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Wang Y, Bi L, Li Q, Wang Q, Lv T, Zhang P. Remnant cholesterol inflammatory index and its association with all-cause and cause-specific mortality in middle-aged and elderly populations: evidence from US and Chinese national population surveys. Lipids Health Dis 2025; 24:155. [PMID: 40275392 PMCID: PMC12020154 DOI: 10.1186/s12944-025-02580-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2025] [Accepted: 04/21/2025] [Indexed: 04/26/2025] Open
Abstract
BACKGROUND The remnant cholesterol inflammatory index (RCII) is a novel metric that combines remnant cholesterol and high-sensitivity C-reactive protein, reflecting the metabolic and inflammatory risk. This study investigates the association between RCII and long-term risks of all-cause and cause-specific mortality in middle-aged and elderly populations in the US and China. METHOD We analyzed data from the National Health and Nutrition Examination Survey (NHANES) and the China Health and Retirement Longitudinal Study (CHARLS), including 7,565 and 12,932 participants aged 45 years and older, respectively. The participants were categorized into quartiles based on natural log-transformed RCII (lnRCII) values. Kaplan-Meier survival analysis, Cox proportional hazards models, restricted cubic splines (RCS) and mediation analysis were used to examine the relationship between lnRCII and mortality outcomes, adjusting for potential covariates. RESULT The mean age of the participants was 59.90 ± 10.44 years (NHANES) and 58.64 ± 9.78 years (CHARLS), with 53.28% and 52.50% female, respectively. Kaplan-Meier survival analysis showed that higher lnRCII quartiles (≥ 0.79 in NHANES, ≥ -0.13 in CHARLS) were significantly associated with increased all-cause mortality risk (p < 0.001). Each standard deviation (SD) increase in lnRCII corresponded to a higher risk of all-cause mortality, and the hazard ratios (HRs) and 95% confidence interval (CI) were 1.29 (95% CI: 1.21-1.36) in NHANES and 1.26 (95% CI: 1.15-1.38) in CHARLS. In NHANES, lnRCII was also associated with elevated risks of cardiovascular mortality (HR = 1.21, 95% CI: 1.08-1.35) and cancer mortality (HR = 1.30, 95% CI: 1.09-1.55). RCS analysis indicated a J-shaped relationship between lnRCII and both all-cause and cardiovascular mortality, and a linear association with cancer mortality. Mediation analysis showed that systolic blood pressure and fasting plasma glucose partially mediated these associations. Subgroup analyses suggested a stronger association between lnRCII and all-cause mortality in middle-aged US participants (p for interaction = 0.010). CONCLUSIONS Elevated RCII levels are significantly associated with increased all-cause mortality risk middle-aged and elderly populations in both the US and China. In the US population, RCII is also associated with increased risks of cardiovascular and cancer mortality. By integrating metabolic and inflammatory risk factors, RCII may serve as a valuable tool for mortality risk stratification and clinical decision-making.
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Affiliation(s)
- Yifei Wang
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China
| | - Lei Bi
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China
| | - Qing Li
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China
| | - Qiuyu Wang
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China
| | - Tingting Lv
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China.
| | - Ping Zhang
- Department of Cardiology, School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua University, Changping District, 102218, China.
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Cao J, Su Y, Xiao Y, Zhao S, Yang H. Negative Association between Vitamin E Intake and Remnant Cholesterol: The National Health and Nutrition Examination Survey 2007-2020. INT J VITAM NUTR RES 2025; 95:26882. [PMID: 40134247 DOI: 10.31083/ijvnr26882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 11/18/2024] [Accepted: 12/03/2024] [Indexed: 03/27/2025]
Abstract
BACKGROUND Remnant cholesterol (RC) is a risk factor for the development of atherosclerosis. Vitamin E has antioxidant properties, making it a potentially effective management tool for preventing cardiovascular disease (CVD). However, the relationship between vitamin E intake and RC remains unclear. METHODS We conducted a cross-sectional study using data from the National Health and Nutrition Examination Survey (NHANES) Survey 2007-2020. 11,585 participants (aged ≥20, 48% male) were included. Information on vitamin E intake (dietary vitamin E intake and total vitamin E intake) was collected. RC was defined as serum total cholesterol minus high-density lipoprotein and low-density lipoprotein cholesterol. Survey-weighted linear regression models and a restricted cubic spline (RCS) were used to test the relationship between vitamin E intake and RC. Subgroup analyses and interaction tests were also performed to verify the robustness of the results. RESULTS After adjusting for all potential confounders (demographics, socioeconomic status, lifestyle, diet, and comorbidities), dietary vitamin E intake was negatively associated with RC (β = -0.21, 95% CI: (-0.29, -0.12), p < 0.0001), and this negative association was also present between total vitamin E intake and RC (β = -0.12, 95% CI: (-0.18, -0.06), p < 0.0001). The RCS analysis revealed a nonlinear negative association between vitamin E intake and RC. The negative correlation existed in different subgroups, with no interaction except for the "use of vitamin E supplements" subgroup. CONCLUSION Vitamin E intake showed a protective association with RC. The results suggest that increasing dietary vitamin E intake may help reduce RC levels and CVD risk.
