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Li F, Yuan H, Cai S, Piao W, Nan J, Yang Y, Zhao L, Yu D. Association between Remnant Cholesterol and Metabolic Syndrome among Chinese Adults: Chinese Nutrition and Health Surveillance (2015-2017). Nutrients 2024; 16:3275. [PMID: 39408243 PMCID: PMC11478903 DOI: 10.3390/nu16193275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 09/24/2024] [Accepted: 09/26/2024] [Indexed: 10/20/2024] Open
Abstract
BACKGROUND Remnant cholesterol (RC) is highly associated with several chronic diseases. However, the relationship between RC and Metabolic syndrome (MetS) remains unclear. The study's objective is to illustrate the relationship of RC to MetS. METHODS The data were collected from the Chinese Nutrition and Health Surveillance (2015-2017), which included personal, household and dietary information. A total of 65,618 residents aged 20 years or older from 31 provinces in mainland China were included in this study. RC was calculated by the equation RC = TC - (LDL-C + HDL-C). The criteria for MetS were based on the 2020 Chinese Type 2 Diabetes Prevention and Treatment Guidelines. Logistic regression models were used to analyse the relationship between RC and MetS and every MetS component. The receiver operating characteristic (ROC) curve was established to evaluate the accuracy of RC in identifying MetS, and the area under the curve (AUC) and the best threshold were calculated. RESULTS The weighted RC level of Chinese residents aged 20 years or older was 0.48 mmol/L. Participants with high RC levels were likely to be elderly, have a higher prevalence of MetS, higher total cholesterol (TC), triglyceride (TG), low-density lipoprotein cholesterol (LDL-C), fasting blood glucose (FBG), hba1c, and lower high-density lipoprotein cholesterol (HDL-C). Sex, body mass index (BMI), education status, household yearly income per capita, marital status, area of the country, residence location, smoking status, fruit intake and sleep time had statistical differences in the RC group (p < 0.05). The OR of MetS gradually increased with an increase in the RC quartile (p < 0.01), and higher quartiles of RC (Q4) suggested the highest MetS risk. The prevalence of each MetS component gradually increased with an increase in the RC quartile. The ROC curve found that to identify MetS, the AUC and best threshold of RC were 0.71 and 0.52 mmol/L, respectively. CONCLUSIONS RC had a positive association with MetS and each MetS component. The accuracy in identifying MetS was higher in RC than in other indexes. The current study could provide new scientific evidence for the early prevention and control of MetS.
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Affiliation(s)
- Fusheng Li
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
| | - Hongtao Yuan
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
| | - Shuya Cai
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
| | - Wei Piao
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
- NHC Key Laboratory of Public Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China
| | - Jing Nan
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
| | - Yuxiang Yang
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
| | - Liyun Zhao
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
- NHC Key Laboratory of Public Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China
| | - Dongmei Yu
- National Institute for Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China; (F.L.); (H.Y.); (S.C.); (W.P.); (J.N.); (Y.Y.); (L.Z.)
- NHC Key Laboratory of Public Nutrition and Health, Chinese Center for Disease Control and Prevention, Beijing 100050, China
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Wang Z, Zhu Z, Shen J, Zhang Y, Wang T, Xu Y, Jiang D, Liu W. Predictive value of remnant cholesterol for left ventricular hypertrophy and prognosis in hypertensive patients with heart failure: a prospective study. Lipids Health Dis 2024; 23:294. [PMID: 39267042 PMCID: PMC11391842 DOI: 10.1186/s12944-024-02282-y] [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: 04/17/2024] [Accepted: 08/31/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND AND AIM Remnant cholesterol (RC) is substantially related to negative outcomes in cardiac patients. Patients with coexisting hypertension and heart failure (HF) often develop left ventricular hypertrophy (LVH) and have poor prognoses. This study investigated baseline RC levels and LV remodelling and patients' prognoses. METHODS AND RESULTS Six hundred thirty consecutive individuals with hypertension and HF participated in this prospective trial from October 2018 to August 2020. Based on left ventricular mass index (LVMI), 560 those eligible were separated into LVH and non-LVH groups. Multiple linear regression and receiver operating characteristic (ROC) curves examined the RC and LV relationship. A Cox regression analysis was conducted to examine the predictive value of RC for clinical outcomes. The LVH group presented significantly elevated values of RC, triglyceride, and cholesterol and decreased high-density lipoprotein cholesterol (HDLC). The optimal cutoff value for RC to predict LV remodelling was 0.49. The subjects were observed for a median of 58 months, and 104 participants met the primary endpoint. The risk models involving the two Cox models were adjusted to incorporate confounding factors, which revealed that those with elevated baseline levels of RC were more susceptible to cardiovascular mortality, as shown by an increased hazard ratio. (HR: 1.91, 95% CI: 1.62-2.26 vs. HR: 1.75, 95% CI: 1.43-2.16, P < 0.001). CONCLUSIONS RC is linked to LV remodelling in patients with hypertensive HF, with LVH having greater RC values. Moreover, patients with hypertensive HF who had a higher RC suffered from an increased risk of cardiovascular mortality. TRIAL REGISTRATION NCT03727828, 21 Oct 2018.
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Affiliation(s)
- Zeyu Wang
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Zhaoxin Zhu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Jianying Shen
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Yan Zhang
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Ting Wang
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Yawei Xu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China
| | - Dongyang Jiang
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China.
| | - Weijing Liu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 315 Middle Yanchang Road, Shanghai, 200072, China.
