1.Nomogram prediction model for factors associated with vascular plaques in a physical examination population.
Xiaoling ZHU ; Lei YAN ; Li TANG ; Jiangang WANG ; Yazhang GUO ; Pingting YANG
Journal of Central South University(Medical Sciences) 2025;50(7):1167-1178
OBJECTIVES:
Cardiovascular disease (CVD) poses a major threat to global health. Evaluating atherosclerosis in asymptomatic individuals can help identify those at high risk of CVD. This study aims to establish an individualized nomogram prediction model to estimate the risk of vascular plaque formation in asymptomatic individuals.
METHODS:
A total of 5 655 participants who underwent CVD screening at the Health Management Center of The Third Xiangya Hospital, Central South University, between January 2022 and June 2024 we retrospectively enrolled. Using simple random sampling, participants were divided into a training set (n=4 524) and a validation set (n=1 131) in an 8꞉2 ratio. Demographic and clinical data were collected and compared between groups. Multivariate logistic regression analysis was used to identify independent factors associated with vascular plaques and to construct a nomogram prediction model. The predictive performance and clinical utility of the model were evaluated using receiver operating characteristic (ROC) curves, the Hosmer-Lemeshow goodness-of-fit test, calibration plots, and decision curve analysis (DCA).
RESULTS:
The mean age of participants was 52 years old. There were 3 400 males (60.12%). The overall detection rate of vascular plaque in the screening population was 49.87% (2 820/5 655). No statistically significant differences were observed in clinical indicators between the training and validation sets (all P>0.05). Multivariate Logistic regression analysis identified age, systolic blood pressure, high-density lipoprotein (HDL), low-density lipoprotein (LDL), lipoprotein(a), male sex, smoking history, hypertension history, and diabetes history as independent risk factors for vascular plaque in asymptomatic individuals (all P<0.05). The area under the curve (AUC) of the nomogram model for predicting vascular plaque risk were 0.778 (95% CI 0.765 to 0.791, P<0.001) in the training set and 0.760 (95% CI 0.732 to 0.787, P<0.001) in the validation set. The Hosmer-Lemeshow goodness-of-fit test indicated good model calibration (training set: P=0.628; validation set: P=0.561). The calibration curve plotted using the Bootstrap method demonstrated good agreement between predicted probabilities and actual probabilities. DCA showed that the nomogram provided a clinical net benefit for predicting vascular plaque risk when the threshold probability ranged from 0.02 to 0.99.
CONCLUSIONS
The nomogram prediction model for vascular plaque risk, constructed using readily available and cost-effective physical examination indicators, exhibited good predictive performance. This model can assist in the early identification and intervention of asymptomatic individuals at high risk for cardiovascular disease.
Humans
;
Male
;
Middle Aged
;
Female
;
Nomograms
;
Retrospective Studies
;
Risk Factors
;
Plaque, Atherosclerotic/diagnosis*
;
Aged
;
Adult
;
Physical Examination
;
Logistic Models
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Cardiovascular Diseases/epidemiology*
;
ROC Curve
2.Prevalence and associated risk factors of carotid plaque and artery stenosis in China: a population-based study.
Qingjia ZENG ; Chongyang ZHANG ; Xinyao LIU ; Shengmin YANG ; Muyuan MA ; Jia TANG ; Tianlu YIN ; Shanshan ZHAO ; Wenjun TU ; Hongpu HU
Frontiers of Medicine 2025;19(1):64-78
Stroke is a critical health issue in China, and carotid artery stenosis and plaque play key roles in its prevalence. Despite the acknowledged significance of this condition, detailed information regarding the prevalence of carotid artery stenosis and plaque across the Chinese population has been scarce. This study analyzed data from the China Stroke High-risk Population Screening and Intervention Program for 2020-2021, focusing on 194 878 Chinese adults aged 40 years and above. It assessed the prevalence of carotid artery stenosis and plaque and identified their associated risk factors. Results revealed a standardized prevalence of 0.40% for carotid artery stenosis and 36.27% for carotid plaque. Notably, the highest rates of stenosis were observed in north and south China at 0.61%, while southwestern China exhibited the highest plaque prevalence at 43.17%. Key risk factors included older age, male gender, hypertension, diabetes, stroke, smoking, and atrial fibrillation. This study highlights significant geographical and demographic disparities in the prevalence of these conditions, underlining the urgent need for targeted interventions and policy reforms. These measures are essential for reducing the incidence of stroke and improving patient outcomes, addressing this significant health challenge in China.
