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Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study
BACKGROUND: Multiple clinical studies have indicated that the gut microbiota influences the effects of immune checkpoint blockade (ICB) therapy comprising PD-1/PD-L1 inhibitors, but the causal relationship is unclear. Because of numerous confounders, many microbes related to PD-1/PD-L1 have not been...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10034163/ https://www.ncbi.nlm.nih.gov/pubmed/36969249 http://dx.doi.org/10.3389/fimmu.2023.1136169 |
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author | Huang, Yu-Feng Zhang, Wei-Ming Wei, Zhi-Song Huang, Huan Mo, Qi-Yan Shi, Dan-Li Han, Lu Han, Yu-Yuan Nong, Si-Kai Lin, Guo-Xiang |
author_facet | Huang, Yu-Feng Zhang, Wei-Ming Wei, Zhi-Song Huang, Huan Mo, Qi-Yan Shi, Dan-Li Han, Lu Han, Yu-Yuan Nong, Si-Kai Lin, Guo-Xiang |
author_sort | Huang, Yu-Feng |
collection | PubMed |
description | BACKGROUND: Multiple clinical studies have indicated that the gut microbiota influences the effects of immune checkpoint blockade (ICB) therapy comprising PD-1/PD-L1 inhibitors, but the causal relationship is unclear. Because of numerous confounders, many microbes related to PD-1/PD-L1 have not been identified. This study aimed to determine the causal relationship between the microbiota and PD-1/PD-L1 and identify possible biomarkers for ICB therapy. METHOD: We used bidirectional two-sample Mendelian randomization with two different thresholds to explore the potential causal relationship between the microbiota and PD-1/PD-L1 and species-level microbiota GWAS to verify the result. RESULT: In the primary forward analysis, genus_Holdemanella showed a negative correlation with PD-1 [βIVW = -0.25; 95% CI (-0.43 to -0.07); P(FDR) = 0.028] and genus_Prevotella9 showed a positive correlation with PD-1 [βIVW = 0.2; 95% CI (0.1 to 0.4); P(FDR) = 0.027]; order_Rhodospirillales [βIVW = 0.2; 95% CI (0.1 to 0.4); P(FDR) = 0.044], family_Rhodospirillaceae [βIVW = 0.2; 95% CI (0 to 0.4); P(FDR) = 0.032], genus_Ruminococcaceae_UCG005 [βIVW = 0.29; 95% CI (0.08 to 0.5); P(FDR) = 0.028], genus_Ruminococcus_gnavus_group [βIVW = 0.22; 95% CI (0.05 to 0.4); P(FDR) = 0.029], and genus_Coprococcus_2 [βIVW = 0.4; 95% CI (0.1 to 0.6); P(FDR) = 0.018] were positively correlated with PD-L1; and phylum_Firmicutes [βIVW = -0.3; 95% CI (-0.4 to -0.1); P(FDR) = 0.031], family_ClostridialesvadinBB60group [βIVW = -0.31; 95% CI (-0.5 to -0.11), P(FDR) = 0.008], family_Ruminococcaceae [βIVW = -0.33; 95% CI (-0.58 to -0.07); P(FDR) = 0.049], and genus_Ruminococcaceae_UCG014 [βIVW = -0.35; 95% CI (-0.57 to -0.13); P(FDR) = 0.006] were negatively correlated with PD-L1. The one significant species in further analysis was species_Parabacteroides_unclassified [βIVW = 0.2; 95% CI (0-0.4); P(FDR) = 0.029]. Heterogeneity (P > 0.05) and pleiotropy (P > 0.05) analyses confirmed the robustness of the MR results. |
format | Online Article Text |
id | pubmed-10034163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100341632023-03-24 Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study Huang, Yu-Feng Zhang, Wei-Ming Wei, Zhi-Song Huang, Huan Mo, Qi-Yan Shi, Dan-Li Han, Lu Han, Yu-Yuan Nong, Si-Kai Lin, Guo-Xiang Front Immunol Immunology BACKGROUND: Multiple clinical studies have indicated that the gut microbiota influences the effects of immune checkpoint blockade (ICB) therapy comprising PD-1/PD-L1 inhibitors, but the causal relationship is unclear. Because of numerous confounders, many microbes related to PD-1/PD-L1 have not been identified. This study aimed to determine the causal relationship between the microbiota and PD-1/PD-L1 and identify possible biomarkers for ICB therapy. METHOD: We used bidirectional two-sample Mendelian randomization with two different thresholds to explore the potential causal relationship between the microbiota and PD-1/PD-L1 and species-level microbiota GWAS to verify the result. RESULT: In the primary forward analysis, genus_Holdemanella showed a negative correlation with PD-1 [βIVW = -0.25; 95% CI (-0.43 to -0.07); P(FDR) = 0.028] and genus_Prevotella9 showed a positive correlation with PD-1 [βIVW = 0.2; 95% CI (0.1 to 0.4); P(FDR) = 0.027]; order_Rhodospirillales [βIVW = 0.2; 95% CI (0.1 to 0.4); P(FDR) = 0.044], family_Rhodospirillaceae [βIVW = 0.2; 95% CI (0 to 0.4); P(FDR) = 0.032], genus_Ruminococcaceae_UCG005 [βIVW = 0.29; 95% CI (0.08 to 0.5); P(FDR) = 0.028], genus_Ruminococcus_gnavus_group [βIVW = 0.22; 95% CI (0.05 to 0.4); P(FDR) = 0.029], and genus_Coprococcus_2 [βIVW = 0.4; 95% CI (0.1 to 0.6); P(FDR) = 0.018] were positively correlated with PD-L1; and phylum_Firmicutes [βIVW = -0.3; 95% CI (-0.4 to -0.1); P(FDR) = 0.031], family_ClostridialesvadinBB60group [βIVW = -0.31; 95% CI (-0.5 to -0.11), P(FDR) = 0.008], family_Ruminococcaceae [βIVW = -0.33; 95% CI (-0.58 to -0.07); P(FDR) = 0.049], and genus_Ruminococcaceae_UCG014 [βIVW = -0.35; 95% CI (-0.57 to -0.13); P(FDR) = 0.006] were negatively correlated with PD-L1. The one significant species in further analysis was species_Parabacteroides_unclassified [βIVW = 0.2; 95% CI (0-0.4); P(FDR) = 0.029]. Heterogeneity (P > 0.05) and pleiotropy (P > 0.05) analyses confirmed the robustness of the MR results. Frontiers Media S.A. 2023-03-09 /pmc/articles/PMC10034163/ /pubmed/36969249 http://dx.doi.org/10.3389/fimmu.2023.1136169 Text en Copyright © 2023 Huang, Zhang, Wei, Huang, Mo, Shi, Han, Han, Nong and Lin https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Huang, Yu-Feng Zhang, Wei-Ming Wei, Zhi-Song Huang, Huan Mo, Qi-Yan Shi, Dan-Li Han, Lu Han, Yu-Yuan Nong, Si-Kai Lin, Guo-Xiang Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title | Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title_full | Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title_fullStr | Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title_full_unstemmed | Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title_short | Causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: A bidirectional Mendelian randomization study |
title_sort | causal relationships between gut microbiota and programmed cell death protein 1/programmed cell death-ligand 1: a bidirectional mendelian randomization study |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10034163/ https://www.ncbi.nlm.nih.gov/pubmed/36969249 http://dx.doi.org/10.3389/fimmu.2023.1136169 |
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