ORIGINAL RESEARCH article
Front. Med.
Sec. Geriatric Medicine
This article is part of the Research TopicLinking Chronic Disease Burden, Multimorbidity, and Frailty in Geriatric MedicineView all 4 articles
Association Between LDL-C/HDL-C Ratio and Long-term Carotid Plaque Risk in middle-aged and elderly Rural Populations: A Prospective Population Study
Provisionally accepted- 1Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- 2Department of Oncology, Tianjin Jizhou People’s Hospital, Tianjin, China
- 3School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
- 4Institute of Clinical Epidemiology & Evidence-Based Medicine, Tianjin Jizhou People’s Hospital, Tianjin, China
- 5Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- 6Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
- 7Tianjin Medical University Jizhou Clinical College; Institute of Clinical Epidemiology & Evidence-Based Medicine, Tianjin Jizhou People’s Hospital, Tianjin, China
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Background: Atherosclerotic cardiovascular and cerebrovascular diseases are still the main cause of global incidence rate and mortality. The LDL-C/HDL-C ratio (LHR) has been identified as a potential biomarker for cardiovascular risk. However, the relationship between it and the long-term risk of carotid plaques is not yet clear, especially in low-income populations in China. Methods: This prospective cohort study included adults aged ≥45 years without carotid plaque at baseline from low-income rural areas of Tianjin, China. Baseline characteristics were collected in 2014, and follow-up data were obtained in 2019. The primary outcome was the development of new carotid plaques, assessed using carotid ultrasound. The relationship between the LDL-C/HDL-C ratio (LHR) and new carotid plaques was analyzed using multifactorial logistic regression, with the presence or absence of new-onset plaques as the dependent variable. Additionally, we utilized restricted cubic spline (RCS) regression to visually present the potential nonlinear relationship between LHR and the risk of carotid plaque. Results: Over the six-year follow-up period, 606 participants (38.3%) developed new carotid plaques. Higher LHR was significantly associated with an increased risk of new carotid plaques, with each unit increase in LHR corresponding to a 35.9% higher risk (OR = 1.359, 95% CI: 1.180-1.566, P < 0.001). The RCS curve indicated a non-linear positive association between LHR and the likelihood of carotid plaques (P for non-linearity = 0.019), with an optimal cut-off at 1.257. Logistic regression analysis confirmed that LHR > 1.257 was linked to increased odds of carotid plaques in both unadjusted (OR: 1.80, P < 0.001) and adjusted models (OR: 1.835, P < 0.001), with LHR≤ 1.257 serving as the reference. In subgroup analysis, all subgroups consistently demonstrated a significant association between increased LHR (all OR > 1). Conclusions: The research results indicate that there is a non-linear positive correlation between LHR and the long-term risk of carotid plaques in middle-aged and elderly populations, suggesting that LHR may be an effective indicator for screening carotid plaques in grassroots middle-aged and elderly populations.
Keywords: Atherosclerosis, Cardiovascularrisk, carotid plaque, LDL-C/HDL-C ratio, Rural Population
Received: 19 Dec 2025; Accepted: 02 Feb 2026.
Copyright: © 2026 Shao, Hao, Zhang, Chen, Tu, Ning and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Xianjia Ning
Yan Li
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