Humans
;
China/epidemiology*
;
Male
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Female
;
Prevalence
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Middle Aged
;
Carotid Stenosis/epidemiology*
;
Risk Factors
;
Aged
;
Adult
;
Plaque, Atherosclerotic/epidemiology*
;
Stroke/epidemiology*
;
Aged, 80 and over
3.Association between Coronary Atherosclerotic Plaque Composition and Cardiovascular Disease Risk.
Lin LI ; Long WANG ; Shan Shan LIU ; Zhi Yun ZHAO ; Mian LI ; Tian Ge WANG ; Min XU ; Jie Li LU ; Yu Hong CHEN ; Shuang Yuan WANG ; Meng DAI ; Ya Nan HOU ; Xue Yan WU ; Li Na MA ; Wei Qing WANG ; Yu XU ; Yu Fang BI
Biomedical and Environmental Sciences 2019;32(2):75-86
OBJECTIVE:
The objective of this study is to determine whether coronary atherosclerotic plaque composition is associated with cardiovascular disease (CVD) risk in Chinese adults.
METHODS:
We performed a cross-sectional analysis in 549 subjects without previous diagnosis or clinical symptoms of CVD in a community cohort of middle-aged Chinese adults. The participants underwent coronary computed tomography (CT) angiography for the evaluation of the presence and composition of coronary plaques. CVD risk was evaluated by the Framingham risk score (FRS) and the 10-year atherosclerotic cardiovascular disease (ASCVD) risk score.
RESULTS:
Among the 549 participants, 267 (48.6%) had no coronary plaques, 201 (36.6%) had noncalcified coronary plaques, and 81 (14.8%) had calcified or mixed coronary plaques. The measures of CVD risk including FRS and ASCVD risk score and the likelihood of having elevated FRS significantly increased across the groups of participants without coronary plaques, with noncalcified coronary plaques, and with calcified or mixed coronary plaques. However, only calcified or mixed coronary plaques were significantly associated with an elevated ASCVD risk score [odds ratio (OR) 2.41; 95% confidence interval (CI) 1.09-5.32] compared with no coronary plaques, whereas no significant association was found for noncalcified coronary plaques and elevated ASCVD risk score (OR 1.25; 95% CI 0.71-2.21) after multivariable adjustment.
CONCLUSION
Calcified or mixed coronary plaques might be more associated with an elevated likelihood of having CVD than noncalcified coronary plaques.
Asian Continental Ancestry Group
;
Cardiovascular Diseases
;
epidemiology
;
Computed Tomography Angiography
;
Female
;
Humans
;
Male
;
Middle Aged
;
Odds Ratio
;
Plaque, Atherosclerotic
;
diagnostic imaging
;
epidemiology
;
Risk Factors
4.Association between Resting Heart Rate and Inflammatory Markers (White Blood Cell Count and High-Sensitivity C-Reactive Protein) in Healthy Korean People.
