1.Association between serum indirect bilirubin and stroke risk in individuals with stages 0-3 cardiovascular-kidney-metabolic syndrome
Chuanchang WU ; Shuohua CHEN ; Zhenhua ZHANG ; Shouling WU
Acta Universitatis Medicinalis Anhui 2026;61(1):169-175
ObjectiveTo systematically evaluate the association between serum indirect bilirubin (IBIL) levels and the risk of stroke incidence in patients with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3. MethodsA total of 48 301 participants with CKM syndrome stages 0-3 were included, during which 2 904 stroke events were recorded. A prospective cohort study design was employed. Cox proportional hazards regression models were used to analyze the relationship between IBIL and stroke risk, and restricted cubic spline (RCS) regression was applied to examine the dose-response relationship. Threshold effect analysis was conducted to identify potential inflection points in nonlinear relationships. ResultsMultivariable Cox regression analysis showed that in the overall population, each 1 μmol/L increase in IBIL level was associated with approximately a 1.2% reduction in stroke risk (HR = 0.988, 95% CI: 0.979-0.996, P < 0.05). A significant interaction was observed between IBIL and CKM stages in relation to stroke risk (Pinteraction < 0.05). In individuals with stages 0–2 of CKM syndrome, higher IBIL levels showed a significant inverse association with stroke risk (Ptrend < 0.05); however, no such association was observed in stage 3 patients. RCS regression and threshold effect analysis further revealed a nonlinear relationship between IBIL levels and stroke risk in stage 3 CKM patients (Plog-likelihood ratio < 0.05). When serum IBIL exceeded 10.980 μmol/L, each 1 μmol/L increase was associated with approximately 5.7% increase in stroke risk (HR = 1.057, 95% CI: 1.009–1.107, P < 0.05). ConclusionThe correlation between serum IBIL and stroke varies across different stages of CKM syndrome, showing a significant negative association in individuals at stages \0–2, while in stage 3 patients, it exhibits a threshold effect with an inflection point at 10.980 μmol/L.
2.Bidirectional association between metabolic associated fatty liver disease and the risk of atherosclerotic cardiovascular disease
Yanan ZHAO ; Qi QI ; Xinyu WU ; Quanle HAN ; Jing YANG ; Boheng ZHANG ; Xuyang LI ; Lei LI ; Yun ZHANG ; Shouling WU ; Kangbo LI
Journal of Clinical Hepatology 2026;42(4):856-865
ObjectiveTo investigate the association between metabolic associated fatty liver disease (MAFLD) and the risk of atherosclerotic cardiovascular disease (ASCVD), and to provide data support for the prevention and treatment of such metabolic-associated diseases in clinical practice. MethodsAn observation cohort was established for the workers of Kailuan who underwent physical examination for the first time from June 2006 to October 2007 and had complete liver assessment data, without the history of malignant tumor, MAFLD or ASCVD. According to the presence or absence of MAFLD, the patients were divided into non-MAFLD group with 67 565 patients and MAFLD group with 29 004 patients, and according to the presence or absence of ASCVD, the patients were divided into non-ASCVD group with 69 141 patients and ASCVD group with 481 patients. The group t-test or the Wilcoxon rank-sum test was used for comparison of continuous data between the two groups. The
3.The impact of metabolic syndrome combined with hyperuricemia on new-onset cardiovascular disease
Fan YANG ; Baojie ZHU ; Haicheng SONG ; Rong SHU ; Shuohua CHEN ; Shouling WU ; Liufu CUI ; Jierui WANG
Chinese Journal of Cardiology 2025;53(2):160-166
Objective:To explore the impact of metabolic syndrome in conjunction with hyperuricemia on the risk of new-onset cardiovascular disease.Methods:This study was a prospective cohort study. From June 2006 to October 2007, employees of Kailuan Group in Tangshan City, Hebei Province were selected as the research subjects. Participants were divided into four groups based on the presence or absence of metabolic syndrome and hyperuricemia. The groups include the normal group, pure hyperuricemia group, pure metabolic syndrome group, and the metabolic syndrome combined with hyperuricemia group. Four groups of participants were followed up, the primary endpoint was the occurrence of a first-ever cardiovascular disease event, including stroke and myocardial infarction. The cumulative incidence rates of cardiovascular disease in different groups during the continuous follow-up period were calculated using