Cumulative non-high-density lipoprotein cholesterol exposure and residual cardiovascular mortality risk in patients with peripheral artery disease.
- 1Division of Cardiology, Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong.
- 2Department of Biostatistics, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon Tong, Kowloon, Hong Kong.
- 3Division of Cardiology, Department of Medicine and Therapeutics, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, NT, Hong Kong. [email protected].
Abstract
Background
Individuals with peripheral artery disease (PAD) face substantial residual cardiovascular risk despite lipid-lowering therapy. Non-high-density lipoprotein cholesterol (non-HDL-C) has been recognized as a more comprehensive marker of cardiovascular risk than low-density lipoprotein cholesterol (LDL-C), but its prognostic value in PAD and the relevance of cumulative exposure remain unclear. This study investigated whether early cumulative non-HDL-C exposure is associated with cardiovascular death (CV death) in PAD and whether the same association is observed among individuals whose LDL-C is already well controlled.Methods
A territory-wide PAD cohort in Hong Kong was analyzed. Early cumulative non-HDL-C and LDL-C exposures were defined as the lipid burden during the first 2 years after PAD diagnosis and were estimated using spline models. In the overall cohort, Fine-Gray competing-risk models were applied to assess the associations between tertiles of cumulative non-HDL-C exposure and CV death, with non-cardiovascular mortality treated as a competing event. Discordance analyses compared CV death risk across nine strata defined by cross-classified tertiles of cumulative LDL-C and non-HDL-C, with the low-LDL-C/low-non-HDL-C stratum as the reference. In the well-controlled LDL-C subgroup, the same competing risk framework was used to assess the residual risk of CV death across cumulative non-HDL-C categories.Results
Among 3,847 patients, 637 CV deaths occurred during a mean follow-up of 7.30 ± 3.92 years. Higher cumulative non-HDL-C exposure was associated with a higher risk of CV death (subdistribution hazard ratio [SHR], 1.36; 95% confidence interval [CI], 1.11-1.65; P = 0.002). Notably, patients with high non-HDL-C despite low LDL-C showed higher CV death risk (SHR, 2.00; 95% CI, 1.12-3.57; P = 0.018). In the 516 individuals with well-controlled LDL-C, higher cumulative exposure of non-HDL-C remained significantly related to CV death risk (SHR, 2.68; 95% CI, 1.39-5.16; P = 0.003).Conclusions
Higher early cumulative non-HDL-C exposure was associated with a higher risk of CV death in PAD, including individuals who had attained the LDL-C target. Incorporating non-HDL-C into routine lipid follow-up may help identify residual cardiovascular risk, improve risk stratification, and support secondary prevention in patients with PAD, thereby addressing the long-term cardiovascular burden in this population.
Related
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- Small dense low-density lipoprotein cholesterol and risk of cardiovascular events in general adults: a systematic review and meta-analysis of prospective studies.
- Joint association of the cholesterol–high-density lipoprotein–glucose index and waist-to-height ratio with incident cardiovascular disease in a high-risk Chinese cohort
- Associations of high-density lipoprotein cholesterol concentration and particle count with mortality: a prospective study of 50,000 men and 100,000 women
- Isolated Low Levels of High-density Lipoprotein Cholesterol are Associated with an Increased Risk of Ischemic Cardiovascular Events: The Shizuoka Kokuho Database Study
BibTeX
@article{zhang2026cumulative,
title = {{Cumulative non-high-density lipoprotein cholesterol exposure and residual cardiovascular mortality risk in patients with peripheral artery disease.}},
author = {Yujia Zhang and Zhoudong Jing and Zhiqiang Liu and Angel Lai and GuangMing Tan and Bryan P Yan},
journal = {Lipids in health and disease},
year = {2026},
month = aug,
doi = {10.1186/s12944-026-03022-0},
url = {https://europepmc.org/article/MED/42968163},
note = {CC BY},
}
RIS
TY - JOUR
TI - Cumulative non-high-density lipoprotein cholesterol exposure and residual cardiovascular mortality risk in patients with peripheral artery disease.
AU - Yujia Zhang
AU - Zhoudong Jing
AU - Zhiqiang Liu
AU - Angel Lai
AU - GuangMing Tan
AU - Bryan P Yan
PY - 2026
DA - 2026/08/05
JO - Lipids in health and disease
DO - 10.1186/s12944-026-03022-0
UR - https://europepmc.org/article/MED/42968163
AB - Background Individuals with peripheral artery disease (PAD) face substantial residual cardiovascular risk despite lipid-lowering therapy. Non-high-density lipoprotein cholesterol (non-HDL-C) has been recognized as a more comprehensive marker of cardiovascular risk than low-density lipoprotein cholesterol (LDL-C), but its prognostic value in PAD and the relevance of cumulative exposure remain unclear. This study investigated whether early cumulative non-HDL-C exposure is associated with cardiovascular death (CV death) in PAD and whether the same association is observed among individuals whose LDL-C is already well controlled.Methods A territory-wide PAD cohort in Hong Kong was analyzed. Early cumulative non-HDL-C and LDL-C exposures were defined as the lipid burden during the first 2 years after PAD diagnosis and were estimated using spline models. In the overall cohort, Fine-Gray competing-risk models were applied to assess the associations between tertiles of cumulative non-HDL-C exposure and CV death, with non-cardiovascular mortality treated as a competing event. Discordance analyses compared CV death risk across nine strata defined by cross-classified tertiles of cumulative LDL-C and non-HDL-C, with the low-LDL-C/low-non-HDL-C stratum as the reference. In the well-controlled LDL-C subgroup, the same competing risk framework was used to assess the residual risk of CV death across cumulative non-HDL-C categories.Results Among 3,847 patients, 637 CV deaths occurred during a mean follow-up of 7.30 ± 3.92 years. Higher cumulative non-HDL-C exposure was associated with a higher risk of CV death (subdistribution hazard ratio [SHR], 1.36; 95% confidence interval [CI], 1.11-1.65; P = 0.002). Notably, patients with high non-HDL-C despite low LDL-C showed higher CV death risk (SHR, 2.00; 95% CI, 1.12-3.57; P = 0.018). In the 516 individuals with well-controlled LDL-C, higher cumulative exposure of non-HDL-C remained significantly related to CV death risk (SHR, 2.68; 95% CI, 1.39-5.16; P = 0.003).Conclusions Higher early cumulative non-HDL-C exposure was associated with a higher risk of CV death in PAD, including individuals who had attained the LDL-C target. Incorporating non-HDL-C into routine lipid follow-up may help identify residual cardiovascular risk, improve risk stratification, and support secondary prevention in patients with PAD, thereby addressing the long-term cardiovascular burden in this population.
SN - 1476-511X
ER -