Data-driven analysis of the relationship between the HbA1c/HDL-C ratio and coronary artery calcification: a cross-sectional study

Coronary artery calcification (CAC) is a well-established cardiovascular disease (CVD) pathogenesis marker closely associated with dysregulated glucose and lipid metabolism. The present study investigated the relationship between the glycated hemoglobin A1c (HbA1c)/high-density lipoprotein cholesterol (HDL-C) ratio and CAC. A total of 1608 eligible participants were enrolled in the study. The HbA1c/HDL-C ratio was calculated by dividing HbA1c by HDL-C. LASSO regression, logistic regression, and receiver operating characteristic curve (ROC) analysis were performed to examine the relationship between the HbA1c/HDL-C ratio and CAC. The nomogram incorporating the HbA1c/HDL-C ratio was further established by multivariate logistic regression and evaluated. The HbA1c/HDL-C ratios in the CAC group were significantly higher than the control group [4.73 (4.01, 5.56) vs. 4.34 (3.67, 5.05), p < 0.001]. Subjects with an elevated HbA1c/HDL-C ratio (≥ 4.99) exhibited a higher prevalence of CAC [146/486 (30.04) vs. 200/1122 (17.83), p < 0.001]. Furthermore, an elevated HbA1c/HDL-C ratio was an independent effect factor for CAC [odds ratio, 1.135; 95% confidence interval (CI), 1.008-1.279; p = 0.037]. The area under the ROC curve of the HbA1c/HDL-C ratio was 0.630 (95% CI 0.596-0.663), and the model incorporating age, gender, body mass index, hypertension, diabetes mellitus, and the HbA1c/HDL-C ratio was 0.718 (95% CI 0.686-0.751). The constructed nomogram based on this model demonstrated favorable discrimination and clinical utility. In conclusion, the HbA1c/HDL-C ratio is closely associated with CAC and is an independent factor for CAC in asymptomatic adults without CVD.

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Journal
Scientific Reports
Published
2025-08-29
DOI
https://doi.org/10.1038/s41598-025-07469-6
Citations
1
Primary Topic
Cardiovascular Function and Risk Factors
Type
article
Field-Weighted Citation Impact
1.39

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article

Data-driven analysis of the relationship between the HbA1c/HDL-C ratio and coronary artery calcification: a cross-sectional study

Wenkang Zhang, Gaoliang Yan, Chengchun Tang, Chen Chen et al.
1 citations
Scientific Reports
Cardiovascular Function and Risk Factors
1.39
article

Data-driven analysis of the relationship between the HbA1c/HDL-C ratio and coronary artery calcification: a cross-sectional study

Wenkang Zhang, Gaoliang Yan, Chengchun Tang, Chen Chen, Mingkang Li
article en
1 citations

Abstract

Coronary artery calcification (CAC) is a well-established cardiovascular disease (CVD) pathogenesis marker closely associated with dysregulated glucose and lipid metabolism. The present study investigated the relationship between the glycated hemoglobin A1c (HbA1c)/high-density lipoprotein cholesterol (HDL-C) ratio and CAC. A total of 1608 eligible participants were enrolled in the study. The HbA1c/HDL-C ratio was calculated by dividing HbA1c by HDL-C. LASSO regression, logistic regression, and receiver operating characteristic curve (ROC) analysis were performed to examine the relationship between the HbA1c/HDL-C ratio and CAC. The nomogram incorporating the HbA1c/HDL-C ratio was further established by multivariate logistic regression and evaluated. The HbA1c/HDL-C ratios in the CAC group were significantly higher than the control group [4.73 (4.01, 5.56) vs. 4.34 (3.67, 5.05), p < 0.001]. Subjects with an elevated HbA1c/HDL-C ratio (≥ 4.99) exhibited a higher prevalence of CAC [146/486 (30.04) vs. 200/1122 (17.83), p < 0.001]. Furthermore, an elevated HbA1c/HDL-C ratio was an independent effect factor for CAC [odds ratio, 1.135; 95% confidence interval (CI), 1.008-1.279; p = 0.037]. The area under the ROC curve of the HbA1c/HDL-C ratio was 0.630 (95% CI 0.596-0.663), and the model incorporating age, gender, body mass index, hypertension, diabetes mellitus, and the HbA1c/HDL-C ratio was 0.718 (95% CI 0.686-0.751). The constructed nomogram based on this model demonstrated favorable discrimination and clinical utility. In conclusion, the HbA1c/HDL-C ratio is closely associated with CAC and is an independent factor for CAC in asymptomatic adults without CVD.

Scientific ReportsVol. 15(1)
Southeast University (BD), Zhongda Hospital Southeast University (CN), Southeast University (CN)
National Natural Science Foundation of China, Government of Jiangsu Province
Zero hunger
Openalex Percentile: Top 15%
Cardiovascular Function and Risk Factors
1.39
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