Kong Weiliang, Jin Yina
Department of Respiratory and Critical Care Medicine, Key Laboratory of Respiratory Disease of Ningbo, The First Affiliated Hospital of Ningbo University, Ningbo, China.
Front Public Health. 2025 Mar 18;13:1518254. doi: 10.3389/fpubh.2025.1518254. eCollection 2025.
Few studies have investigated the associations between perchlorate, nitrate, and thiocyanate (PNT) and biological aging. This study aimed to assess the association between PNT and biological aging among U.S. adults.
Utilizing multivariable linear regression and restricted cubic splines (RCS), we analyzed urinary PNT levels' impact on phenotypic age and biological age. Subgroup and sensitivity analyses were also conducted. Weighted Quantile Sum (WQS) and Bayesian Kernel Machine Regression (BKMR) models examined PNT mixtures.
8,368 participants were analyzed. Mean phenotypic age was 43.05 ± 0.48 years, mean biological age was 47.08 ± 0.4 years. Multivariable linear regression showed significant negative associations between higher PNT levels and phenotypic age (perchlorate = -0.6, 95% CI: -0.93 to -0.27; nitrate = -0.81, 95% CI: -1.19 to -0.42; thiocyanate = -0.56, 95% CI: -0.77 to -0.34) after covariates adjusted. RCS demonstrated negative nonlinear relationships between PNT exposure and phenotypic age (nonlinear values: 0.002, <0.001, and <0.001), with stable results in sensitivity analyses. Nitrate exposure showed a significant negative association with biological age ( = -0.78, 95% CI: -1.13 to -0.44), indicating a consistent negative linear relationship observed through RCS and remaining stable across sensitivity analyses. WQS regression revealed a negative association between the mixture and phenotypic age in both positive and negative directions, with a significant negative association with biological age in the negative direction. BKMR analysis revealed a negative association between PNT mixtures and phenotypic age, with nitrate and thiocyanate identified as the primary predictors of phenotypic age. No association found between PNT mixture and biological age.
Individual or combined PNT are negatively associated with phenotypic age. High nitrate is associated with reduced biological age, showcasing consistent outcomes.
很少有研究调查过高氯酸盐、硝酸盐和硫氰酸盐(PNT)与生物衰老之间的关联。本研究旨在评估美国成年人中PNT与生物衰老之间的关联。
利用多变量线性回归和受限立方样条(RCS),我们分析了尿中PNT水平对表型年龄和生物年龄的影响。还进行了亚组分析和敏感性分析。加权分位数和(WQS)以及贝叶斯核机器回归(BKMR)模型检验了PNT混合物。
对8368名参与者进行了分析。平均表型年龄为43.05±0.48岁,平均生物年龄为47.08±0.4岁。多变量线性回归显示,在调整协变量后,较高的PNT水平与表型年龄之间存在显著的负相关(高氯酸盐=-0.6,95%置信区间:-0.93至-0.27;硝酸盐=-0.81,95%置信区间:-1.19至-0.42;硫氰酸盐=-0.56,95%置信区间:-0.77至-0.34)。RCS显示PNT暴露与表型年龄之间存在负非线性关系(非线性值:0.002、<0.001和<0.001),敏感性分析结果稳定。硝酸盐暴露与生物年龄之间存在显著的负相关(=-0.78,95%置信区间:-1.13至-0.44),表明通过RCS观察到一致的负线性关系,且在敏感性分析中保持稳定。WQS回归显示混合物在正负方向上与表型年龄均呈负相关,在负方向上与生物年龄呈显著负相关。BKMR分析显示PNT混合物与表型年龄之间存在负相关,硝酸盐和硫氰酸盐被确定为表型年龄的主要预测因素。未发现PNT混合物与生物年龄之间存在关联。
单独或联合的PNT与表型年龄呈负相关。高硝酸盐与生物年龄降低有关,结果一致。