基于孟德尔随机化的空气污染物与肺部疾病的因果关系研究OACHSSCD
A study on the causal relationship between air pollutants and lung diseases based on Mendelian randomization
目的 采用孟德尔随机化(MR)方法探究空气污染物与肺部疾病之间的因果关系,同时考虑咽喉疾病、咳嗽等上呼吸道疾病在其中可能存在的中介效应.方法 基于全基因组关联研究数据提取与空气污染物(PM2.5、PM2.5~10、NO2等)密切相关且适量的单核苷酸多态性作为工具变量,采用逆方差加权法作为主要分析方法,以加权中位数法、加权众数法和MR-Egger回归法等作为辅助进行MR分析.使用Cochran's Q检验、MR-Egger截距、MR-PRESSO检验和留一法(LOO)进行敏感性分析,并进一步检验空气污染物与咽喉疾病、咳嗽等上呼吸道疾病可能存在的中介效应.结果 双样本MR分析显示,空气污染物中的PM2.5和PM2.5~10会增加细菌性肺炎的发病风险[PM2.5∶OR=1.356,95%CI(1.060,1.736),P=0.015;PM2.5~10∶OR=1.469,95%CI(1.044,2.068),P=0.027].在敏感性分析中发现,PM2.5存在异质性,但不存在水平多效性,PM2.5~10均不存在异质性和水平多效性.LOO检验也符合上述结果.结论 通过MR分析得出,部分空气污染物与某些肺部疾病之间存在一定程度的因果关系,且咽喉疾病、咳嗽等上呼吸道疾病在其中不存在中介效应.
Objective To explore the causal relationship between air pollutants and lung diseases using the Mendelian randomization(MR)method,and to consider the possible mediating effects of upper respiratory tract diseases such as throat diseases and cough in it.Methods Based on the data from genome-wide association studies,single nucleotide polymorphisms closely related to air pollutants(PM2.5,PM2.5-10,NO2,etc.)and in appropriate amounts were extracted as instrumental variables.The inverse variance weighted method was adopted as the main analysis method.MR analysis was conducted with the weighted median method,weighted mode method and MR-Egger regression method,etc.as aids.Sensitivity analysis was performed using Cochran's Q test,MR-Egger intercept,MR-PRESSO test and leave-one-out(LOO)method,and the possible mediating effects of air pollutants on upper respiratory tract diseases such as throat diseases and cough were further examined.Results Two-sample MR analysis showed that PM2.5 and PM2.5-10 in air pollutants would increase the risk of bacterial pneumonia[PM2.5∶OR=1.356,95%CI(1.060,1.736),P=0.015;PM2.5-10∶OR=1.469,95%CI(1.044,2.068),P=0.027].In the subsequent sensitivity analysis,it was found that PM2.5 showed heterogeneity but no horizontal pleiotropy,and neither PM2.5-10 showed heterogeneity nor horizontal pleiotropy.The LOO test also conformed to the above results.Conclusion Through MR analysis,it is concluded that there is a certain degree of causal relationship between some air pollutants and certain lung diseases,and there is no mediating effect for upper respiratory tract diseases such as throat diseases and cough.
黄锦泉;刘露;王俊
蚌埠医科大学医学信息与工程学院,安徽 蚌埠 233030蚌埠医科大学医学信息与工程学院,安徽 蚌埠 233030蚌埠医科大学医学信息与工程学院,安徽 蚌埠 233030
医药卫生
空气污染物肺部疾病孟德尔随机化分析上呼吸道疾病中介效应逆方差加权法异质性检验水平多效性检验
air pollutantslung diseasesMendelian randomization analysisupper respiratory tract diseasesmediating effectinverse variance weighted methodheterogeneity testhorizontal pleiotropy test
《空军军医大学学报》 2026 (8)
1112-1118,7
安徽省高校哲学社会科学重点项目(2022AH051406)
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