Woo Chul PARK ; Inho SEO ; Shin Hye KIM ; Yong Jae LEE ; Song Vogue AHN
Korean Journal of Family Medicine 2017;38(1):8-13
BACKGROUND: Inflammation is an important underlying mechanism in the pathogenesis of atherosclerosis, and an elevated resting heart rate underlies the process of atherosclerotic plaque formation. We hypothesized an association between resting heart rate and subclinical inflammation. METHODS: Resting heart rate was recorded at baseline in the KoGES-ARIRANG (Korean Genome and Epidemiology Study on Atherosclerosis Risk of Rural Areas in the Korean General Population) cohort study, and was then divided into quartiles. Subclinical inflammation was measured by white blood cell count and high-sensitivity C-reactive protein. We used progressively adjusted regression models with terms for muscle mass, body fat proportion, and adiponectin in the fully adjusted models. We examined inflammatory markers as both continuous and categorical variables, using the clinical cut point of the highest quartile of white blood cell count (≥7,900/mm³) and ≥3 mg/dL for high-sensitivity C-reactive protein. RESULTS: Participants had a mean age of 56.3±8.1 years and a mean resting heart rate of 71.4±10.7 beats/min; 39.1% were men. In a fully adjusted model, an increased resting heart rate was significantly associated with a higher white blood cell count and higher levels of high-sensitivity C-reactive protein in both continuous (P for trend <0.001) and categorical (P for trend <0.001) models. CONCLUSION: An increased resting heart rate is associated with a higher level of subclinical inflammation among healthy Korean people.
Adiponectin
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Adipose Tissue
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Atherosclerosis
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Blood Cell Count*
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Blood Cells*
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C-Reactive Protein
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Cohort Studies
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Epidemiology
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Genome
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Heart Rate*
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Heart*
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Humans
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Inflammation
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Leukocyte Count
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Leukocytes
;
Male
;
Plaque, Atherosclerotic
5.Research Progress on the Risk Factors and Outcomes of Human Carotid Atherosclerotic Plaques.
Xiang-Dong XIONG ; Wei-Dong XIONG ; Shang-Shen XIONG ; Gui-Hai CHEN ;
Chinese Medical Journal 2017;130(6):722-729
OBJECTIVEAtherosclerosis is an inflammatory process that results in complex lesions or plaques that protrude into the arterial lumen. Carotid atherosclerotic plaque rupture, with distal atheromatous debris embolization, causes cerebrovascular events. This review aimed to explore research progress on the risk factors and outcomes of human carotid atherosclerotic plaques, and the molecular and cellular mechanisms of human carotid atherosclerotic plaque vulnerability for therapeutic intervention.
DATA SOURCESWe searched the PubMed database for recently published research articles up to June 2016, with the key words of "risk factors", "outcomes", "blood components", "molecular mechanisms", "cellular mechanisms", and "human carotid atherosclerotic plaques".
STUDY SELECTIONThe articles, regarding the latest developments related to the risk factors and outcomes, atherosclerotic plaque composition, blood components, and consequences of human carotid atherosclerotic plaques, and the molecular and cellular mechanisms of human carotid atherosclerotic plaque vulnerability for therapeutic intervention, were selected.
RESULTSThis review described the latest researches regarding the interactive effects of both traditional and novel risk factors for human carotid atherosclerotic plaques, novel insights into human carotid atherosclerotic plaque composition and blood components, and consequences of human carotid atherosclerotic plaque.
CONCLUSIONCarotid plaque biology and serologic biomarkers of vulnerability can be used to predict the risk of cerebrovascular events. Furthermore, plaque composition, rather than lesion burden, seems to most predict rupture and subsequent thrombosis.
Biomarkers ; blood ; Carotid Stenosis ; blood ; epidemiology ; metabolism ; pathology ; Humans ; Plaque, Atherosclerotic ; blood ; complications ; metabolism ; pathology ; Risk Factors
6.Ideal Cardiovascular Health Metrics and Coronary Artery Calcification in Northern Chinese Population: A Cross-sectional Study.
Tai Yang LUO ; Xiao Hui LIU ; Tian Yi DAI ; Xin Min LIU ; Qian ZHANG ; Jian Zeng DONG
Biomedical and Environmental Sciences 2016;29(7):475-483
OBJECTIVECoronary artery calcification (CAC) is a well-established risk predictor of coronary heart disease events and is recognized as an indicator of subclinical atherosclerosis.
