Cardiovascular

Association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio and hypertension in Chinese elderly: A cross-sectional study based on CHARLS.

TL;DR

NHHR was positively associated with prevalent hypertension in middle-aged and older Chinese adults, with a nonlinear relationship revealed by penalized spline analysis (P < .001).

Key Findings

NHHR was positively associated with prevalent hypertension in the study population.

  • A total of 8342 participants were included in the analysis from the CHARLS 2015 database.
  • Median age was 67 years (interquartile range = 63–72); 49.6% male, 50.4% female.
  • In continuous analysis, the odds ratio for hypertension increased with each unit increment in NHHR across all multivariable-adjusted models.
  • Multivariable logistic regression models were used to assess the association.

A nonlinear association between NHHR and hypertension was identified by penalized spline analysis.

  • Penalized spline analysis revealed a nonlinear relationship between NHHR and hypertension (P < .001).
  • The nonlinear result suggests a complex interplay between NHHR and hypertension risk.
  • This nonlinearity was identified after multivariable adjustment.

In the categorical model, the trend across NHHR categories in the fully adjusted model did not reach conventional statistical significance.

  • The P value for trend in the fully adjusted categorical model was .097.
  • This contrasts with the significant continuous association and the nonlinear spline findings.
  • Categorical and continuous analyses were both conducted to characterize the dose-response relationship.

The association between NHHR and hypertension remained robust across subgroup and sensitivity analyses.

  • Subgroup analyses were performed to assess consistency of findings across different population groups.
  • Sensitivity analyses were also conducted to evaluate the robustness of the primary findings.
  • The authors concluded the association was stable across these additional analyses.

NHHR was calculated as the ratio of non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol and was identified as a novel lipid marker.

  • NHHR = non-HDL cholesterol / HDL cholesterol.
  • The study used cross-sectional data from the CHARLS 2015 database.
  • Previous studies have suggested a link between dyslipidemia and hypertension, but the association of NHHR specifically with hypertension in older Chinese populations had not been clearly established.
  • The study population comprised middle-aged and older Chinese adults (median age 67 years).

What This Means

This research looked at whether a lipid measurement called NHHR — calculated by dividing 'bad' cholesterol (non-HDL cholesterol) by 'good' cholesterol (HDL cholesterol) — is linked to high blood pressure (hypertension) in older Chinese adults. Using data from over 8,300 participants in a large national Chinese health study (average age 67), the researchers found that people with higher NHHR values were more likely to have hypertension, even after accounting for other health and lifestyle factors. An important finding was that the relationship between NHHR and hypertension was not a simple straight line — it was nonlinear, meaning the risk of hypertension changed at different rates depending on the NHHR level. This suggests the relationship between lipid balance and blood pressure may be more complex than previously appreciated. The findings held up when the researchers tested them in different subgroups and used different analytical approaches, strengthening confidence in the results. This research suggests that NHHR, a relatively simple and inexpensive blood test calculation, may be a useful indicator of hypertension risk in older populations. However, because this was a cross-sectional study (a snapshot in time), it cannot determine whether high NHHR causes hypertension or whether they simply tend to occur together. The authors call for future long-term studies to confirm these findings and better understand the direction of the relationship.

Have a question about this study?

Citation

Huang L, Qin S, Qin F, Zhang Y. (2026). Association between non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio and hypertension in Chinese elderly: A cross-sectional study based on CHARLS.. Medicine. https://doi.org/10.1097/MD.0000000000050358