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Jiang X, Zhuang J, Juan Y, Zheng X, Zhang H. Association between remnant cholesterol and the risk of cardiovascular disease in Chinese population. J Stroke Cerebrovasc Dis 2024; 33:107825. [PMID: 38914356 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Revised: 05/09/2024] [Accepted: 06/15/2024] [Indexed: 06/26/2024] Open
Abstract
OBJECTIVES Previous genetic, observational, and clinical intervention studies reported that circulating levels of remnant cholesterol was associated with cardiovascular disease (CVD). However, whether remnant cholesterol can predict CVD events in Chinese population was not well characterized. STUDY DESIGN This was a prospective cohort study. METHODS We used the data of 9456 Chinese adults aged ≥45 years from the China Health and Retirement Longitudinal Study (CHARLS). Estimated remnant cholesterol was calculated as total cholesterol minus high-density lipoprotein cholesterol minus low-density lipoprotein cholesterol. Cox proportional hazard models and restricted cubic spline models were used to assess the relationships between remnant cholesterol levels and CVD, stroke and cardiac events. RESULTS During 7 years of follow-up, a total of 886 (9.37 %) respondents experienced CVD, 392 (4.15 %) experienced stroke and 544 (5.75 %) experienced cardiac events. In multivariable-adjusted analyses, the adjusted hazard ratios (95 % confidence interval) for the highest versus lowest quartile of remnant cholesterol were 1.14 (1.02-1.32) for CVD and 1.43 (1.12-1.82) for stroke, and each 1-SD increase of log-transformed remnant cholesterol (2.93 mg/dl) was associated with 5 % and 11 % increased risk of the CVD and stroke, respectively. Remnant cholesterol was not associated with increased risk of cardiac events. CONCLUSION Elevated remnant cholesterol levels were positively associated with CVD and stroke in Chinese adult population, suggesting that remnant cholesterol could be considered as a preferential predictor and treatment target of CVD in Chinese population.
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Affiliation(s)
- Xinye Jiang
- Department of Child Health Care, Wuxi Maternity and Child Health Care Hospital, Women's Hospital of Jiangnan University, Jiangnan University, Wuxi, Jiangsu, 214002, China
| | - Jielian Zhuang
- Department of Child Health Care, Wuxi Maternity and Child Health Care Hospital, Women's Hospital of Jiangnan University, Jiangnan University, Wuxi, Jiangsu, 214002, China
| | - Yin Juan
- Department of Child Health Care, Wuxi Maternity and Child Health Care Hospital, Women's Hospital of Jiangnan University, Jiangnan University, Wuxi, Jiangsu, 214002, China
| | - Xiaowei Zheng
- Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, 214002, China; Public Health Research Center and Department of Public Health and Preventive Medicine, Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, 214122, China
| | - Heng Zhang
- Department of Child Health Care, Wuxi Maternity and Child Health Care Hospital, Women's Hospital of Jiangnan University, Jiangnan University, Wuxi, Jiangsu, 214002, China; Wuxi School of Medicine, Jiangnan University, Wuxi, Jiangsu, 214002, China.
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Yang R, Zhang J, Yu X, Yang G, Cai J. Remnant cholesterol and intensive blood pressure control in older patients with hypertension: a post hoc analysis of the STEP randomized trial†. Eur J Prev Cardiol 2024; 31:997-1004. [PMID: 38167928 DOI: 10.1093/eurjpc/zwae001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 12/16/2023] [Accepted: 12/30/2023] [Indexed: 01/05/2024]
Abstract
AIMS Emerging evidence shows a close relationship between remnant cholesterol (RC) and hypertension. However, it is unknown whether RC is associated with the effects of intensive systolic blood pressure (SBP) lowering on cardiovascular outcomes. METHODS AND RESULTS We performed a post hoc analysis of the Strategy of Blood Pressure Intervention in the Elderly Hypertensive Patients (STEP) trial. Participants were randomly allocated to intensive (110 to <130 mmHg) or standard (130 to <150 mmHg) treatment groups. The effects of intensive SBP lowering on the primary composite outcome (stroke, acute coronary syndrome, acute decompensated heart failure, coronary revascularization, atrial fibrillation, or cardiovascular death), the components thereof, and all-cause mortality were analysed by the tertile of baseline RC (lowest, middle, and highest). We followed 8206 patients for 3.33 years (median). The adjusted hazard ratios (HRs) [95% confidence interval (CI)] for the primary outcome were 1.06 (0.73-1.56), 0.58 (0.38-0.87), and 0.67 (0.46-0.96) in the lowest, middle, and highest RC tertiles, respectively (P for interaction = 0.11). However, significant heterogeneity in the treatment effects was observed when comparing the upper two tertiles with the lowest tertile (P for interaction = 0.033). For all-cause mortality, the adjusted HRs (95% CI) were 2.48 (1.30-4.73), 1.37 (0.71-2.65), and 0.42 (0.22-0.80) in the lowest, middle, and highest RC tertiles, respectively (P for interaction <0.0001). CONCLUSION Baseline RC concentrations were associated with the effects of intensive SBP lowering on the primary composite cardiovascular outcome and all-cause mortality in hypertensive patients. These results are hypothesis-generating and merit further study. REGISTRATION STEP ClinicalTrials.gov number: NCT03015311.