METHODSA cross-sectional study consisting of 2999 participants aged ⋝40 years from the Jidong community of Tangshan City, an industrial and modern city of China, was conducted between 2013 and 2014 to examine the association between the ideal cardiovascular health (CVH) metrics and CAC. The ideal CVH metrics were determined based on the definition of the American Heart Association (AHA). The participants were then grouped into 4 categories according to the quartiles of their CVH metric scores as follows: first quartile (0-2), second quartile (3), third quartile (4), and fourth quartile (5-7). CAC was assessed by using high-pitch dual-source CT, and patients were identified based on thresholds of 0, 10, 100, or 400 Agatston units, as per common practice.
RESULTSThe prevalence of subclinical atherosclerosis was 15.92%, 13.85%, 6.76%, and 1.93%, determined by using the CAC scores at thresholds of 0, 10, 100, and 400 Agatston units, respectively. Compared with the group in the first quartile, the other three CVH groups had a lower odds ratio of CAC >0 after adjusting for age, sex, income level, education level, and alcohol use in the logistic regression analysis. The odds ratios in these groups were 0.86 [95% confidence interval (CI), 0.63-1.17; P<0.05], 0.75 (95% CI, 0.55-1.02; P<0.05), and 0.49 (95% CI, 0.35-0.69; P<0.05), respectively. These associations of CAC with the CVH metrics were consistent when different CAC cutoff scores were used (0, 10, 100, or 400).
CONCLUSIONThe participants with more-ideal cardiovascular metrics had a lower prevalence of subclinical atherosclerosis determined according to CAC score. Maintaining an ideal cardiovascular health may be valuable in the prevention of atherosclerosis in the general population.
Adult ; Atherosclerosis ; epidemiology ; pathology ; Cardiovascular Physiological Phenomena ; China ; epidemiology ; Coronary Artery Disease ; epidemiology ; pathology ; Cross-Sectional Studies ; Female ; Health Behavior ; Health Status ; Humans ; Male ; Middle Aged ; Plaque, Atherosclerotic ; epidemiology ; Risk Factors ; Vascular Calcification ; pathology
7.Nonalcoholic Fatty Liver Disease Is Associated with the Presence and Morphology of Subclinical Coronary Atherosclerosis.
Min Kyoung KANG ; Byeong Hun KANG ; Jong Ho KIM
Yonsei Medical Journal 2015;56(5):1288-1295
PURPOSE: In this study, we aimed to evaluate whether nonalcoholic fatty liver disease (NAFLD) was associated with the presence and morphology of coronary atherosclerotic plaques shown by multidetector computed tomography (MDCT) in asymptomatic subjects without a history of cardiovascular disease. MATERIALS AND METHODS: We retrospectively enrolled 772 consecutive South Korean individuals who had undergone both dualsource 64-slice MDCT coronary angiography and hepatic ultrasonography during general routine health evaluations. The MDCT studies were assessed for the presence, morphology (calcified, mixed, and non-calcified), and severity of coronary plaques. RESULTS: Coronary atherosclerotic plaques were detected in 316 subjects (40.9%) by MDCT, and NAFLD was found in 346 subjects (44.8%) by hepatic ultrasonography. Subjects with NAFLD had higher prevalences of all types of atherosclerotic plaque and non-calcified, mixed, and calcified plaques than the subjects without NAFLD. However, the prevalence of significant stenosis did not differ between groups. After adjusting for age, smoking status, diabetes mellitus, hypertension, dyslipidemia, and metabolic syndrome, NAFLD remained a significant predictor for all types of coronary atherosclerotic plaque [odds ratio (OR): 1.48; 95% confidence interval (CI): 1.05-2.08; p=0.025] in binary logistic analysis, as well as for calcified plaques (OR: 1.70; 95% CI: 1.07-2.70; p=0.025) in multinomial regression analysis. CONCLUSION: Our study demonstrated that NAFLD was significantly associated with the presence and the calcified morphology of coronary atherosclerotic plaques detected by MDCT. Further prospective clinical studies are needed to clarify the exact physiopathologic role of NAFLD in coronary atherosclerosis.