the Kaplan-Meier method, and the differences in cumulative incidence rates among groups were compared using the log-rank test. Multivariate Cox regression analysis was used to analyze the effect of hyperuricemia combined with metabolic syndrome on the risk of cardiovascular disease. The likelihood ratio test was used to analyze whether there was a multiplicative interaction and additive interaction between hyperuricemia and metabolic syndrome.Results:A total of 82 780 individuals were included, aged (51.5±12.6) years, and 68 622 (82.90%) were males, with a median follow-up of 14.97 years. Kaplan-Meier survival curve analysis showed that the cumulative incidence of cardiovascular disease was the highest in the metabolic syndrome combined with hyperuricemia group (log-rank P<0.001). Multivariate Cox regression analysis indicated that after adjusting for various confounding factors, the HR value and 95% CI of cardiovascular disease in the metabolic syndrome combined with hyperuricemia group were 1.24 (1.12-1.38) compared with the normal group, which were higher than those in the pure hyperuricemia group and the pure metabolic syndrome group alone. The effect of metabolic syndrome combined with hyperuricemia on the risk of cardiovascular disease demonstrated an additive effect (relative excess risk of interaction: 0.18(0.11-0.25), attributable proportion due to interaction: 0.14(0.09-0.19)). Conclusions:The combination of hyperuricemia and metabolic syndrome is an independent risk factor for cardiovascular disease. Compared to pure metabolic syndrome or hyperuricemia alone, the impact of metabolic syndrome combined with hyperuricemia on cardiovascular disease is more significant.
4.Association Between Neutrophil to High-density Lipoprotein Cholesterol Ratio and Incidence of Cardiovascular Disease in Patients With Metabolic Associated Fatty Liver Disease
Guizhong FANG ; Lin WEN ; Xinyu WANG ; Shuting FENG ; Ying ZHOU ; Shuohua CHEN ; Guangjian LI ; Xiaozhong JIANG ; Shouling WU ; Shan WANG
Chinese Circulation Journal 2025;40(6):605-610
Objectives:This study aims to investigate the relationship between neutrophil to high-density lipoprotein cholesterol ratio(NHR)and incidence of cardiovascular disease(CVD)among individuals with metabolic associated fatty liver disease(MAFLD).Methods:We conducted a prospective cohort study utilizing health check-up data from 2006 to 2007 at Kailuan General Hospital and its 10 affiliated hospitals.The study population consisted of employees and retirees diagnosed with MAFLD,excluding those with incomplete neutrophil and high-density lipoprotein cholesterol data or a history of heart failure,myocardial infarction,cerebral hemorrhage,or cerebral infarction.CVD was defined as the presence of heart failure,myocardial infarction,cerebral hemorrhage,or cerebral infarction.Annual follow-ups were conducted from 2006,new-onset CVD cases identified through discharge records from the 11 Kailuan Group hospitals and records from municipal social insurance agencies,the final follow up date was December 31,2022.NHR was calculated as the ratio of neutrophil to high-density lipoprotein cholesterol,and the MAFLD cohort(n=28 952)was stratified into four groups by NHR quartiles:Q1 group(NHR<1.97,n=7 241),Q2 group(1.97≤NHR<2.57,n=7 235),Q3 group(2.57≤NHR<3.36,n=7 240),and Q4 group(NHR≥3.36,n=7 236).The Kaplan-Meier method was employed to plot survival curves for new-onset CVD,and the cumulative incidences of CVD across different NHR quartiles groups were determined.Intergroup comparisons were made using the log-rank test,and a multifactorial Cox proportional hazards regression model was used to assess the association between NHR quartiles and the risk of new-onset CVD in the MAFLD population.Results:The average follow-up duration was(14.03±3.99)years,during which 4 666 new CVD cases were recorded among the study population.The number of CVD cases across Q1 group to Q4 group were 1 061,1 167,1 186 and 1 252,respectively,with an overall incidence density of 11.5 cases per 1 000 person-years.The incidence densities for Q1 group to Q4 group were 10.4,11.4,11.7 and 12.5 cases per 1 000 person-years,respectively.The multifactorial Cox proportional hazards regression analysis revealed that higher NHR quartiles were associated with an increased relative risk of new-onset CVD(Q2 group:HR=1.13,95%CI:1.04-1.23;Q3 group:HR=1.15,95%CI:1.05-1.25;Q4 group:HR=1.22,95%CI:1.12-1.33).Conclusions:The risk of new-onset cardiovascular disease in individuals with MAFLD escalates with increasing NHR.