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Affiliation(s)
- Ruixue Yang
- Hypertension Center, National Center for Cardiovascular Diseases, Peking Union Medical College & Chinese Academy of Medical Sciences, Fuwai Hospital, Beilishi Road 167, Xicheng District, Beijing 100037, China
| | - Juyan Zhang
- Department of Cardiology, First Hospital of Shanxi Medical University, No. 85 Jiefang South Road, Yingze District, Taiyuan, Shanxi Province 030001, China
| | - Xiaoxu Yu
- Department of Cardiology, Benxi Railway Hospital, No. 25 Yingchun Street, Pingshan District, Benxi, Liaoning Province 117000, China
| | - Guohong Yang
- Institute of Prevention and Treatment of Cardiovascular Diseases in Alpine Environment of Plateau, Characteristic Medical Center of the Chinese People's Armed Police Forces, No. 220 Chenglin Road, Tianjin 300162, China
| | - Jun Cai
- Hypertension Center, National Center for Cardiovascular Diseases, Peking Union Medical College & Chinese Academy of Medical Sciences, Fuwai Hospital, Beilishi Road 167, Xicheng District, Beijing 100037, China
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Henson SE, Urbina EM. Use of lipid ratios to predict vascular target organ damage in youth. J Clin Lipidol 2024; 18:e444-e451. [PMID: 38462388 PMCID: PMC11209812 DOI: 10.1016/j.jacl.2024.02.002] [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: 05/19/2023] [Revised: 01/23/2024] [Accepted: 02/02/2024] [Indexed: 03/12/2024]
Abstract
BACKGROUND Elevated lipid levels are risk factors for early atherosclerosis. Lipid ratios have emerged as potentially stronger predictors of adverse cardiovascular changes and atherogenic cholesterol. Risk stratification in youth with obesity or type 2 diabetes may be improved by using lipid ratios. We sought to determine if lipid ratios would identify abnormalities in arterial structure and stiffness in adolescents and young adults. METHODS A total of 762 youth aged 10-24 years had laboratory, anthropometric, blood pressure, and carotid intima-media thickness and arterial stiffness data collected. Subjects were stratified into tertiles (low, mid, high) of lipid ratios and non-high-density lipoprotein cholesterol (HDL-C). Vascular outcomes by tertile were assessed by analyses of variance. General linear models were constructed for each lipid value and included demographics, risk factors, and vascular measures. Correlations between lipid markers, vascular measures, and low-density lipoprotein (LDL) particle size and number were conducted. RESULTS There was a progressive increase in arterial thickness and stiffness across all three lipid ratios and non-HDL-C. The triglyceride to HDL-C (TG/HDL-C) ratio remained an independent predictor of arterial thickness and stiffness after adjusting for other cardiovascular risk factors. TG/HDL-C had the highest correlations with arterial stiffness and small, dense LDL. CONCLUSIONS Arterial stiffness is increased in youth with high lipid ratios with TG/HDL-C being the most consistent marker of vascular changes. These data suggest that identification of high TG/HDL-C in these individuals may lead to earlier intervention to prevent atherosclerotic cardiovascular disease.
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Affiliation(s)
- Sarah E Henson
- Cincinnati Children's Hospital Medical Center & the University of Cincinnati, USA (Drs Henson and Urbina).
| | - Elaine M Urbina
- Cincinnati Children's Hospital Medical Center & the University of Cincinnati, USA (Drs Henson and Urbina)
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Yang PT, Tang L, Yang SQ, Shi QL, Wang YQ, Qin YX, Wang JG, Li Y. Remnant cholesterol trajectory and subclinical arteriosclerosis: a 10-year longitudinal study of Chinese adults. Sci Rep 2024; 14:9037. [PMID: 38641617 PMCID: PMC11031569 DOI: 10.1038/s41598-024-59173-6] [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: 04/17/2023] [Accepted: 04/08/2024] [Indexed: 04/21/2024] Open
Abstract
We aimed to identify different trajectories of remnant cholesterol (RC) and investigate the association of RC trajectories with vascular endothelial function and atherosclerosis progression in a longitudinal cohort of the Chinese population. A total of 521 participants were included in the flow-mediated vasodilation (FMD) subcohort study, and 7775 participants were included in the brachial-ankle pulse wave velocity (baPWV) subcohort study. All participants had ≥ 3 medical examinations during the 10-year follow-up period. In the FMD subcohort study, three distinct RC trajectories were identified according to the RC range and changing pattern over time: "low" (57.58%), "moderate" (30.90%) and "high" (11.52%). The proportion of the three groups with vascular endothelial dysfunction (FMD < 7.0%) was 20.00%, 39.75% and 60.00% respectively. Taking the low group as a reference, participants in the moderate and high groups had over 1.88 and 2.94 times the odds of vascular endothelial dysfunction (P = 0.048). In the baPWV subcohort study, three distinct RC trajectories were also identified: "low" (54.29%), "moderate" (38.97%) and "high" (6.74%). The proportion of the three groups with atherosclerosis (baPWV > 1400 cm/s) was 38.79%, 51.26% and 59.01% respectively. Taking the low group as a reference, participants in the moderate and high groups had over 1.46 and 2.16 times the odds of atherosclerosis (P < 0.001). The findings indicated that distinct RC trajectories are significantly associated with vascular endothelial function and atherosclerosis. Regular monitoring to identify persistent increases in RC may be more helpful in identifying individuals with a high risk of cardiovascular disease.
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Affiliation(s)
- Ping-Ting Yang
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
- State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, China
| | - Li Tang
- State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, China
| | - Sai-Qi Yang
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
- State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, China
| | - Qiu-Ling Shi
- State Key Laboratory of Ultrasound in Medicine and Engineering, College of Biomedical Engineering, Chongqing Medical University, Chongqing, China
| | - Ya-Qin Wang
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yue-Xiang Qin
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jian-Gang Wang
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China.
| | - Ying Li
- Department of Health Management, The Third Xiangya Hospital, Central South University, Changsha, Hunan, China.
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Yu Z, Yang H, Shou B, Cheng Z, Jiang C, Ye Y, Xu J. Remnant cholesterol and the risk of carotid plaque in hypertension: results from a community-based screening among old adults in Hangzhou, China. Sci Rep 2024; 14:8407. [PMID: 38600230 PMCID: PMC11006856 DOI: 10.1038/s41598-024-58484-y] [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: 12/13/2023] [Accepted: 03/29/2024] [Indexed: 04/12/2024] Open
Abstract
Elevated remnant cholesterol (RC) is considered a risk factor for atherosclerotic cardiovascular disease, but the evidence on this association applies to the Chinese population with hypertension is limited. We aimed to explore the association between RC levels and carotid plaque in old adults with hypertension. 8523 hypertensive patients aged ≥ 60 years with serum lipids and carotid ultrasonography data were included in this community-based screening. Fasting RC was calculated as total cholesterol minus high-density lipoprotein cholesterol minus low-density lipoprotein cholesterol (LDLC). The associations of RC levels with carotid plaque risk were evaluated using Logistic regression and restricted cubic spline models. Carotid plaque was screened in 4821 (56.56%) subjects. After multivariable-adjusted, RC was significantly related to carotid plaque [Odd ratio (OR)] = 1.043 per 0.1 mmol/L increase, 95% confidence interval (CI): 1.030-1.056). The highest versus the lowest quartile of RC was 1.928 (1.673-2.223) for carotid plaque. A nonlinear association was found between serum RC levels and the risk of carotid plaque (P for nonlinearity < 0.001). Moreover, an RC > 0.78 mmol/L differentiated patients at a higher risk of carotid plaque compared to those at lower concentrations, regardless of whether LDLC was on target at 2.59 mmol/L. In old adults with hypertension, elevated RC was positively associated with carotid plaque, independent of LDLC and other conventional risk factors.