Adult
;
Aged
;
Asian Continental Ancestry Group/statistics & numerical data
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Calcinosis/ethnology/*radiography
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Case-Control Studies
;
Coronary Angiography/*methods
;
Coronary Artery Disease/ethnology/pathology/*radiography
;
Female
;
Humans
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Male
;
Middle Aged
;
Multidetector Computed Tomography/*methods
;
Non-alcoholic Fatty Liver Disease/epidemiology/*ultrasonography
;
Odds Ratio
;
Plaque, Atherosclerotic/*diagnosis/epidemiology
;
Prevalence
;
Regression Analysis
;
Republic of Korea/epidemiology
;
Retrospective Studies
;
Risk Factors
;
Ultrasonography
8.Coronary artery calcification across ethnic groups in Singapore.
Pow Li CHIA ; Arul EARNEST ; Raymond LEE ; Jamie LIM ; Chun Pong WONG ; Yew Woon CHIA ; James Y S WENG ; Anuradha NEGI ; Priyanka KHATRI ; David FOO
Annals of the Academy of Medicine, Singapore 2013;42(9):432-436
INTRODUCTIONIn Singapore, the age-standardised event rates of myocardial infarction (MI) are 2- and 3-fold higher for Malays and Indians respectively compared to the Chinese. The objectives of this study were to determine the prevalence and quantity of coronary artery calcification (CAC) and non-calcified plaques across these 3 ethnic groups.
MATERIALS AND METHODSThis was a retrospective descriptive study. We identified 1041 patients (810 Chinese, 139 Malays, 92 Indians) without previous history of cardiovascular disease who underwent cardiac computed tomography for atypical chest pain evaluation. A cardiologist, who was blinded to the patients' clinical demographics, reviewed all scans. We retrospectively analysed all their case records.
RESULTSOverall, Malays were most likely to be active smokers (P = 0.02), Indians had the highest prevalence of diabetes mellitus (P = 0.01) and Chinese had the highest mean age (P <0.0001). The overall prevalence of patients with non-calcified plaques as the only manifestation of sub-clinical coronary artery disease was 2.1%. There was no significant difference in the prevalence of CAC, mean CAC score or prevalence of non-calcified plaques among the 3 ethnic groups. Active smoking, age and hypertension were independent predictors of CAC. Non-calcified plaques were positively associated with male gender, age, dyslipidaemia and diabetes mellitus.
CONCLUSIONThe higher MI rates in Malays and Indians in Singapore cannot be explained by any difference in CAC or non-calcified plaque. More research with prospective follow-up of larger patient populations is necessary to establish if ethnic-specific calibration of CAC measures is needed to adjust for differences among ethnic groups.
Adult ; Age Distribution ; Aged ; Analysis of Variance ; Asian Continental Ancestry Group ; statistics & numerical data ; Case-Control Studies ; China ; ethnology ; Coronary Artery Disease ; diagnostic imaging ; ethnology ; Coronary Vessels ; diagnostic imaging ; Diabetes Mellitus ; ethnology ; Dyslipidemias ; ethnology ; European Continental Ancestry Group ; statistics & numerical data ; Female ; Humans ; Hypertension ; ethnology ; India ; ethnology ; Malaysia ; ethnology ; Male ; Middle Aged ; Plaque, Atherosclerotic ; diagnostic imaging ; ethnology ; Prevalence ; Retrospective Studies ; Sex Distribution ; Singapore ; epidemiology ; ethnology ; Smoking ; ethnology ; Tomography, X-Ray Computed ; Vascular Calcification ; diagnostic imaging ; ethnology

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