Zhang Zhengfeng, Wang Jingyu, Kong Leilei, Li Congcong, Bao Wanwan, Tu Huaijun, Li Jian
The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China.
The Department of Geratology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China.
Front Endocrinol (Lausanne). 2025 Jun 18;16:1574125. doi: 10.3389/fendo.2025.1574125. eCollection 2025.
Despite the already comprehensive epidemiological evidence concerning pre-hypertension, high-normal blood pressure, and hypertension, the influence of gender differences within this context remains inadequately explored. The present study endeavors to meticulously examine the specific impact of the plasma atherogenic index (AIP) on pre-hypertension and hypertension, and ascertain whether there exist significant sex-specific differences in this regard.
This population-based study employed a multi-wave cohort design encompassing 8255 middle-aged and elderly participants (cross-sectional phase) and longitudinal follow-ups in 2015 (n=8092) and 2018 (n=7022). Participants were stratified into normotensive (n=3175 in cross-sectional, n=2415 in 2015 longitudinal cohort study, 1868 in 2018 longitudinal cohort study) and prehypertensive/hypertensive groups (n=5080 (61.5%) in cross-sectional study, n=5677(70.2%) in longitudinal study of 2015, n=5336(76.0%) in 2018). The plasma atherogenic index=log10(triglycerides/high-density lipoprotein)[triglycerides (mg/dL)/HDL-C (mg/dL)]) was quantified enzymatically. Multivariable-adjusted logistic regression models with restricted cubic splines were implemented to evaluate nonlinear associations between AIP and blood pressure status, adjusting for age, sex, BMI, smoking, and lipid-lowering therapy. Sensitivity analyses included multiple imputation for missing covariates and sex-stratified effect modification testing.
This epidemiological investigation revealed population prevalences of 34.3% for pre-hypertension and 27.2% for hypertension. Both cross-sectional and longitudinal analyses demonstrated a significant positive association between AIP index and blood pressure dysregulation. Adjusted logistic regression models showed that elevated AIP corresponded to increased risks of pre-hypertension/hypertension, with cross-sectional analyses yielding an odds ratio (OR) of 1.69 (95% CI:1.38 to 2.07, P<0.001). Longitudinal cohorts of 2015 and 2018 exhibited persistent temporal trends: OR=1.38 (95% CI:1.13 to 1.67, P=0.012) in 2015 and OR=1.41 (95% CI:1.20 to 1.65, P<0.001) in 2018. Sex-stratified analyses revealed markedly stronger associations in females, where each AIP unit increase conferred a 1.79-fold cross-sectional risk elevation (OR: 1.79, 95% CI:1.35 to 2.38, P < 0.001), rising to 1.49-fold (2015 cohort: OR: 1.49, 95% CI: 1.14 to 1.95, P=0.003) and 1.64-fold (2018 cohort: OR: 1.64, 95% CI:1.31 to 2.06, P<0.001) in longitudinal assessments. Conversely, males exhibited attenuated associations (cross-sectional OR: 1.30; 95% CI:1.12 to 1.79, P=0.006; 2015 longitudinal OR: 1.26, 95% CI:1.12 to 1.66), with nonsignificant effects in the 2018 follow-up (OR: 0.87, 95% CI:0.57 to 1.31). A significant gender-AIP interaction (P<0.001) underscored sex-specific metabolic susceptibility to atherogenic lipid profiles.
This study identified a significant positive association between elevated atherogenic index of plasma levels and blood pressure dysregulation. Both cross-sectional and longitudinal analyses consistently demonstrated a dose-response relationship, with higher AIP levels associated with increased risk. Stratified analyses by sex revealed that the association between elevated AIP and the incidence of pre-hypertension and hypertension was significantly stronger in women.
尽管已有关于高血压前期、血压正常高值和高血压的全面流行病学证据,但在此背景下性别差异的影响仍未得到充分研究。本研究致力于细致考察血浆致动脉粥样硬化指数(AIP)对高血压前期和高血压的具体影响,并确定在这方面是否存在显著的性别差异。
这项基于人群的研究采用多波队列设计,涵盖8255名中老年参与者(横断面阶段),并在2015年(n = 8092)和2018年(n = 7022)进行纵向随访。参与者被分为血压正常组(横断面研究中n = 3175,2015年纵向队列研究中n = 2415,2018年纵向队列研究中n = 1868)和高血压前期/高血压组(横断面研究中n = 5080(61.5%),2015年纵向研究中n = 5677(70.2%),2018年中n = 5336(76.0%))。采用酶法对血浆致动脉粥样硬化指数=log10(甘油三酯/高密度脂蛋白)[甘油三酯(mg/dL)/高密度脂蛋白胆固醇(mg/dL)]进行定量。采用带有受限立方样条的多变量调整逻辑回归模型来评估AIP与血压状态之间的非线性关联,并对年龄、性别、体重指数、吸烟和降脂治疗进行调整。敏感性分析包括对缺失协变量的多重插补和性别分层效应修正检验。
这项流行病学调查显示,高血压前期的人群患病率为34.3%,高血压为27.2%。横断面和纵向分析均表明AIP指数与血压失调之间存在显著正相关。调整后的逻辑回归模型显示,AIP升高与高血压前期/高血压风险增加相关,横断面分析得出的比值比(OR)为1.69(95%置信区间:1.38至2.07,P<0.001)。2015年和2018年的纵向队列呈现出持续的时间趋势:2015年OR = 1.38(95%置信区间:1.13至1.67,P = 0.012),2018年OR = 1.41(95%置信区间:1.20至1.65,P<0.001)。性别分层分析显示,女性的关联明显更强,AIP每增加一个单位,横断面风险升高1.79倍(OR:1.79,95%置信区间:1.35至2.38,P < 0.001),在纵向评估中升至1.49倍(2015年队列:OR:1.49,95%置信区间:1.14至1.95,P = 0.003)和1.64倍(2018年队列:OR:1.64,95%置信区间:1.31至2.06,P<0.001)。显著的性别 - AIP交互作用(P<0.001)突出了性别特异性对致动脉粥样硬化脂质谱的代谢易感性。
本研究发现血浆水平的致动脉粥样硬化指数升高与血压失调之间存在显著正相关。横断面和纵向分析均一致表明存在剂量反应关系,AIP水平越高,风险越高。按性别分层分析显示,AIP升高与高血压前期和高血压发病率之间的关联在女性中显著更强。