5.Impact of long-term blood pressure variability on arteriosclerosis in women with hypertensive disorders in pregnancy
Chunle QU ; Ning YANG ; Maoti WEI ; Shiqi YIN ; Shuohua CHEN ; Shouling WU ; Yuming LI
Chinese Journal of Cardiology 2025;53(10):1112-1118
Objective:To explore the relationship between long-term blood pressure variability and arteriosclerosis in women with a history of hypertensive disorders in pregnancy (HDP).Methods:This study was a retrospective cohort study. Data were obtained from the Kailuan Research Database. Women with a history of HDP who delivered between January 1990 and December 2020 and completed brachial-ankle pulse wave velocity (baPWV) measurement in the postpartum period were enrolled. Baseline data were obtained from the first post-delivery health examination, while the outcome measure was the baPWV recorded during the last follow-up visit, synchronized with blood pressure measurements. Based on long-term blood pressure variability, the enrolled study subjects were divided into the first, second, and third tertile groups in ascending order using the tertile method, and intergroup differences in clinical characteristics were compared. Multivariable logistic regression was performed to evaluate the impact of long-term blood pressure variability levels on arteriosclerosis risk in women with a history of HDP. Sensitivity analyses excluded individuals with multiple deliveries to validate the robustness of findings. Subgroup analyses were conducted based on delivery age (<40 vs. ≥40 years) and blood pressure measurement frequency (3 vs. >3 times) to explore the potential impact of different population characteristics on the study results.Results:A total of 421 study subjects were enrolled, aged (36.07±6.05) years, with a baPWV value of (1 376.80±238.18) cm/s. Long-term blood pressure variability was 4.66 (3.41, 6.50) mmHg (1 mmHg=0.133 kPa). The first, second and third quartile group included 140, 141 and 140 individuals, respectively. In the total population, the incidence of arteriosclerosis was 40.4% (170/421). The incidence rates in the first, second, and third tertile groups were 34.3% (48/140), 39.0% (55/141), and 47.9% (67/140), respectively. Multivariate logistic regression analysis showed that increased long-term blood pressure variability was an independent risk factor for arteriosclerosis in women with a history of HDP ( OR=1.702, 95% CI 1.018-2.844, P=0.043). The results of sensitivity analyses were consistent with that of the primary analysis ( OR=1.758, 95% CI 1.044-2.959, P=0.034). Subgroup analyses further indicated that in the subgroups with delivery age <40 years ( OR=2.116, 95% CI 1.153-3.885, P=0.016) and blood pressure measurement frequency >3 times ( OR=1.894, 95% CI 1.069-3.355, P=0.029), the association between long-term blood pressure variability and arterial stiffness risk was more significant. Conclusions:For women with a history of HDP, elevated long-term blood pressure variability may increase the risk of arteriosclerosis, and this effect is more pronounced in younger women (delivery age <40 years) and those with high-frequency blood pressure measurements (>3 times). Enhanced monitoring and management of blood pressure variability in this population are crucial to improving long-term cardiovascular health outcomes.