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Affiliation(s)
- Zhecong Yu
- Institute for Chronic Non-Communicable Disease Control and Prevention, Hangzhou Center for Disease Control and Prevention, Hangzhou, 310000, People's Republic of China
| | - Haifeng Yang
- Fuyang Center for Disease Control and Prevention, Hangzhou, 311400, People's Republic of China
| | - Biqi Shou
- Fuyang Center for Disease Control and Prevention, Hangzhou, 311400, People's Republic of China
| | - Zongxue Cheng
- Institute for Chronic Non-Communicable Disease Control and Prevention, Hangzhou Center for Disease Control and Prevention, Hangzhou, 310000, People's Republic of China
| | - Caixia Jiang
- Institute for Chronic Non-Communicable Disease Control and Prevention, Hangzhou Center for Disease Control and Prevention, Hangzhou, 310000, People's Republic of China
| | - Yang Ye
- Tonglu Center for Disease Control and Prevention, Hangzhou, 311400, People's Republic of China
| | - Jue Xu
- Institute for Chronic Non-Communicable Disease Control and Prevention, Hangzhou Center for Disease Control and Prevention, Hangzhou, 310000, People's Republic of China.
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Miao R, Dong Q, Liu X, Chen Y, Wang J, Chen J. A cost-effective, machine learning-driven approach for screening arterial functional aging in a large-scale Chinese population. Front Public Health 2024; 12:1365479. [PMID: 38572001 PMCID: PMC10987946 DOI: 10.3389/fpubh.2024.1365479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 02/23/2024] [Indexed: 04/05/2024] Open
Abstract
Introduction An easily accessible and cost-free machine learning model based on prior probabilities of vascular aging enables an application to pinpoint high-risk populations before physical checks and optimize healthcare investment. Methods A dataset containing questionnaire responses and physical measurement parameters from 77,134 adults was extracted from the electronic records of the Health Management Center at the Third Xiangya Hospital. The least absolute shrinkage and selection operator and recursive feature elimination-Lightweight Gradient Elevator were employed to select features from a pool of potential covariates. The participants were randomly divided into training (70%) and test cohorts (30%). Four machine learning algorithms were applied to build the screening models for elevated arterial stiffness (EAS), and the performance of models was evaluated by calculating the area under the receiver operating characteristic curve (AUC), sensitivity, specificity, and accuracy. Results Fourteen easily accessible features were selected to construct the model, including "systolic blood pressure" (SBP), "age," "waist circumference," "history of hypertension," "sex," "exercise," "awareness of normal blood pressure," "eat fruit," "work intensity," "drink milk," "eat bean products," "smoking," "alcohol consumption," and "Irritableness." The extreme gradient boosting (XGBoost) model outperformed the other three models, achieving AUC values of 0.8722 and 0.8710 in the training and test sets, respectively. The most important five features are SBP, age, waist, history of hypertension, and sex. Conclusion The XGBoost model ideally assesses the prior probability of the current EAS in the general population. The integration of the model into primary care facilities has the potential to lower medical expenses and enhance the management of arterial aging.
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Affiliation(s)
- Rujia Miao
- Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Qian Dong
- School of Science, Hunan University of Technology and Business, Changsha, China
| | - Xuelian Liu
- Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Yingying Chen
- Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Jiangang Wang
- Health Management Medicine Center, The Third Xiangya Hospital, Central South University, Changsha, China
| | - Jianwen Chen
- School of Science, Hunan University of Technology and Business, Changsha, China
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Hou X, Zhang N, Guo L, Wang Y, Zheng M, Chen S, Liu P, Wang M, Li J, Wu S, Tian F. Cumulative exposure to remnant cholesterol and the risk of fragility fractures: a longitudinal cohort study. Front Endocrinol (Lausanne) 2023; 14:1251344. [PMID: 38089619 PMCID: PMC10713996 DOI: 10.3389/fendo.2023.1251344] [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: 07/01/2023] [Accepted: 10/30/2023] [Indexed: 12/18/2023] Open
Abstract
Objective To investigate the association between cumulative remnant cholesterol (cumRC) and the risk of new-onset fragility fractures. Methods This study included individuals who participated in the 2006, 2008, and 2010 Kailuan health examinations. Baseline characteristics were compared between groups according to cumRC quartiles. The incidence density was calculated, and the log-rank test was used to compare the cumulative incidence. Cox proportional hazards models were used to estimate the hazard ratio (HR) and 95% confidence interval (CI), and restricted cubic spline was used to examine the possibly non-linear relation between cumRC and the risk of fragility fractures. Additional analyses were performed with stratification by age (≥ or <65 years). Results A total of 43,839 individuals were included in this study. During the median follow-up period of 10.97 years, a total of 489 fragility fractures occurred. Multivariable Cox proportional hazards regression model 3 showed that the Q1 and Q4 groups versus the Q2 group were associated with a higher HR of fragility fracture (HR 1.61, 95% CI: 1.23-2.11; HR 1.38, 95% CI: 1.06-1.81), and restricted cubic spline regression analysis showed a non-linear relationship between cumRC level and the risk of fragility fractures (P Overall association < 0.001, P Non-linear association = 0.001). The association was significant in the age group <65 years but not in the age group ≥65 years. The sensitivity analyses were consistent with the main results. Conclusions Both too high and too low cumRC levels were associated with a greater risk of fragility fractures, and this association was more significant in young and middle-aged people.
