The First Clinical College, Shanxi Medical University, Jinzhong, China.
Department of Oncology, Wuming Hospital of Guangxi Medical University, Nanning, China.
Front Immunol. 2023 Mar 9;14:1136169. doi: 10.3389/fimmu.2023.1136169. eCollection 2023.
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.
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.
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 = 0.028] and genus_Prevotella9 showed a positive correlation with PD-1 [βIVW = 0.2; 95% CI (0.1 to 0.4); P = 0.027]; order_Rhodospirillales [βIVW = 0.2; 95% CI (0.1 to 0.4); P = 0.044], family_Rhodospirillaceae [βIVW = 0.2; 95% CI (0 to 0.4); P = 0.032], genus_Ruminococcaceae_UCG005 [βIVW = 0.29; 95% CI (0.08 to 0.5); P = 0.028], genus_Ruminococcus_gnavus_group [βIVW = 0.22; 95% CI (0.05 to 0.4); P = 0.029], and genus_Coprococcus_2 [βIVW = 0.4; 95% CI (0.1 to 0.6); P = 0.018] were positively correlated with PD-L1; and phylum_Firmicutes [βIVW = -0.3; 95% CI (-0.4 to -0.1); P = 0.031], family_ClostridialesvadinBB60group [βIVW = -0.31; 95% CI (-0.5 to -0.11), P = 0.008], family_Ruminococcaceae [βIVW = -0.33; 95% CI (-0.58 to -0.07); P = 0.049], and genus_Ruminococcaceae_UCG014 [βIVW = -0.35; 95% CI (-0.57 to -0.13); P = 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 = 0.029]. Heterogeneity (P > 0.05) and pleiotropy (P > 0.05) analyses confirmed the robustness of the MR results.
多项临床研究表明,肠道微生物群影响包括 PD-1/PD-L1 抑制剂在内的免疫检查点阻断(ICB)治疗的效果,但因果关系尚不清楚。由于存在许多混杂因素,许多与 PD-1/PD-L1 相关的微生物尚未被发现。本研究旨在确定微生物群与 PD-1/PD-L1 之间的因果关系,并确定 ICB 治疗的可能生物标志物。
我们使用双向两样本 Mendelian 随机化分析,使用两种不同的阈值来探索微生物群与 PD-1/PD-L1 之间的潜在因果关系,并使用物种水平的微生物组 GWAS 来验证结果。
在主要的正向分析中,属_Holdemanella 与 PD-1 呈负相关[βIVW = -0.25;95%CI(-0.43 至-0.07);P = 0.028],属_Prevotella9 与 PD-1 呈正相关[βIVW = 0.2;95%CI(0.1 至 0.4);P = 0.027];目_Rhodospirillales[βIVW = 0.2;95%CI(0.1 至 0.4);P = 0.044],科_Rhodospirillaceae[βIVW = 0.2;95%CI(0 至 0.4);P = 0.032],属_Ruminococcaceae_UCG005[βIVW = 0.29;95%CI(0.08 至 0.5);P = 0.028],属_Ruminococcus_gnavus_group[βIVW = 0.22;95%CI(0.05 至 0.4);P = 0.029]和属_Coprococcus_2[βIVW = 0.4;95%CI(0.1 至 0.6);P = 0.018]与 PD-L1 呈正相关;而门_Firmicutes[βIVW = -0.3;95%CI(-0.4 至-0.1);P = 0.031],科_ClostridialesvadinBB60group[βIVW = -0.31;95%CI(-0.5 至-0.11);P = 0.008],科_Ruminococcaceae[βIVW = -0.33;95%CI(-0.58 至-0.07);P = 0.049]和属_Ruminococcaceae_UCG014[βIVW = -0.35;95%CI(-0.57 至-0.13);P = 0.006]与 PD-L1 呈负相关。进一步分析中唯一显著的物种是未分类的_Parabacteroides 种[βIVW = 0.2;95%CI(0-0.4);P = 0.029]。异质性(P > 0.05)和多效性(P > 0.05)分析证实了 MR 结果的稳健性。