6.Association Between Triglyceride-glucose Index and Risk of Nonalcoholic Fatty Liver Disease in Young and Middle-aged Adults
Zheng WU ; Qi QI ; Xinyu WU ; Jie YU ; Bo YANG ; Xuechao ZHANG ; Quanle HAN ; Nan WANG ; Shouling WU ; Kangbo LI
Chinese Circulation Journal 2025;40(3):277-283
Objectives:To investigate the association between the triglyceride-glucose(TyG)index and risk of non-alcoholic fatty liver disease(NAFLD)in young and middle-aged(<60 years)adults.Methods:From June 2006 to October 2007,47 675 employees of Kailuan Group with no liver disease were selected as the study objects.Based on the TyG index quartile,participants were divided into Q1 group(TyG index≤8.08,n=11 924),Q2 group(8.08
7.The impact of metabolic syndrome combined with high-sensitivity C-reactive protein on the risk of digestive system malignant tumors: a prospective cohort study
Jiaxing LI ; Kuan LIU ; Chao MA ; Wanchao WANG ; Yuan TIAN ; Taixian JIANG ; Zhigang DONG ; Wenqiang WEI ; Shouling WU ; Siqing LIU
Chinese Journal of Digestion 2025;45(2):73-81
Objective:To explore the correlation between metabolic syndrome (MS), serum high-sensitivity C-reactive protein (hs-CRP) levels, their combination and the risk of digestive system malignancies.Methods:A prospective cohort study was conducted in the participants from the Kailuan cohort who took health examination in July 2006. Anthropometric parameters, epidemiological information, and laboratory test results were collected. Incidence and mortality of digestive system malignant tumors were collected through biennial health examinations and questionnaires. The follow-up period ended on December 31, 2021.According to MS status and hs-CRP levels (hs-CRP≤3 or >3 mg/L), the cohort was divided into 4 groups, induding MS -hs-CRP -, MS -hs-CRP +, MS + hs-CRP -, and MS + hs-CRP + group. Chi-squared test, one analysis of variance, and the Kruskal-Wallis H test were used for inter-group comparison among groups. Kaplan-Meier method was used to calculate the cumulative incidence of digestive system malignant tumors, and log-rank test was performed to compare the cumulative incidence among groups. Multivariable Cox proportional hazards regression models were used to evaluate the effects of MS and hs-CRP levels on the overall risk of digestive system malignant tumors, as well as the effects of their combination on the risk of digestive system malignant tumors of different site, and relevant confounding factors were adjusted.A sensitivity analysis was conducted by excluding individuals diagnosed with digestive system malignancies within one year of follow-up, as well as those taking antihypertensive, antidiabetic, or lipid-lowering medications. Results:A total of 92 916 participants were included in this study. Among them, 57 933 cases were in the MS -hs-CRP - group, 10 949 cases in the MS -hs-CRP + group, 18 412 cases in the MS + hs-CRP - group, and 5 622 cases in the MS + hs-CRP + group.The median follow-up period was 15.01 years (14.66 to 15.20 years). By the end of follow-up, these were 1 992 cases of new-onset digestive system malignant tumors. The cumulative incidence rates of digestive system malignant tumors of MS -hs-CRP -, MS -hs-CRP +, MS + hs-CRP -, and MS + hs-CRP + groups were 2.0%(1 164/57 933), 2.3%(249/10 949), 2.4%(440/18 412), and 2.5%(139/5 622), respectively. The difference in the cumulative incidence among the 4 groups was statistically significant ( χ2=14.09, P=0.003).The results of multivariate Cox analysis showed that, after hs-CRP level and other confounding factors were adjusted, the risk of developing digestive system malignant tumors in participants with MS was 21.4% higher than that in those without MS ( HR=1.214 (95% confidence interval (95% CI): 1.086 to 1.340), P<0.001). After MS status and other confounding factors were adjusted, the risk of developing digestive system malignant tumors in participants with high hs-CRP level (>3 mg/L) was 17.2% higher than those with low hs-CRP level (≤3 mg/L) ( HR=1.172 (95% CI: 1.042 to 1.303), P=0.008). After relevant confounding factors were adjusted, the risks of developing digestive system malignant tumors in the MS -hs-CRP +, MS + hs-CRP -, and MS + hs-CRP + groups increased by 17.2%, 21.4%, and 35.9%, respectively, as compared with that of the MS -hs-CRP - group ( HR=1.172 (95% CI: 1.017 to 1.399), P=0.028; HR=1.214 (95% CI: 