Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China; School of Public Health, Southern Medical University, Guangzhou 510515, China.
Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China.
Environ Int. 2024 Jan;183:108405. doi: 10.1016/j.envint.2023.108405. Epub 2023 Dec 22.
Per- and polyfluoroalkyl substances (PFAS) can disrupt liver homeostasis. Studies have shown that a single exposure to PFAS may provoke abnormal liver function; however, few studies have investigated the overall effect of PFAS mixtures. We aimed to investigate associations between exposure to PFAS mixtures and liver function indices and explore the relevant mechanisms. This study included 278 adult males from Guangzhou, China. Serum metabolite profiles were analyzed using untargeted metabolomics. We applied weighted quantile sum (WQS) regression as well as Bayesian kernel machine regression (BKMR) to analyze the association of nine PFAS mixtures with 14 liver function indices. PFAS mixtures were positively associated with apolipoprotein B (APOB) and gamma-glutamyltransferase (GGT) and negatively associated with direct bilirubin (DBIL) and total bilirubin (TBIL) in both the WQS and BKMR analyses. In addition, Spearman's correlation test showed individual PFAS correlated with APOB, GGT, TBIL, and DBIL, while there's little correlation between individual PFAS and other liver function indices. In linear regression analysis, PFHxS, PFOS, PFHpS, PFNA, PFDA, and PFUdA were associated with APOB; PFOA, PFDA, PFOS, PFNA, and PFUdA were associated with GGT. Subsequently, a metabolome-wide association study and mediation analysis were combined to explore metabolites that mediate these associations. The mechanisms linking PFAS to APOB and GGT are mainly related with amino acid and glycerophospholipid metabolism. High-dimensional mediation analysis showed that glycerophospholipids are the main markers of the association between PFAS and APOB, and that (R)-dihydromaleimide, Ile Leu, (R)-(+)-2-pyrrolidone-5-carboxylic acid, and L-glutamate are the main markers of the association between PFAS and GGT. In summary, overall associations between PFAS and specific indices of liver function were found using two statistical methods; the metabolic pathways and markers identified here may serve to prompt more detailed study in animal-based systems, as well as a similar detailed analysis in other populations.
全氟和多氟烷基物质(PFAS)可破坏肝脏内环境稳态。研究表明,单次 PFAS 暴露可能会引起肝功能异常;然而,很少有研究调查 PFAS 混合物的整体影响。我们旨在研究 PFAS 混合物暴露与肝功能指数之间的关联,并探讨相关机制。本研究纳入了来自中国广州的 278 名成年男性。采用非靶向代谢组学分析血清代谢物谱。我们应用加权分位数总和(WQS)回归和贝叶斯核机器回归(BKMR)分析 9 种 PFAS 混合物与 14 种肝功能指标的关联。WQS 和 BKMR 分析均表明,PFAS 混合物与载脂蛋白 B(APOB)和谷氨酰转肽酶(GGT)呈正相关,与直接胆红素(DBIL)和总胆红素(TBIL)呈负相关。此外,Spearman 相关检验显示,各 PFAS 与 APOB、GGT、TBIL 和 DBIL 相关,而各 PFAS 与其他肝功能指标相关性较小。线性回归分析显示,PFHxS、PFOS、PFHpS、PFNA、PFDA 和 PFUdA 与 APOB 相关;PFOA、PFDA、PFOS、PFNA 和 PFUdA 与 GGT 相关。随后,我们结合代谢组学全关联研究和中介分析,探讨了介导这些关联的代谢物。PFAS 与 APOB 和 GGT 相关的机制主要与氨基酸和甘油磷脂代谢有关。高维中介分析表明,甘油磷脂是 PFAS 与 APOB 关联的主要标志物,而(R)-二氢马来酰亚胺、Ile Leu、(R)-(+)-2-吡咯烷酮-5-羧酸和 L-谷氨酸是 PFAS 与 GGT 关联的主要标志物。总之,我们采用两种统计学方法发现了 PFAS 与特定肝功能指数之间的总体关联;本研究确定的代谢途径和标志物可能有助于在动物系统中进行更详细的研究,以及在其他人群中进行类似的详细分析。