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Affiliation(s)
- Jing Cao
- Medical Insurance Department, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, 410004 Changsha, Hunan, China
| | - Yingjie Su
- Department of Emergency Medicine, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, 410004 Changsha, Hunan, China
| | - Yijia Xiao
- Department of Respiratory and Critical Care Medicine, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, 410004 Changsha, Hunan, China
| | - Sue Zhao
- Department of Respiratory and Critical Care Medicine, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, 410004 Changsha, Hunan, China
| | - Hongzhong Yang
- Department of Respiratory and Critical Care Medicine, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, 410004 Changsha, Hunan, China
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Ko YS, Hsu LA, Wu S, Liao MS, Teng MS, Chou HH, Ko YL. Causal Associations Between Remnant Cholesterol Levels and Atherosclerosis-Related Cardiometabolic Risk Factors: A Bidirectional Mendelian Randomization Analysis. Genes (Basel) 2025; 16:157. [PMID: 40004488 PMCID: PMC11855473 DOI: 10.3390/genes16020157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Revised: 01/22/2025] [Accepted: 01/22/2025] [Indexed: 02/27/2025] Open
Abstract
Background: Despite the widespread use of lipid-lowering agents, the risk of atherosclerotic cardiovascular disease (ASCVD) remains; this residual risk has been attributed to remnant cholesterol (RC) levels. However, the causal associations between RC levels and various atherosclerosis-related cardiometabolic and vascular risk factors for ASCVD remain unclear. Methods: Using genetic and biochemical data of 108,876 Taiwan Biobank study participants, follow-up data of 31,790 participants, and follow-up imaging data of 18,614 participants, we conducted a genome-wide association study, a Functional Mapping and Annotation analysis, and bidirectional Mendelian randomization analyses to identify the genetic determinants of RC levels and the causal associations between RC levels and various cardiometabolic and vascular risk factors. Results: We found that higher RC levels were associated with higher prevalence or incidence of the analyzed risk factors. The genome-wide association study unveiled 61 lead genetic variants determining RC levels. The Functional Mapping and Annotation analysis revealed 21 gene sets exhibiting strong enrichment signals associated with lipid metabolism. Standard Mendelian randomization models adjusted for nonlipid variables and low-density lipoprotein cholesterol levels unraveled forward causal associations of RC levels with the prevalence of diabetes mellitus, hypertension, microalbuminuria, and metabolic liver disease. Reverse Mendelian randomization analysis revealed the causal association of diabetes mellitus with RC levels. Conclusions: RC levels, mainly influenced by genes associated with lipid metabolism, exhibit causal associations with various cardiometabolic risk factors, including diabetes mellitus, hypertension, microalbuminuria, and metabolic liver disease. This study provides further insights into the role of RC levels in predicting the residual risk of ASCVD.
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Affiliation(s)
- Yu-Shien Ko
- Department of Cardiology, Linkou Medical Center, Chang Gung Memorial Hospital, Taoyuan City 33305, Taiwan; (Y.-S.K.); (L.-A.H.)
- College of Medicine, Chang Gung University, Taoyuan City 33305, Taiwan
| | - Lung-An Hsu
- Department of Cardiology, Linkou Medical Center, Chang Gung Memorial Hospital, Taoyuan City 33305, Taiwan; (Y.-S.K.); (L.-A.H.)
- College of Medicine, Chang Gung University, Taoyuan City 33305, Taiwan
| | - Semon Wu
- Department of Life Science, Chinese Culture University, Taipei 11114, Taiwan;
| | - Mei-Siou Liao
- Cardiovascular Center and Division of Cardiology, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City 23142, Taiwan; (M.-S.L.); (H.-H.C.)
| | - Ming-Sheng Teng
- Department of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City 23142, Taiwan;
| | - Hsin-Hua Chou
- Cardiovascular Center and Division of Cardiology, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City 23142, Taiwan; (M.-S.L.); (H.-H.C.)
- School of Medicine, Tzu Chi University, Hualien 97004, Taiwan
| | - Yu-Lin Ko
- Cardiovascular Center and Division of Cardiology, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City 23142, Taiwan; (M.-S.L.); (H.-H.C.)
