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Li W, Liu X, Liu Y, Liu J, Guo Q, Li J, Zheng W, Zhang L, Zhang Y, Hong Y, Wang A, Zheng H. Nomogram for predicting asymptomatic intracranial atherosclerotic stenosis in a neurologically healthy population. Sci Rep 2024; 14:24259. [PMID: 39414835 PMCID: PMC11484952 DOI: 10.1038/s41598-024-74393-6] [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: 04/10/2024] [Accepted: 09/25/2024] [Indexed: 10/18/2024] Open
Abstract
Asymptomatic intracranial atherosclerotic stenosis (aICAS) is a major risk factor for cerebrovascular events. The study aims to construct and validate a nomogram for predicting the risk of aICAS. Participants who underwent health examinations at our center from September 2019 to August 2023 were retrospectively enrolled. The participants were randomly divided into a training set and a testing set in a 7:3 ratio. Firstly, in the training set, least absolute shrinkage and selection operator (LASSO) regression and multivariate logistic regression were performed to select variables that were used to establish a nomogram. Then, the receiver operating curves (ROC) and calibration curves were plotted to assess the model's discriminative ability and performance. A total of 2563 neurologically healthy participants were enrolled. According to LASSO-Logistic regression analysis, age, fasting blood glucose (FBG), systolic blood pressure (SBP), hypertension, and carotid atherosclerosis (CAS) were significantly associated with aICAS in the multivariable model (adjusted P < 0.005). The area under the ROC of the training and testing sets was, respectively, 0.78 (95% CI: 0.73-0.82) and 0.65 (95% CI: 0.56-0.73). The calibration curves showed good homogeneity between the predicted and actual values. The nomogram, consisting of age, FBG, SBP, hypertension, and CAS, can accurately predict aICAS risk in a neurologically healthy population.
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Affiliation(s)
- Wenbo Li
- Department of Neurology, Beijing Tiantan hospital, Capital Medical University, Beijing, 100070, China
| | - Xiaonan Liu
- Department of Operating Room, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China
| | - Yang Liu
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
| | - Jie Liu
- Department of Neurology, Beijing Tiantan hospital, Capital Medical University, Beijing, 100070, China
| | - Qirui Guo
- Department of Critical Care Medicine, Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing, 100730, China
| | - Jing Li
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
| | - Wei Zheng
- First Clinical Medical College, Anhui Medical University, Beijing, 230032, China
| | - Longyou Zhang
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
| | - Ying Zhang
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
| | - Yin Hong
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
| | - Anxin Wang
- Department of Neurology, Beijing Tiantan hospital, Capital Medical University, Beijing, 100070, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China
- Department of Clinical Epidemiology and Clinical Trial, Capital Medical University, Beijing, 100070, China
- Beijing Municipal Key Laboratory of Clinical Epidemiology, Beijing, 100069, China
| | - Huaguang Zheng
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China.
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, 100070, China.
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Liu R, Xu T, Gan L, Chang C, Peng Y, Yao W, Zhai A, Fang M, Shang X, Chang S, Guo J, Zhang J. Influence of remnant cholesterol levels on carotid intima thickness in type 2 diabetes patients. Sci Rep 2024; 14:20893. [PMID: 39245669 PMCID: PMC11381536 DOI: 10.1038/s41598-024-71780-x] [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: 01/16/2024] [Accepted: 08/30/2024] [Indexed: 09/10/2024] Open
Abstract
Investigate the impact of remnant cholesterol (RC) levels on carotid artery intima thickness (CIT) in type 2 diabetes mellitus (T2DM) patients. From September 2021 to September 2023, a prospective multicenter study involved 158 T2DM patients. They were divided into a higher RC group (n = 80) and a lower RC group (n = 78) based on median RC levels. Additionally, 92 healthy volunteers served as the control group. CIT, carotid media thickness (CMT), and carotid intima-media thickness (CIMT) were measured. General clinical data, lab results, CIMT, CIT, and CMT differences among the three groups were compared. Multiple regression analysis explored CIT factors in T2DM patients. 1. No significant sex, age, BMI, high-density lipoprotein cholesterol (HDL-C), T2DM duration, fasting blood glucose, or glycated hemoglobin differences were found among the groups (p > 0.05). 2. CIMT and CIT were significantly higher in T2DM than the control group (p < 0.05). 3. The higher RC group had thicker CIT than the lower RC group (p < 0.05), while CIMT differences were not significant (p > 0.05). Multiple linear regression analysis showed RC as an influencing CIT factor in T2DM patients (β = 0.473, p = 0.005). CIT is significantly thicker in T2DM patients with higher RC than in those with lower RC, and RC is the influence factor of CIT, which suggests that more attention should be paid to the detection of RC in T2DM patients.