1.074 to 1.356), P=0.002; HR=1.359 (95% CI: 1.135 to 1.635), P=0.001). Among the 4 groups, the overall risk of developing digestive system malignant tumors of MS + hs-CRP + group was the highest. After relevant confounding factors were adjusted, the risks of colorectal cancer, liver cancer, and pancreatic cancer of the MS + hs-CRP + group increased by 46.2%, 35.7%, and 88.3%, respectively, as compared with those of the MS -hs-CRP - group ( HR=1.462 (95% CI: 1.088 to 1.956), HR=1.357 (95% CI: 1.132 to 2.089), HR=1.883 (95% CI: 1.052 to 3.342)), suggesting that MS combined with high hs-CRP was a significant risk factor for increased incidences of colorectal cancer, liver cancer, and pancreatic cancer ( P=0.012, 0.016 and 0.033). After participants diagnosed with new digestive system malignancies within one year of follow-up and those taking antihypertensive, antidiabetic, or lipid-lowering medications (108 cases, 10 680 cases, 2 344 cases, 906 cases) were excluded, the results of sensitivity analysis indicated the increased risk of digestive system malignant tumors in the MS -hs-CRP +, MS + hs-CRP -, and MS + hs-CRP + groups were 12.1%, 21.4%, 28.7%; 18.2%, 21.4%, 24.8%; 16.4%, 21.4%, 32.2%; 17.3%, 20.4%, 35.8%. Among the 3 groups, the increased risk of developing digestive system malignant tumors of MS + hs-CRP + group was the highest. Conclusion:MS and hs-CRP >3 mg/L are both independent risk factors for developing digestive system malignant tumors, and their combination further increases the risk of developing digestive system malignant tumors.
8.Variability of remnant cholesterol inflammation index exhibits a dose-response relationship with stroke risk:Evidence from the Chinese Kailuan cohort
Liuliu CAO ; Man LI ; Zhaohui WU ; Maolin ZHAO ; Baohua WANG ; Li ZHANG ; Peng LI ; Yongna YANG ; Weiguo ZHENG ; Haiyan ZHAO ; Shuohua CHEN ; Shouling WU ; Lixia SUN
Journal of Army Medical University 2025;47(22):2847-2857
Objective To investigate the association between the variability of remnant cholesterol inflammatory index(RCII),a novel composite biomarker,and the risk of stroke,in order to provide a theoretical basis for stroke prevention.Methods A prospective cohort study was conducted on 38 659 Kailuan individuals who took annual physical examinations in 2006,2008,and 2010.These subjects were grouped based on the quartiles of RCII variability,which was represented by standard deviation(SD)and average real variability(ARV),and were followed up every 2 years,with the occurrence of stroke(including ischemic and hemorrhagic strokes),death,or the end of follow-up on December 31,2022 as the endpoints.Kaplan-Meier method was used to calculate the cumulative incidence rate of endpoint events across different groups,and log-rank test was used to compare the difference of cumulative incidence of endpoint events in each group.Multivariate Cox proportional hazards regression model was adopted to analyze the association between RCII variability and risk of stroke.Results Among the 38 659 participants,a total of 2 539 strokes occurred during a mean follow-up period of 11.22±2.26 years.After adjusting confounding factors,when the participants were grouped by the quartiles of RCII-SD,the hazard ratio(HR)for stroke was 1.034(95%CI:0.917~1.167,P=0.584),1.146(95%CI:1.018~1.290,P=0.025),and 1.209(95%CI:1.066~1.370,P=0.003),respectively in the Q2,Q3,and Q4 groups,when compared with the Q1 group(Ptrend<0.05).When they were grouped by the quartiles of RCII-ARV,the HR for stroke was 1.008(95%CI:0.894~1.136,P=0.901),1.109(95%CI:0.986~1.248,P=0.085),and 1.152(95%CI:1.018~1.303,P=0.025),respectively,in the Q2,Q3,and Q4 groups,when compared with the Q1 group.Furthermore,both sensitivity and stratified analyses yielded similar results.Conclusion RCII variability is significantly associated with stroke,and the risk of stroke is gradually increasing with increment of the variability.Countermeasures Relevant authorities can focus on reducing RCII variability as a central objective by establishing regular monitoring mechanism,strengthening lifestyle interventions,and standardizing dietary,exercise,and weight management in order to suppress the index fluctuations.The principle of stable lipid-lowering in medication and optimization of therapeutic regimens with stable efficacy should be emphasized to prevent the risk of additional vascular damage.