- Department of Research, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City 23142, Taiwan;
- School of Medicine, Tzu Chi University, Hualien 97004, Taiwan
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Jia H, Zhang L, Liao H, Li Y, Liu P, Shi Q, Jiang B, Zhang X, Jiang Y, Nie Z, Jiang M. Association between calculated remnant cholesterol levels and incident risks of Alzheimer's disease among elderly patients with type 2 diabetes: a real-world study. Front Endocrinol (Lausanne) 2024; 15:1505234. [PMID: 39678194 PMCID: PMC11637845 DOI: 10.3389/fendo.2024.1505234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Accepted: 10/25/2024] [Indexed: 12/17/2024] Open
Abstract
Objective Alzheimer's disease (AD) is a leading cause of dementia, with a rising global burden. Remnant cholesterol (RC), a component of triglyceride-rich lipoproteins, has been implicated in cardiovascular diseases and metabolic disorders, but its role in AD remains unclear. This study investigated the association between RC levels and the risk of AD among elderly patients with type 2 diabetes (T2D) in a real-world clinical setting. Methods We conducted a retrospective cohort study using electronic medical records from Gongli Hospital of Shanghai Pudong New Area, covering the period from 2013 to 2023. The study included 15,364 elderly patients aged 65-80 years with T2D. RC levels were calculated using the equation. The primary outcome was the diagnosis of AD, validated by neurologists using ICD-10-CM code G30. Cox proportional hazards models were employed to estimate hazard ratios (HRs) for AD across quartiles of RC levels, adjusting for potential confounders. Results Over a mean follow-up of 3.69 ± 1.33 years, 312 new cases of AD were identified. A U-shaped relationship was observed between RC levels and AD risk, with the lowest risk associated with RC levels between 0.58-0.64 mmol/L. Both lower (<0.52 mmol/L) and higher (≥0.77 mmol/L) RC levels were linked to increased AD risk. Compared to the reference group (Q2: 0.52-0.64 mmol/L), the adjusted HRs (95% CI) for the lowest and highest quartiles were 1.891 (1.368-2.613) and 1.891 (1.363-2.622), respectively. Each 1 mmol/L increase in RC was associated with a 3.47-fold higher risk of AD (HR=4.474, 95% CI 2.330-8.592). Conclusion RC levels may serve as a predictive biomarker for AD risk, with both extremes posing a higher risk. Future studies should explore the mechanistic pathways and potential interventions targeting RC to prevent AD in high-risk populations.
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Affiliation(s)
- Huimeng Jia
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Liuyu Zhang
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Huijuan Liao
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Yiming Li
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Pan Liu
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Qin Shi
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Bo Jiang
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Xian Zhang
- Department of Neurology, Haishu District People’s Hospital, Ningbo, China
| | - Yufeng Jiang
- Department of Cardiology, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Zhihong Nie
- Department of General Medicine, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
| | - Mei Jiang
- Department of Neurology, Gongli Hospital of Shanghai Pudong New Area, Shanghai, China
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Proctor SD, Wang M, Vine DF, Raggi P. Predictive utility of remnant cholesterol in atherosclerotic cardiovascular disease. Curr Opin Cardiol 2024; 39:300-307. [PMID: 38456429 DOI: 10.1097/hco.0000000000001140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/09/2024]
Abstract
PURPOSE OF REVIEW Remnant cholesterol (RC) is the cholesterol carried in lipoproteins derived from the catabolism of chylomicrons and very low-density lipoproteins. Evidence supporting the causal relationship of RC with atherosclerotic cardiovascular disease (ASVD) is accumulating rapidly. The number of impactful contributions to this field are increasing and provide a pathophysiological insight into the current residual cardiovascular risk beyond low-density cholesterol (LDL)-cholesterol (LDL-C). They also raise the question of whether RC should be used in prediction models and become the target of new therapeutic interventions. The intent of this review is to highlight the recent advances on the role of RC in atherogenesis and the validation of RC as a predictor of ASVD. RECENT FINDINGS Numerous prospective and retrospective cohorts helped validate a significant causal relationship of RC with various forms of ASVD, independent of LDL-C. A recent large Mendelian randomization study reinforced the existence of this relationship and showed that the risk of atherosclerotic events was driven nearly entirely by a direct effect of RC. SUMMARY Both available and accumulating evidence suggest that a lifelong reduction in RC could translate into a substantial reduction in ASVD risk. The data support a revision of current guidelines to incorporate RC as an independent risk factor for ASVD. We propose that early screening of RC should be implemented and that RC lowering should become the target of future drug developments.
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Affiliation(s)
- Spencer D Proctor
- Metabolic and Cardiovascular Diseases Laboratory, Division of Nutrition, University of Alberta
| | - Maggie Wang
- Metabolic and Cardiovascular Diseases Laboratory, Division of Nutrition, University of Alberta
| | - Donna F Vine
- Metabolic and Cardiovascular Diseases Laboratory, Division of Nutrition, University of Alberta
| | - Paolo Raggi
- Division of Cardiology and Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
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