Lipids & metabolic liver disease

Association of cumulative cholesterol-HDL-glucose index with blood pressure changes and risk of new-onset hypertension in middle-aged and older adults: a cohort study

Cardiovasc DiabetolPublished Prospective cohort study

Authors' conclusion

Our findings indicate that an elevated cumulative CHG index serves as an independent risk factor for incident hypertension in middle-aged and elderly populations. Although CHG levels exhibited a population-wide decline during the follow-up period, baseline levels were more effective in identifying individuals at long-term high risk.

Study context

Population
Middle-aged and older adults, China Health and Retirement Longitudinal Study (CHARLS); baseline 2011, follow-up 2015
Exposure
High vs low-stable cumulative CHG index
Outcome
Incident hypertension and blood pressure changes
Follow-up
2011 to 2015
Methodological detailslongitudinal, K-means clustering, multivariable logistic and linear regression
  • Longitudinal
  • K-means clustering
  • Multivariable logistic and linear regression

Main finding

As reported in the abstract

4-year follow-up
Odds ratio (incident hypertension) (95% CI)
Group 2vs Group 1
1.61(1.26–2.07)
Group 2 vs Group 1
β (systolic BP) 3.89 (95% CI 2.23–5.55)
Group 2 vs Group 1
β (diastolic BP) 0.93 (95% CI 0.35–1.50)

Observational data: associations, not effects.

Further findings

OutcomeEstimate
Cumulative CHG quartiles, Q4 vs Q1Q4vs Q1difference in systolic BP 4.83 mmHg (95% CI 2.58–7.08)
Cumulative CHG quartiles, Q4 vs Q1Q4vs Q1difference in diastolic BP 1.52 mmHg (95% CI 0.12–2.93)
OutcomeFold increased risk of incident hypertension (95% CI)
Cumulative CHG quartiles, Q4 vs Q1Q4 vs Q11.72 (1.21–2.43)

Dose-response

Linear association between cumulative CHG and outcomes (spline)

Predictive performance (ROC)

Cumulative CHG comparable to cumulative AIP for predicting incident hypertension

Subgroups

Interactions between cumulative CHG and cardiovascular diseases (CVD) or CKD

Parts of this Brief are withheld: the automatic checks could not confirm them against the abstract.

Original publication

Association of cumulative cholesterol-HDL-glucose index with blood pressure changes and risk of new-onset hypertension in middle-aged and older adults: a cohort study. Cardiovasc Diabetol. Published 20 January 2026. doi:10.1186/s12933-026-03081-8

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