# Hemoglobin A1c-systolic blood pressure index as a novel predictor of cardiovascular disease: evidence from three prospective cohorts

**Authors:** Ruiqi Zhang, Xuelian Chen, Benjun Zhou, Boyang Xiang, Shushu Zhu

PMC · DOI: 10.3389/fendo.2026.1718936 · Frontiers in Endocrinology · 2026-02-18

## TL;DR

A new index combining blood sugar and blood pressure levels predicts heart disease risk better than either measure alone, based on data from three international aging studies.

## Contribution

The HbA1c-systolic blood pressure index (HSI) is introduced as a novel composite metric for predicting cardiovascular disease risk.

## Key findings

- Higher baseline HSI was significantly associated with increased CVD risk across three cohorts.
- Cumulative HSI levels were also strongly linked to elevated CVD risk.
- HSI outperformed HbA1c or SBP alone in predicting cardiovascular outcomes.

## Abstract

Hypertension and diabetes are major drivers of cardiovascular disease (CVD), and their coexistence confers excess risk. This study aimed to develop a hemoglobin A1c (HbA1c)-systolic blood pressure (SBP) index (HSI) to simultaneously capture glucose and blood pressure status and investigate the associations of baseline and cumulative HSI with incident CVD.

Data were drawn from three population-based cohorts: the China Health and Retirement Longitudinal Study (CHARLS), the English Longitudinal Study of Ageing (ELSA), and the US Health and Retirement Study (HRS). Baseline HSI was calculated as HbA1c (%) × SBP (mmHg)/100. Cumulative HSI was derived from repeated measurements weighted by time intervals. Cause-specific Cox proportional hazards models were used to investigate linear associations of baseline and cumulative HSI with incident CVD. Additionally, restricted cubic splines were used to assess nonlinear relationships.

A total of 6,822 participants from CHARLS, 3,640 from ELSA, and 5,709 from HRS were included, with median follow-up of 9.0, 10.0, and 12.3 years, respectively. Across all three cohorts, the combination of elevated HbA1c and SBP was associated with the highest CVD risk. Higher baseline HSI were significantly associated with increased risks of CVD in the CHARLS (hazard ratio [HR] per 1 standard deviation [SD] increase =1.16, 95% confidence interval [CI] 1.11–1.22), ELSA (1.13, 95% CI 1.06–1.21), and HRS (1.14, 95% CI 1.10–1.19). Cumulative HSI levels were also significantly associated with elevated CVD risk (CHARLS: HR per 1 SD increase = 1.19, 95% CI 1.12–1.26; ELSA: 1.14, 95% CI 1.04–1.26; HRS, 1.15, 95% CI 1.08–1.22). No evidence of nonlinearity between baseline HSI and CVD was detected. The associations were almost consistent across demographic and clinical subgroups. The predictive performance of HSI was superior to HbA1c or SBP alone.

HSI, a simple composite of HbA1c and SBP, was consistently associated with incident CVD across three international cohorts. Its predictive ability exceeded that of HbA1c or SBP alone, highlighting it as a pragmatic tool for integrated cardiometabolic risk assessment. The findings warrant further clinical validation.

Infographic summarizes a study using three international aging cohorts: CHARLS (Chinese), ELSA (UK), and HRS (US). It presents the HbA1c-SBP Index (HSI) as an exposure variable predicting cardiovascular disease outcomes, including heart disease and stroke. Three line plots below illustrate a positive association between baseline HSI and cardiovascular risk in each cohort, with hazard ratios and confidence intervals reported.

## Linked entities

- **Diseases:** cardiovascular disease (MONDO:0004995), diabetes (MONDO:0005015)

## Full-text entities

- **Genes:** REN (renin) [NCBI Gene 5972] {aka ADTKD4, HNFJ2, RTD}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}
- **Diseases:** cardiovascular-kidney-metabolic syndrome (MESH:D007674), congestive heart failure (MESH:D006333), heart disease (MESH:D006331), CVD (MESH:D002318), heart attack (MESH:D009203), HbA1c (MESH:D006445), death (MESH:D003643), Hypertension (MESH:D006973), HSI (MESH:D007022), stroke (MESH:D020521), Diabetes (MESH:D003920), angina (MESH:D000787), inflammation (MESH:D007249), dyslipidemia (MESH:D050171), coronary heart disease (MESH:D003327)
- **Chemicals:** alcohol (MESH:D000438), glucose (MESH:D005947), density lipoprotein cholesterol (-), sodium (MESH:D012964), cholesterol (MESH:D002784), blood glucose (MESH:D001786), aldosterone (MESH:D000450)
- **Species:** Homo sapiens (human, species) [taxon 9606], Nicotiana tabacum (American tobacco, species) [taxon 4097]

## Full text

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## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12956636/full.md

## References

40 references — full list in the complete paper: https://tomesphere.com/paper/PMC12956636/full.md

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Source: https://tomesphere.com/paper/PMC12956636