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Affiliation(s)
- Xiaoli Hou
- School of Public Health, North China University of Science and Technology, Tangshan, China
| | - Nan Zhang
- Orthopedics Department, Kailuan General Hospital, Tangshan, China
| | - Lu Guo
- School of Public Health, North China University of Science and Technology, Tangshan, China
| | - Yongheng Wang
- School of Public Health, North China University of Science and Technology, Tangshan, China
| | - Mengyi Zheng
- Cardiology Department, Capital Medical University, Beijing, China
| | - Shuohua Chen
- Cardiology Department, Kailuan General Hospital, Tangshan, China
| | - Peipei Liu
- School of Public Health, North China University of Science and Technology, Tangshan, China
| | - Mengqin Wang
- Emergency Department, Jishuitan, The Fourth Clinical Hospital of Peking University, Beijing, China
| | - Jia Li
- Jitang College, North China University of Science and Technology, Tangshan, China
| | - Shouling Wu
- Cardiology Department, Kailuan General Hospital, Tangshan, China
| | - Faming Tian
- School of Public Health, North China University of Science and Technology, Tangshan, China
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Zhang P, Ma J, Li D, Li Q, Qi Z, Xu P, Liu L, Li H, Zhang A. The Role of Remnant Cholesterol Beyond Low-Density Lipoprotein Cholesterol in Arterial Stiffness: A Cross-Sectional Study. Metab Syndr Relat Disord 2023; 21:526-534. [PMID: 37902791 DOI: 10.1089/met.2023.0101] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2023] Open
Abstract
Background: Previous evidence has demonstrated that elevated low-density lipoprotein cholesterol (LDL-C) was associated with atherosclerosis. However, there is scarce population-based evidence for the role of remnant cholesterol (remnant-C) in arterial stiffness, an imaging marker for subclinical atherosclerosis. Herein, we aimed to evaluate the correlation of remnant-C with arterial stiffness beyond LDL-C in a check-up population. Methods: The study included consecutive subjects who visited the Murakami Memorial Hospital for health check-ups between 2004 and 2012. The calculation of remnant-C occurred as total cholesterol minus high-density lipoprotein cholesterol (HDL-C) minus LDL-C. The brachial-ankle pulse wave velocity (baPWV) >1400 cm/sec was defined as arterial stiffness or baPWV abnormality. The independent correlation of remnant-C level to arterial stiffness was evaluated using adjusted regression models. Results: A total of 909 participants were included (mean age 51.1 ± 9.6 years, male sex 64.9%). In multivariate linear regression analyses, remnant-C remained an independent predictor of the baPWV predictor [β: 94.76, 95% confidence interval (CI) 42.19-147.33, P < 0.001] after adjusting for confounders. After multivariable adjustment, including LDL-C, the highest remnant-C quartile odd ratio (OR) (95% CI) was 2.79 (1.27-6.09) for baPWV abnormality compared to the lowest quartile. Furthermore, each 10-mg/dL increase in remnant-C correlated with a 28% increased risk for baPWV abnormality (OR: 1.28, 95% CI: 1.04-1.57). Moreover, the correlation between remnant-C and baPWV abnormality was still significant in the participant subgroup with optimal levels of LDL-C. Conclusions: Our findings demonstrated that remnant-C levels correlated to arterial stiffness with the dependence of LDL-C and other cardiovascular risk factors in a check-up population.
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Affiliation(s)
- Peng Zhang
- Department of Neurology, Clinical Medical College, Jining Medical University, Jining, China
| | - Jinfeng Ma
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Daojing Li
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Qiuhua Li
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Ziyou Qi
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Peng Xu
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Lixia Liu
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Hongfang Li
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
| | - Aimei Zhang
- Department of Neurology, the Affiliated Hospital of Jining Medical University, Jining, China
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11
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Wadström BN, Bahrami HSZ. Remnant Cholesterol-A Novel Risk Marker for Left Ventricular Remodeling and Dysfunction. Circ Cardiovasc Imaging 2023; 16:e016110. [PMID: 37988445 DOI: 10.1161/circimaging.123.016110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Affiliation(s)
- Benjamin Nilsson Wadström
- Department of Clinical Biochemistry (B.N.W.), Herlev and Gentofte Hospital, Copenhagen University Hospital, Denmark
- The Copenhagen General Population Study (B.N.W.), Herlev and Gentofte Hospital, Copenhagen University Hospital, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (B.N.W., H.S.Z.B.)
| | - Hashmat Sayed Zohori Bahrami
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark (B.N.W., H.S.Z.B.)
- Department of Cardiology, Amager and Hvidovre Hospital, Copenhagen University Hospital, Denmark (H.S.Z.B.)
- Department of Clinical Research, Steno Diabetes Center Copenhagen, Denmark (H.S.Z.B.)
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12
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Xu X, Wang Z, Huang R, Guo Y, Xiong Z, Zhuang X, Liao X. Remnant Cholesterol in Young Adulthood Is Associated With Left Ventricular Remodeling and Dysfunction in Middle Age: The CARDIA Study. Circ Cardiovasc Imaging 2023; 16:e015589. [PMID: 37988449 PMCID: PMC10659242 DOI: 10.1161/circimaging.123.015589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 10/12/2023] [Indexed: 11/23/2023]
Abstract
BACKGROUND Recent studies have shown that remnant cholesterol (RC) is associated with incident heart failure; however, its association with left ventricular (LV) structure and function is unclear. We aimed to evaluate the association between RC levels in young adulthood and LV structure and function in middle age. METHODS We included 3321 participants from the CARDIA study (Coronary Artery Risk Development in Young Adults) at baseline. RC was calculated as total cholesterol minus high-density lipoprotein cholesterol minus calculated low-density lipoprotein cholesterol, and the RC trajectories that followed a similar pattern of change over time were identified using the latent class growth mixture model. LV structure and function were assessed using echocardiography at CARDIA study year 25. Multivariable linear regression models were performed to assess the associations of both baseline and trajectories of RC levels with LV structure and function. RESULTS Among 3321 participants, the mean age was 24.99±3.62 years: 1450 (43.90%) were male, and 1561 (47.00%) were Black. After multivariate adjustment, higher baseline RC (per SD in log-transformed) was associated with higher LV mass index (β=1.29; P=0.004), worse global longitudinal strain (β=0.19; P<0.001), worse global circumferential strain (β=0.16; P=0.014), lower septal e' (β=-0.26; P<0.001), lower lateral e' (β=-0.18; P=0.003), and higher E/e' (β=0.15; P=0.003). Three RC trajectories were identified during follow-up: low increasing (42.4%), moderate increasing (45.5%), and high increasing (12.1%). Similarly, compared with the low-increasing group, the high-increasing RC trajectory group was related to higher LV mass index, worse global longitudinal strain, lower septal e', lower lateral e', and higher E/e'. CONCLUSIONS Elevated RC levels in young adulthood were related to adverse LV structural and functional alterations in midlife. Long-term trajectories of RC levels during young adulthood help identify individuals at a higher risk for adverse LV remodeling and dysfunction. REGISTRATION URL: https://www.clinicaltrials.gov; Unique identifier: NCT00005130.
