PMID- 38163401 OWN - NLM STAT- MEDLINE DCOM- 20240125 LR - 20240202 IS - 1873-6750 (Electronic) IS - 0160-4120 (Linking) VI - 183 DP - 2024 Jan TI - Overall and individual associations between per- and polyfluoroalkyl substances and liver function indices and the metabolic mechanism. PG - 108405 LID - S0160-4120(23)00678-5 [pii] LID - 10.1016/j.envint.2023.108405 [doi] AB - 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. CI - Copyright (c) 2023 The Authors. Published by Elsevier Ltd.. All rights reserved. FAU - Chen, Yiran AU - Chen Y AD - Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China; School of Public Health, Southern Medical University, Guangzhou 510515, China. FAU - Wu, Yan AU - Wu Y AD - Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China. FAU - Lv, Jiayun AU - Lv J AD - Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China. FAU - Zhou, Si AU - Zhou S AD - Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China. FAU - Lin, Shaobin AU - Lin S AD - School of Public Health, Southern Medical University, Guangzhou 510515, China. FAU - Huang, Suli AU - Huang S AD - School of Public Health, Shenzhen University Medical School, Shenzhen University, Shenzhen 518055, China. FAU - Zheng, Linjie AU - Zheng L AD - School of Public Health, Southern Medical University, Guangzhou 510515, China. FAU - Deng, Guanhua AU - Deng G AD - Key Laboratory of Occupational Environment and Health, Guangzhou Twelfth People's Hospital, Guangzhou 510620, China. FAU - Feng, Yuchao AU - Feng Y AD - Key Laboratory of Occupational Environment and Health, Guangzhou Twelfth People's Hospital, Guangzhou 510620, China. FAU - Zhang, Guoxia AU - Zhang G AD - School of Public Health, Southern Medical University, Guangzhou 510515, China. FAU - Feng, Wenru AU - Feng W AD - Guangzhou Center for Disease Control and Prevention, Guangzhou 510440, China. Electronic address: gzcdchwk@163.com. LA - eng PT - Journal Article DEP - 20231222 PL - Netherlands TA - Environ Int JT - Environment international JID - 7807270 RN - 0 (Apolipoproteins B) RN - RFM9X3LJ49 (Bilirubin) RN - 0 (Fluorocarbons) RN - 0 (Environmental Pollutants) RN - 0 (Alkanesulfonic Acids) SB - IM MH - Animals MH - Male MH - Bayes Theorem MH - Apolipoproteins B MH - Bilirubin MH - Liver MH - *Fluorocarbons MH - *Environmental Pollutants MH - *Alkanesulfonic Acids OTO - NOTNLM OT - Association OT - Liver function OT - Mechanism OT - Metabolomics OT - PFAS COIS- Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. EDAT- 2024/01/02 11:41 MHDA- 2024/01/25 06:43 CRDT- 2024/01/01 18:00 PHST- 2023/05/01 00:00 [received] PHST- 2023/11/06 00:00 [revised] PHST- 2023/12/20 00:00 [accepted] PHST- 2024/01/25 06:43 [medline] PHST- 2024/01/02 11:41 [pubmed] PHST- 2024/01/01 18:00 [entrez] AID - S0160-4120(23)00678-5 [pii] AID - 10.1016/j.envint.2023.108405 [doi] PST - ppublish SO - Environ Int. 2024 Jan;183:108405. doi: 10.1016/j.envint.2023.108405. Epub 2023 Dec 22.