School of Public Health, Shandong University, Jinan 250012, China.
Environmental Research Institute, Shandong University, Qingdao 266237, China.
Sci Total Environ. 2024 May 1;923:171305. doi: 10.1016/j.scitotenv.2024.171305. Epub 2024 Feb 27.
Per- and polyfluoroalkyl substances (PFASs) are known to be linked with dyslipidemia. Between March and June 2022, we collected 575 fasting serum samples from individuals without occupational exposure in Jinan, China. Eighteen PFASs were analyzed using UHPLC-Orbitrap MS. Multiple linear regression (MLR), Bayesian kernel machine regression (BKMR), and Quantile g-computation (QGC) models were utilized to assess the effects of both individual PFAS and PFAS mixtures on serum lipid levels, including triglycerides (TG), cholesterol (CHO), high-density lipoprotein (HDL), and low-density lipoprotein (LDL). The PFAS mixture, composed of perfluoroheptanoic acid (PFHpA), perfluorooctanoic acid (PFOA), perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFDA), perfluoroundecanoic acid (PFUnDA), perfluorododecanoic acid (PFDoDA), perfluorotridecanoic acid (PFTrDA), perfluorohexane sulfonate (PFHxS), perfluoroheptane sulfonic acid (PFHpS), perfluorooctane sulfonate (PFOS), and 6:2 chlorinated polyfluoroalkyl ether sulfonate (6:2 Cl-PFESA), showed a positive association with CHO and LDL levels, while no distinct trend was noted in HDL and TG levels about changes in PFAS mixtures levels in BKMR and QGC models, adjusted for gender, age, BMI, occupation, and educational level. The effects of individual PFASs on lipid levels were in general consistent across MLR, BKMR and QGC models. PFUnDA and PFTrDA demonstrated greater impacts on blood lipid levels compared to other PFAS, albeit with varied directional effects. Age-stratified analysis revealed PFAS mixture effect was more pronounced in participants aged higher than 40. No obvious trend in lipid levels with changes in PFAS mixture levels in participants with age ranged from 18 to 40, while positive association between PFAS mixture and CHO and LDL was detected in participants aged higher than 40.
全氟和多氟烷基物质(PFAS)已知与血脂异常有关。2022 年 3 月至 6 月,我们从中国济南没有职业接触的个体中采集了 575 份空腹血清样本。使用超高效液相色谱-轨道阱质谱法分析了 18 种 PFAS。利用多元线性回归(MLR)、贝叶斯核机器回归(BKMR)和分位数 g 计算(QGC)模型来评估个体 PFAS 和 PFAS 混合物对血清脂质水平的影响,包括甘油三酯(TG)、胆固醇(CHO)、高密度脂蛋白(HDL)和低密度脂蛋白(LDL)。由全氟庚酸(PFHpA)、全氟辛酸(PFOA)、全氟壬酸(PFNA)、全氟癸酸(PFDA)、全氟十一酸(PFUnDA)、全氟十二酸(PFDoDA)、全氟十三酸(PFTrDA)、全氟己烷磺酸(PFHxS)、全氟庚烷磺酸(PFHpS)、全氟辛烷磺酸(PFOS)和 6:2 氯代全氟烷氧基磺酸(6:2 Cl-PFESA)组成的 PFAS 混合物与 CHO 和 LDL 水平呈正相关,而在 BKMR 和 QGC 模型中,调整性别、年龄、BMI、职业和教育水平后,PFAS 混合物水平变化与 HDL 和 TG 水平无明显趋势。在 MLR、BKMR 和 QGC 模型中,个体 PFAS 对脂质水平的影响总体上是一致的。PFUnDA 和 PFTrDA 对血脂水平的影响大于其他 PFAS,但具有不同的方向性影响。年龄分层分析表明,在年龄大于 40 岁的参与者中,PFAS 混合物的影响更为显著。在年龄在 18 至 40 岁的参与者中,PFAS 混合物水平变化与脂质水平之间没有明显的趋势,而在年龄大于 40 岁的参与者中,PFAS 混合物与 CHO 和 LDL 之间存在正相关。