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Affiliation(s)
- Xinghao Xu
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
| | - Zhaoyan Wang
- Department of Cardiology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, Guangdong, China (Z.W.)
| | - Rihua Huang
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
| | - Yue Guo
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
| | - Zhenyu Xiong
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
| | - Xiaodong Zhuang
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
| | - Xinxue Liao
- Department of Cardiology, the First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
- NHC Key Laboratory of Assisted Circulation, Sun Yat-Sen University, Guangzhou, China. (X.X., R.H., Y.G., Z.X., X.Z., X.L.)
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Shi L, Zhang D, Ju J, Wang A, Du T, Chen X, Song Y, Gao Z, Xu H. Remnant cholesterol associates with hypertension beyond low-density lipoprotein cholesterol among the general US adult population. Front Endocrinol (Lausanne) 2023; 14:1260764. [PMID: 37842298 PMCID: PMC10570462 DOI: 10.3389/fendo.2023.1260764] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 09/12/2023] [Indexed: 10/17/2023] Open
Abstract
Background Previous findings have indicated that elevated low-density lipoprotein cholesterol (LDL-C) and remnant cholesterol (RC) are associated with hypertension. We aim to explore whether higher RC levels may be associated with hypertension beyond LDL-C in the general US adult population. Methods This study included 10,842 adults from the National Health and Nutrition Examination Survey (NHANES) 1999-2018. Weighted multivariable logistic regression models were used to estimate the odds ratios (ORs) of hypertension for LDL-C and RC. We also performed analyses examining the association between hypertension and LDL-C vs. RC concordant/discordant groups. Results A total of 4,963 (41.54%, weighted) individuals had hypertension. The weighted median levels were LDL-C: 118mg/dL, RC: 20mg/dL. At lower LDL-C clinical cut-point, the proportion of discordantly high RC dramatically increased. After multivariable adjustment, log RC was associated with higher prevalence of hypertension [OR 2.54, 95% confidence interval (CI) 2.17-2.99]. Participants with the highest tertile of RC were more likely to have hypertension (OR 2.18; 95% CI 1.89-2.52) compared with those with the lowest tertile of RC. This association remained marked after including body mass index (BMI), LDL-C, high-density lipoprotein cholesterol (HDL-C) or triglycerides. The association between LDL-C and hypertension was absent after adjusting for BMI, RC or triglycerides. Compared with low LDL-C/low RC group, the discordant low LDL-C/high RC group was associated with hypertension (OR 2.04; 95% CI 1.72-2.42), whereas the high LDL-C/low RC group was not, regardless of BMI, HDL-C or triglycerides. Similar results were observed when examining discordance among different clinical cut-points, except for the cut-point of LDL-C 70 mg/dL and RC 13 mg/dL. To better understand the association, we performed an additional analysis, which showed that among participants with apolipoprotein B < median (92mg/dL), those with discordant RC ≥ median (20mg/dL) had significantly higher odds of having hypertension (OR 1.73; 95% CI 1.38-2.17). Conclusion RC was associated with hypertension beyond LDL-C in the general US adult population. This association went beyond increased triglycerides levels, and lipoproteins other than apoB may be involved.
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Affiliation(s)
- Liu Shi
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Dongmei Zhang
- Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Jianqing Ju
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Anlu Wang
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Tianyi Du
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Xuanye Chen
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yewen Song
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Zhuye Gao
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Hao Xu
- National Clinical Research Center for Chinese Medicine Cardiology, Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
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14
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Yuan Y, Zhou X, Ji L. Association between remnant cholesterol level and severity of chronic kidney disease in patients with type 2 diabetes. J Diabetes Complications 2023; 37:108585. [PMID: 37633073 DOI: 10.1016/j.jdiacomp.2023.108585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 07/30/2023] [Accepted: 08/08/2023] [Indexed: 08/28/2023]
Abstract
BACKGROUND Studies on whether remnant cholesterol (RC) affects the progression of chronic kidney disease (CKD) remain insufficient. This study aimed to determine whether RC level was associated with the severity of CKD in patients with type 2 diabetes mellitus (T2DM). METHODS In total, 3383 individuals diagnosed with T2DM were enrolled in this cross-sectional study from China. The severity of CKD was defined as no, moderate, severe, and very severe CKD based on the urinary albumin-to-creatinine ratio and estimated glomerular filtration rate. Because RC was non-normally distributed, it was log-transformed and categorized into quantiles. Multivariate logistic regression and multivariate ordinal logistic regression analysis were performed to investigate whether RC was independently associated with CKD and its severity. RESULTS The median RC level was 25.9 mg/dL. The number of patients with no, moderate, severe, and very severe CKD was 2587 (76.5 %), 520 (15.4 %), 189 (5.6 %), and 87 (2.5 %), respectively. After adjusting for confounding factors, the prevalence of CKD increased 1.67-fold when the log-transformed RC level was elevated by one unit (OR [95 % CI], 1.67 [1.43-1.95]). The likelihood of CKD severity increasing by one degree was 1.76-fold for each one-unit increase in log-transformed RC level (OR [95 % CI], 1.76 [1.52-2.05]). When RC was incorporated as a categorical variable, it still correlated with CKD severity compared with quantile 1 (Q1) (Q2, 1.30 [1.01-1.68]; Q3, 1.60 [1.23-2.07]; Q4, 2.39 [1.86-3.09]). The association remained regardless of whether the patient's traditional lipid profiles achieved the target range. CONCLUSION RC level was associated with CKD severity even when traditional lipid profiles were within the target range in patients with T2DM.
