacquelot, Nicolas
    Apetoh, Lionel
    Becharef, Sonia
    Rusakiewicz, Sylvie
    Langella, Philippe
    Sokol, Harry
    Kroemer, Guido
    Enot, David
    Roux, Antoine
    Eggermont, Alexander
    Tartour, Eric
    Johannes, Ludger
    Woerther, Paul-Louis
    Chachaty, Elisabeth
    Soria, Jean-Charles
    Golden, Encouse
    Formenti, Silvia
    Plebanski, Magdalena
    Madondo, Mutsa
    Rosenstiel, Philip
    Raoult, Didier
    Cattoir, Vincent
    Boneca, Ivo Gomperts
    Chamaillard, Mathias
    Zitvogel, Laurence
    [J]. IMMUNITY, 2016, 45 (04) : 931 - 943
  • [6] Intestinal microbiome analyses identify melanoma patients at risk for checkpoint-blockade-induced colitis
    Dubin, Krista
    Callahan, Margaret K.
    Ren, Boyu
    Khanin, Raya
    Viale, Agnes
    Ling, Lilan
    No, Daniel
    Gobourne, Asia
    Littmann, Eric
    Huttenhower, Curtis
    Pamer, Eric G.
    Wolchok, Jedd D.
    [J]. NATURE COMMUNICATIONS, 2016, 7
  • [7] Meta-analysis of gut microbiome studies identifies disease-specific and shared responses
    Duvallet, Claire
    Gibbons, Sean M.
    Gurry, Thomas
    Irizarry, Rafael A.
    Alm, Eric J.
    [J]. NATURE COMMUNICATIONS, 2017, 8
  • [8] New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1)
    Eisenhauer, E. A.
    Therasse, P.
    Bogaerts, J.
    Schwartz, L. H.
    Sargent, D.
    Ford, R.
    Dancey, J.
    Arbuck, S.
    Gwyther, S.
    Mooney, M.
    Rubinstein, L.
    Shankar, L.
    Dodd, L.
    Kaplan, R.
    Lacombe, D.
    Verweij, J.
    [J]. EUROPEAN JOURNAL OF CANCER, 2009, 45 (02) : 228 - 247
  • [9] The abundance and variety of carbohydrate-active enzymes in the human gut microbiota
    El Kaoutari, Abdessamad
    Armougom, Fabrice
    Gordon, Jeffrey I.
    Raoult, Didier
    Henrissat, Bernard
    [J]. NATURE REVIEWS MICROBIOLOGY, 2013, 11 (07) : 497 - 504
  • [10] A randomized trial of multivitamin supplements and HIV disease progression and mortality
    Fawzi, WW
    Msamanga, GI
    Spiegelman, D
    Wei, RL
    Kapiga, S
    Villamor, E
    Mwakagile, D
    Mugusi, F
    Hertzmark, E
    Essex, M
    Hunter, DJ
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2004, 351 (01) : 23 - 32