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高敏C反应蛋白/高密度脂蛋白胆固醇比值与糖尿病前期或糖尿病风险之间的关联:一项基于2015 - 2023年美国国家健康与营养检查调查的横断面研究

Association between hs-CRP/HDL-C ratio and risk of prediabetes or diabetes: a cross-sectional study based on NHANES 2015-2023.

作者信息

Sun Huihui, Yang Jinzhi, Ma Li, Wu Yali

机构信息

Hangzhou Linping Hospital of Traditional Chinese Medicine, No.101 Yuncheng Street, Linping District, Hangzhou City, Zhejiang province, 311106, China.

出版信息

BMC Endocr Disord. 2025 Jul 22;25(1):183. doi: 10.1186/s12902-025-02004-0.

Abstract

BACKGROUND

The hs-CRP/HDL-C ratio is a novel marker reflecting inflammation and lipid metabolism disorders, but systematic investigations regarding its association with prediabetes and diabetes are still lacking. This study aimed to explore the association between the hs-CRP/HDL-C ratio and the presence of prediabetes and diabetes, thereby providing a theoretical basis for identifying individuals with dysglycemia at an earlier stage.

METHODS

A total of 18,472 eligible adult participants were included based on NHANES data from 2015 to 2023. The hs-CRP/HDL-C ratio was divided into quartiles, and its association with the odds of prediabetes and diabetes was evaluated using multivariable logistic regression and restricted cubic spline (RCS) analysis. Subgroup analyses were performed to explore the predictive value of the ratio across different population subgroups. All statistical analyses were weighted to enhance the representativeness of the findings.

RESULTS

A significant positive association was observed between the hs-CRP/HDL-C ratio and the odds of prediabetes and diabetes. Compared to individuals with normal glucose levels, those with prediabetes and diabetes had significantly elevated hs-CRP/HDL-C ratios (both p < 0.001). An increasing trend in the prevalence of prediabetes and diabetes was observed with rising hs-CRP/HDL-C ratio (28.72-44.10% and 4.38-17.34%, respectively). In Model 3, after full adjustment, each unit increase in the hs-CRP/HDL-C ratio was associated with a 13.3% higher odds of prediabetes (OR = 1.133, 95% CI: 1.082-1.184, p < 0.001) and a 26.9% higher odds of diabetes (OR = 1.269, 95% CI: 1.186-1.351, p < 0.001). The RCS analysis revealed a significant nonlinear association between the hs-CRP/HDL-C ratio and the risks of prediabetes and diabetes, with apparent inflection points near 0.614 and 1.168 (Model 3). Additionally, receiver operating characteristic (ROC) analysis showed that the hs-CRP/HDL-C ratio had better discriminatory performance than either hs-CRP or HDL-C alone in predicting prediabetes (AUC = 0.751) and diabetes (AUC = 0.857). Subgroup analyses further demonstrated notable heterogeneity in the predictive value of this indicator across various demographic and clinical strata.

CONCLUSION

Our findings suggest that the hs-CRP/HDL-C ratio is significantly associated with the presence of prediabetes and diabetes in a nonlinear dose-response pattern, indicating its potential as a marker associated with glycemic disorders.

CLINICAL TRIAL NUMBER

Not applicable.

摘要

背景

高敏C反应蛋白/高密度脂蛋白胆固醇(hs-CRP/HDL-C)比值是反映炎症和脂质代谢紊乱的新型标志物,但关于其与糖尿病前期和糖尿病关联的系统研究仍较为缺乏。本研究旨在探讨hs-CRP/HDL-C比值与糖尿病前期和糖尿病存在情况之间的关联,从而为更早阶段识别血糖异常个体提供理论依据。

方法

基于2015年至2023年美国国家健康与营养检查调查(NHANES)数据,共纳入18472名符合条件的成年参与者。将hs-CRP/HDL-C比值分为四分位数,并使用多变量逻辑回归和受限立方样条(RCS)分析评估其与糖尿病前期和糖尿病发生几率的关联。进行亚组分析以探讨该比值在不同人群亚组中的预测价值。所有统计分析均进行加权以增强研究结果的代表性。

结果

观察到hs-CRP/HDL-C比值与糖尿病前期和糖尿病发生几率之间存在显著正相关。与血糖正常个体相比,糖尿病前期和糖尿病患者的hs-CRP/HDL-C比值显著升高(均p<0.001)。随着hs-CRP/HDL-C比值升高,糖尿病前期和糖尿病患病率呈上升趋势(分别为28.72%-44.10%和4.38%-17.34%)。在模型3中,经过全面调整后,hs-CRP/HDL-C比值每增加一个单位,糖尿病前期发生几率高13.3%(OR=1.133,95%CI:1.082-1.184,p<0.001),糖尿病发生几率高26.9%(OR=1.269,95%CI:1.186-1.351,p<0.001)。RCS分析显示hs-CRP/HDL-C比值与糖尿病前期和糖尿病风险之间存在显著非线性关联,在模型3中,明显拐点接近0.614和1.168。此外,受试者工作特征(ROC)分析表明,hs-CRP/HDL-C比值在预测糖尿病前期(AUC=0.751)和糖尿病(AUC=0.857)方面比单独的hs-CRP或HDL-C具有更好的鉴别性能。亚组分析进一步表明该指标在不同人口统计学和临床分层中的预测价值存在显著异质性。

结论

我们的研究结果表明,hs-CRP/HDL-C比值与糖尿病前期和糖尿病的存在呈显著非线性剂量反应关系,表明其作为与血糖紊乱相关标志物的潜力。

临床试验编号

不适用。

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