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Affiliation(s)
- Yanping Yuan
- Department of Endocrinology, Peking University People's Hospital, Beijing 100044, China
| | - Xianghai Zhou
- Department of Endocrinology, Peking University People's Hospital, Beijing 100044, China.
| | - Linong Ji
- Department of Endocrinology, Peking University People's Hospital, Beijing 100044, China.
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15
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Lee SJ, Kim SE, Go TH, Kang DR, Jeon HS, Kim YI, Cho DH, Park YJ, Lee JH, Lee JW, Youn YJ, Kim SH, Kim JY, Ahn SG. Remnant cholesterol, low-density lipoprotein cholesterol, and incident cardiovascular disease among Koreans: a national population-based study. Eur J Prev Cardiol 2023; 30:1142-1150. [PMID: 36753060 DOI: 10.1093/eurjpc/zwad036] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Revised: 02/01/2023] [Accepted: 02/06/2023] [Indexed: 02/09/2023]
Abstract
AIMS The synergistic association of remnant cholesterol (remnant-C) and low-density lipoprotein cholesterol (LDL-C) levels with incident cardiovascular disease (CVD) in various subgroups of Koreans was investigated. METHODS AND RESULTS Using the national health insurance data, we included subjects aged between 40 and 70 years without a history of CVD and at least two health screenings between 2009 and 2011. The subjects were divided into four groups by LDL-C and remnant-C levels. The primary outcome was CVD, which occurred between 2014 and 2017. Among 3 686 034 (45.6% women) subjects, 144 004 cardiovascular events occurred. Individuals in both high LDL-C and high remnant-C [hazard ratio (HR) 1.266, 95% confidence interval (CI) 1.243-1.289; 7.9%], high LDL-C only (HR 1.098, 95% CI 1.083-1.113; 21.2%), and high remnant-C only groups (HR 1.102, 95% CI 1.087-1.118; 19.1%) had higher risks of CVD than those in the reference group (LDL-C < 3.4 mmol/L and remnant-C < 0.8 mmol/L; 51.8%). A continuous and linear increase in CVD risk was found in those with higher remnant-C levels after adjustment for several confounders, including LDL-C levels. The association of remnant-C ≥ 0.8 mmol/L with an increased CVD risk was consistent across various strata. CONCLUSIONS Combined high remnant-C and LDL-C levels confer a higher CVD risk than that individually. Elevated remnant-C values independent of LDL-C levels were associated with a risk of incident CVD. Remnant cholesterol levels in addition to LDL-C levels are important considerations in risk stratification for the primary prevention of CVD.
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Affiliation(s)
- Sang Jun Lee
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Se-Eun Kim
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Tae-Hwa Go
- National Health BigData Clinical Research Institute, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
- Department of Biostatistics, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
| | - Dae Ryong Kang
- National Health BigData Clinical Research Institute, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
- Department of Biostatistics, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
- Department of Precision Medicine, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
| | - Ho-Seong Jeon
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Young-In Kim
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Dong-Hyuk Cho
- Division of Cardiology, Department of Internal Medicine, Korea University Anam Hospital, Seoul, Republic of Korea
| | - Young Jun Park
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Jung-Hee Lee
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Jun-Won Lee
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Young-Jin Youn
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
| | - Sang-Hyun Kim
- Department of Cardiology, Seoul National University Boramae Medical Center, Seoul, Republic of Korea
| | - Jang Young Kim
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
- National Health BigData Clinical Research Institute, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
| | - Sung Gyun Ahn
- Division of Cardiology, Department of Internal Medicine, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, 20 Ilsan-ro, Wonju 26426, Republic of Korea
- National Health BigData Clinical Research Institute, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea
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Chen X, Li LH. Remnant Cholesterol, a Valuable Biomarker for Assessing Arteriosclerosis and Cardiovascular Risk: A Systematic Review. Cureus 2023; 15:e44202. [PMID: 37767252 PMCID: PMC10521762 DOI: 10.7759/cureus.44202] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/27/2023] [Indexed: 09/29/2023] Open
Abstract
Arteriosclerosis, as the foundation for the development of cardiovascular diseases, is influenced by disturbances in lipid metabolism. Extensive research has consistently shown a correlation between conventional lipid parameters, arteriosclerosis, and cardiovascular diseases. Guidelines highlight the importance of targeting low-density lipoprotein cholesterol (LDL-C) for primary and secondary prevention of cardiovascular diseases, with reducing LDL-C remaining the primary lipid-lowering strategy. However, even when LDL-C is lowered to optimal levels, there is a residual risk of cardiovascular disease. Recent findings have brought attention to remnant cholesterol (RC) as a significant factor contributing to this residual risk. The close association between RC, arteriosclerosis, and cardiovascular diseases presents exciting opportunities for lifestyle interventions and medical treatments to control and lower RC levels, offering new targets for preventing and managing related cardiovascular conditions. Our systematic review sheds light on the importance of considering RC as a valuable biomarker in assessing arteriosclerosis and its potential impact on cardiovascular health. By understanding the link between remnant cholesterol and arteriosclerosis, researchers and healthcare professionals can develop targeted interventions to mitigate cardiovascular risks, thus improving public health outcomes and reducing the economic burden associated with cardiovascular diseases.
