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Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity
by
Dai, Lei
, Liu, Zheran
, Zhang, Bo
, Yin, Xiaonan
, Jiang, Tianxiang
, Cai, Zhaolun
, Liu, Baike
, Gu, Xiangshuai
, Zou, Xiaoqiao
in
Akkermansia
/ Analysis
/ Biomedicine
/ Cancer therapies
/ Cell death
/ Clostridiales
/ Consortia
/ Gastrointestinal Microbiome
/ Genetics
/ Gut microbiota
/ Humans
/ Immune-related adverse effects
/ Immunotherapy
/ Immunotherapy toxicity
/ Infectious Diseases
/ Internal Medicine
/ irAEs
/ Lachnospiraceae
/ Medicine
/ Medicine & Public Health
/ Mendelian Randomization Analysis
/ Methods
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Neoplasms
/ Oncology
/ Quality control
/ Software
/ Statistical power
/ Surgery
/ Taxonomy
2024
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Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity
by
Dai, Lei
, Liu, Zheran
, Zhang, Bo
, Yin, Xiaonan
, Jiang, Tianxiang
, Cai, Zhaolun
, Liu, Baike
, Gu, Xiangshuai
, Zou, Xiaoqiao
in
Akkermansia
/ Analysis
/ Biomedicine
/ Cancer therapies
/ Cell death
/ Clostridiales
/ Consortia
/ Gastrointestinal Microbiome
/ Genetics
/ Gut microbiota
/ Humans
/ Immune-related adverse effects
/ Immunotherapy
/ Immunotherapy toxicity
/ Infectious Diseases
/ Internal Medicine
/ irAEs
/ Lachnospiraceae
/ Medicine
/ Medicine & Public Health
/ Mendelian Randomization Analysis
/ Methods
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Neoplasms
/ Oncology
/ Quality control
/ Software
/ Statistical power
/ Surgery
/ Taxonomy
2024
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Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity
by
Dai, Lei
, Liu, Zheran
, Zhang, Bo
, Yin, Xiaonan
, Jiang, Tianxiang
, Cai, Zhaolun
, Liu, Baike
, Gu, Xiangshuai
, Zou, Xiaoqiao
in
Akkermansia
/ Analysis
/ Biomedicine
/ Cancer therapies
/ Cell death
/ Clostridiales
/ Consortia
/ Gastrointestinal Microbiome
/ Genetics
/ Gut microbiota
/ Humans
/ Immune-related adverse effects
/ Immunotherapy
/ Immunotherapy toxicity
/ Infectious Diseases
/ Internal Medicine
/ irAEs
/ Lachnospiraceae
/ Medicine
/ Medicine & Public Health
/ Mendelian Randomization Analysis
/ Methods
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Neoplasms
/ Oncology
/ Quality control
/ Software
/ Statistical power
/ Surgery
/ Taxonomy
2024
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Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity
Journal Article
Univariable and multivariable Mendelian randomization study identified the key role of gut microbiota in immunotherapeutic toxicity
2024
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Overview
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.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
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