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Affiliation(s)
- Rong Liu
- Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, No 15, Jiefang Avenue, Xiangyang, 441000, Hubei, China
| | - Tao Xu
- Department of Ultrasound, The Affiliated Yixing Hospital of Jiangsu University, 75 Tongzhenguan Road, Wuxi, 214200, Jiangsu, China
| | - Ling Gan
- Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, No 15, Jiefang Avenue, Xiangyang, 441000, Hubei, China
| | - Caihong Chang
- Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, No 15, Jiefang Avenue, Xiangyang, 441000, Hubei, China
| | - Yao Peng
- Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, No 15, Jiefang Avenue, Xiangyang, 441000, Hubei, China
| | - Wenlin Yao
- Department of Ultrasound, Xiangzhou District People's Hospital of Xiangyang, Xiangyang, 441199, Hubei, China
| | - Aihua Zhai
- Department of Ultrasound, Xiangzhou District People's Hospital of Xiangyang, Xiangyang, 441199, Hubei, China
| | - Ming Fang
- Department of Ultrasound, Xiangzhou District People's Hospital of Xiangyang, Xiangyang, 441199, Hubei, China
| | - Xinan Shang
- Department of Ultrasound, Xiangzhou District People's Hospital of Xiangyang, Xiangyang, 441199, Hubei, China
| | - Shuai Chang
- Depatment of Ultrasound, First Affiliated Hospital of University of South China, Hengyang, 421001, Hunan, China
| | - Jianfeng Guo
- Department of Ultrasound, The Affiliated Yixing Hospital of Jiangsu University, 75 Tongzhenguan Road, Wuxi, 214200, Jiangsu, China.
| | - Jiaqi Zhang
- Department of Ultrasound, Xiangyang No. 1 People's Hospital, Hubei University of Medicine, No 15, Jiefang Avenue, Xiangyang, 441000, Hubei, China.
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Li W, Liu Y, Liu J, Guo Q, Li J, Wang A, Zheng H. Remnant cholesterol is associated with unstable carotid plaque in a neurologically healthy population. Stroke Vasc Neurol 2024:svn-2023-002888. [PMID: 38754970 DOI: 10.1136/svn-2023-002888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 04/03/2024] [Indexed: 05/18/2024] Open
Abstract
BACKGROUND Remnant cholesterol (RC) is considered to be one of the most significant and important risk factors for atherosclerotic cardiovascular disease (ASCVD). Nonetheless, the association between RC and unstable carotid plaque remains unclear. Our primary objective is to ascertain whether RC exhibits an independent and significant association with unstable carotid plaque in a neurologically healthy population. METHODS In the cross-sectional study, we enrolled neurologically healthy participants who visited our centre for health checkups between 2021 and 2022. All eligible participants underwent a standardised questionnaire, physical examinations and laboratory testing. The carotid plaque was evaluated with a standard carotid ultrasound and an advanced ultrasound imaging technique called superb microvascular imaging. The correlation between lipids and unstable carotid plaque was primarily assessed utilising univariate and multivariate logistic regression. RESULTS The study totally enrolled 1100 participants who had an average age of 57.00 years (IQR: 49.00-63.00), with 67.55% being men. Among the participants, 321 (29.18%) had unstable carotid plaque. In the multivariate logistic regression analysis, higher RC had an independent association with an elevated incidence of unstable carotid plaque compared with the lowest concentrations of RC (OR=1.673, 95% CI 1.113 to 2.515, p=0.0134), but not other lipids. In addition, apolipoprotein A1 was negatively related to unstable carotid plaque (OR=0.549, 95% CI 0.364 to 0.830, p=0.0045). CONCLUSIONS Elevated concentrations of RC are independently and excellently correlated with unstable carotid plaque within a neurologically healthy population.
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Affiliation(s)
- Wenbo Li
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Yang Liu
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Jie Liu
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Qirui Guo
- Department of Critical Care Medicine, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Jing Li
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Anxin Wang
- Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Huaguang Zheng
- Health Management Center, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
- China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, 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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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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Cholesterol Remnants, Triglyceride-Rich Lipoproteins and Cardiovascular Risk. Int J Mol Sci 2023; 24:ijms24054268. [PMID: 36901696 PMCID: PMC10002331 DOI: 10.3390/ijms24054268] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 02/17/2023] [Accepted: 02/19/2023] [Indexed: 02/23/2023] Open
Abstract
Randomized clinical trials with statins and other lipid-lowering drugs have shown the presence of a "residual cardiovascular risk" in those treated to "target" for LDL-cholesterol. This risk is mainly associated to lipid components other than LDL and in particular to remnant cholesterol (RC) and to lipoproteins rich in triglycerides in fasting and non-fasting conditions. During fasting, RCs correspond to the cholesterol content of the VLDL and their partially depleted triglyceride remnant containing apoB-100. Conversely, in non-fasting conditions, RCs include also cholesterol present in chylomicrons containing apoB-48. Therefore, RCs refer to total plasma cholesterol minus HDL-cholesterol and LDL-cholesterol, that is, all the cholesterol present in the VLDL, chylomicrons and in their remnants. A large body of experimental and clinical data suggests a major role of RCs in the development of atherosclerosis. In fact, RCs easily pass the arterial wall and bind to the connective matrix stimulating the progression of smooth muscle cells and the proliferation of resident macrophages. RCs are a causal risk factor for cardiovascular events. Fasting and non-fasting RCs are equivalent for predicting vascular events. Further studies on drugs effect on RC levels and clinical trials to evaluate the efficacy of RC reduction on cardiovascular events are needed.
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