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Affiliation(s)
- Xiang Chen
- Gerontology, The First Affiliated Hospital of Dali University, Dali, CHN
| | - Li-Hua Li
- Gerontology, The First Affiliated Hospital of Dali University, Dali, CHN
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17
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Baba M, Maris M, Jianu D, Luca CT, Stoian D, Mozos I. The Impact of the Blood Lipids Levels on Arterial Stiffness. J Cardiovasc Dev Dis 2023; 10:127. [PMID: 36975891 PMCID: PMC10056627 DOI: 10.3390/jcdd10030127] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 03/08/2023] [Accepted: 03/14/2023] [Indexed: 03/19/2023] Open
Abstract
Arterial stiffness is a recognized predictor of cardiovascular morbidity and death. It is an early indicator of arteriosclerosis and is influenced by numerous risk factors and biological processes. The lipid metabolism is crucial and standard blood lipids, non-conventional lipid markers and lipid ratios are associated with arterial stiffness. The objective of this review was to determine which lipid metabolism marker has a greater correlation with vascular aging and arterial stiffness. Triglycerides (TG) are the standard blood lipids that have the strongest associations with arterial stiffness, and are often linked to the early stages of cardiovascular diseases, particularly in patients with low LDL-C levels. Studies often show that lipid ratios perform better overall than any of the individual variables used alone. The relation between arterial stiffness and TG/HDL-C has the strongest evidence. It is the lipid profile of atherogenic dyslipidemia that is found in several chronic cardio-metabolic disorders, and is considered one of the main causes of lipid-dependent residual risk, regardless of LDL-C concentration. Recently, the use of alternative lipid parameters has also been increasing. Both non-HDL and ApoB are very well correlated with arterial stiffness. Remnant cholesterol is also a promising alternative lipid parameter. The findings of this review suggest that the main focus should be on blood lipids and arterial stiffness, especially in individuals with cardio-metabolic disorders and residual cardiovascular risk.
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Affiliation(s)
- Mirela Baba
- Center for Translational Research and Systems Medicine, “Victor Babeş” University of Medicine and Pharmacy, 300173 Timisoara, Romania
| | - Mihaela Maris
- Center for Translational Research and Systems Medicine, “Victor Babeş” University of Medicine and Pharmacy, 300173 Timisoara, Romania
- Department of Functional Sciences-Pathophysiology, “Victor Babeş” University of Medicine and Pharmacy, 300173 Timisoara, Romania
| | - Daniela Jianu
- 1st Department of Internal Medicine, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timisoara, Romania
- Department of Internal Medicine, Military Hospital, 300080 Timisoara, Romania
| | - Constantin Tudor Luca
- Department of Cardiology, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timisoara, Romania
- Department of Cardiology, Institute of Cardiovascular Diseases, 300310 Timisoara, Romania
| | - Dana Stoian
- 2nd Department of Internal Medicine, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timisoara, Romania
- Center of Molecular Research in Nephrology and Vascular Disease, “Victor Babeş” University of Medicine and Pharmacy, 300041 Timisoara, Romania
| | - Ioana Mozos
- Center for Translational Research and Systems Medicine, “Victor Babeş” University of Medicine and Pharmacy, 300173 Timisoara, Romania
- Department of Functional Sciences-Pathophysiology, “Victor Babeş” University of Medicine and Pharmacy, 300173 Timisoara, Romania
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18
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Wu Z, Wang J, Zhang H, Pan H, Li Z, Liu Y, Miao X, Han Z, Kang X, Li X, Guo X, Tao L, Wang W. Longitudinal association of remnant cholesterol with joint arteriosclerosis and atherosclerosis progression beyond LDL cholesterol. BMC Med 2023; 21:42. [PMID: 36747220 PMCID: PMC9903550 DOI: 10.1186/s12916-023-02733-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 01/11/2023] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Arteriosclerosis and atherosclerosis are closely related with cardiovascular disease (CVD) risk. Remnant cholesterol (RC) could predict CVD. However, its effect on joint arteriosclerosis and atherosclerosis progression remains unclear. This study aims to evaluate the association of RC with joint arteriosclerosis and atherosclerosis progression trajectories in the general population. METHODS This study collected data across five biennial surveys of the Beijing Health Management Cohort from 2010 to 2019. Multi-trajectory model was used to determine the joint arteriosclerosis and atherosclerosis progression patterns by brachial-ankle pulse wave velocity (baPWV) and ankle brachial index (ABI). We also performed discordance analyses for RC vs. low density lipoprotein cholesterol (LDL-C) using ordinal logistics model. RESULTS A total of 3186 participants were included, with three clusters following distinct arteriosclerosis and atherosclerosis progression patterns identified using a multi-trajectory model. In the multivariable-adjusted ordinal logistics analyses, RC was significantly associated with baPWV and ABI progression (OR: 1.20; 95% CI: 1.13-1.28, per 10 mg/dL). For the discordance analyses, the discordant low RC group was associated with decreased risk compared to the concordant group (OR: 0.73; 95% CI: 0.60-0.89). People with a high RC level were at an increased risk of joint arteriosclerosis and atherosclerosis progression, even with optimal LDL-C. CONCLUSIONS RC is independently associated with joint arteriosclerosis and atherosclerosis progression beyond LDL-C. RC could be an earlier risk factor than LDL-C of arteriosclerosis and atherosclerosis in the general population.
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Affiliation(s)
- Zhiyuan Wu
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.,Centre for Precision Health, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, WA, 6027, Australia
| | - Jinqi Wang
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Haiping Zhang
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Huiying Pan
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Zhiwei Li
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Yue Liu
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Xinlei Miao
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Ze Han
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | | | - Xia Li
- Department of Mathematics and Statistics, La Trobe University, Melbourne, Australia
| | - Xiuhua Guo
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China. .,Centre for Precision Health, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, WA, 6027, Australia.
| | - Lixin Tao
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
| | - Wei Wang
- Centre for Precision Health, Edith Cowan University, 270 Joondalup Drive, Joondalup, Perth, WA, 6027, Australia.
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