Predictable modulation of cancer treatment outcomes by the gut microbiota

被引:125
|
作者
Heshiki, Yoshitaro [1 ,2 ]
Vazquez-Uribe, Ruben [3 ]
Li, Jin [4 ,5 ]
Ni, Yueqiong [2 ]
Quainoo, Scott [3 ]
Imamovic, Lejla [3 ]
Li, Jun [6 ,7 ]
Sorensen, Maria [3 ]
Chow, Billy K. C. [8 ]
Weiss, Glen J. [9 ]
Xu, Aimin [4 ,5 ]
Sommer, Morten O. A. [3 ]
Panagiotou, Gianni [1 ,2 ,10 ]
机构
[1] Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Syst Biol & Bioinformat Unit, Jena, Germany
[2] Univ Hong Kong, Fac Sci, Sch Biol Sci, Syst Biol & Bioinformat Grp, Hong Kong, Peoples R China
[3] Tech Univ Denmark, Novo Nordisk Fdn, Ctr Biosustainabil, DK-2800 Lyngby, Denmark
[4] Univ Hong Kong, State Key Lab Pharmaceut Biotechnol, Hong Kong, Peoples R China
[5] Univ Hong Kong, Li Ka Shing Fac Med, Dept Med, Hong Kong, Peoples R China
[6] City Univ Hong Kong, Jockey Club Coll Vet Med & Life Sci, Dept Infect Dis & Publ Hlth, Hong Kong, Peoples R China
[7] City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R China
[8] Univ Hong Kong, Fac Sci, Sch Biol Sci, Hong Kong, Peoples R China
[9] Univ Arizona, Coll Med Phoenix, Phoenix, AZ USA
[10] Univ Hong Kong, Li Ka Shing Fac Med, Dept Microbiol, Hong Kong, Peoples R China
关键词
Gut microbiota; Cancer; Treatment outcome; Machine learning; INTESTINAL MICROBIOTA; THERAPY; CELL; IDENTIFICATION; IMMUNOTHERAPY; CHEMOTHERAPY; STABILITY; BACTERIA; EFFICACY; ACIDS;
D O I
10.1186/s40168-020-00811-2
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
The gut microbiota has the potential to influence the efficacy of cancer therapy. Here, we investigated the contribution of the intestinal microbiome on treatment outcomes in a heterogeneous cohort that included multiple cancer types to identify microbes with a global impact on immune response. Human gut metagenomic analysis revealed that responder patients had significantly higher microbial diversity and different microbiota compositions compared to non-responders. A machine-learning model was developed and validated in an independent cohort to predict treatment outcomes based on gut microbiota composition and functional repertoires of responders and non-responders. Specific species, Bacteroides ovatus and Bacteroides xylanisolvens, were positively correlated with treatment outcomes. Oral gavage of these responder bacteria significantly increased the efficacy of erlotinib and induced the expression of CXCL9 and IFN-gamma in a murine lung cancer model. These data suggest a predictable impact of specific constituents of the microbiota on tumor growth and cancer treatment outcomes with implications for both prognosis and therapy.
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页数:14
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