9.Association between cardiovascular health status and cardiovascular diseases across different ages of hypertension onset: a prospective cohort study
Maoxiang ZHAO ; Hao XUE ; Shouling WU
Chinese Journal of General Practitioners 2025;24(11):1344-1352
Objective:To explore the association between cardiovascular health status and cardiovascular events in hypertensive patients with different ages of onset.Methods:This study was a prospective cohort study. Participants who were free of hypertension, myocardial infarction, stroke, heart failure, and other cardiovascular diseases at their first annual health examination at Kailuan Group from 2006 to 2012, but were newly diagnosed with hypertension during subsequent follow-up, were included. Clinical data was collected, and cardiovascular health status was assessed using the Life′s Essential 8 (LE8) score (categorized as low level and moderate-to-high level). Based on changes in LE8 scores from the first to the second health examination, transitions in cardiovascular health status were classified into 4 patterns: consistently low, low to moderate-to-high, moderate-to-high to low, and consistently moderate-to-high. Newly diagnosed hypertensive patients were stratified by age at diagnosis into 3 groups:<45 years, 45-<60 years, and ≥60 years. Participants were followed up, with the primary outcome being cardiovascular events, including myocardial infarction and stroke. Multivariable Cox regression models with age as the time scale were used to analyze the association between cardiovascular health status, its transitions, and cardiovascular events across different ages of hypertension onset. Restricted cubic spline models were employed to examine the patterns of association between LE8 scores, their changes, and cardiovascular events.Results:A total of 22 217 newly diagnosed hypertensive patients were included, with a mean age of (53.68±11.45) years and 18 260 males (75.13%). The median follow-up time was 9.62 years. Across all three age strata, compared with participants with low cardiovascular health status, those with moderate-to-high cardiovascular health status had a lower risk of cardiovascular events: HR=0.53 (95% CI: 0.36-0.79) for onset age <45 years; HR=0.64 (95% CI: 0.58-0.82) for onset age 45-60 years; and HR=0.71 (95% CI: 0.54-0.93) for onset age ≥60 years. Among newly diagnosed hypertensive patients with onset age <45 years and 45-<60 years, those with consistently moderate-to-high cardiovascular health status had a reduced risk of cardiovascular events compared to those with consistently low status (all P<0.05); however, the difference was not statistically significant in patients with onset age ≥60 years ( P>0.05). The protective effect of consistently moderate-to-high cardiovascular health status was strongest in patients with onset age <45 years ( HR=0.47, 95% CI: 0.25-0.88). Across all age strata, the risk of cardiovascular events decreased with increasing LE8 score ( P<0.05), with the most pronounced reduction observed in patients with onset age <45 years. For every 10-point increase in LE8 score, the risk of cardiovascular events decreased by 29% in this group ( HR=0.71, 95% CI: 0.56-0.89). Restricted cubic spline analysis indicated a linear dose-response relationship between LE8 scores, their changes, and the risk of cardiovascular events ( P<0.05). Conclusions:Hypertensive patients with moderate-to-high cardiovascular health status across different ages of onset have a lower risk of cardiovascular events, with the strongest protective effect observed among younger individuals. Moreover, different patterns of change in cardiovascular health status have distinct impacts on cardiovascular events. Improvement in cardiovascular health status can reduce the risk of cardiovascular events in newly diagnosed hypertensive patients, and this protective effect is more pronounced in younger adults.
10.The effect of cumulative non-high density lipoprotein cholesterol/high density lipo-protein cholesterol exposure on atherosclerotic cardiovascular disease
Luqing LIU ; Meixiao WANG ; Shihe LIU ; Xiaoxue ZHANG ; Yixiu CHEN ; Zhihui LIU ; Shouling WU ; Yuntao WU
Chinese Journal of Arteriosclerosis 2025;33(1):58-67
Aim To investigate the effect of cumulative non-high density lipoprotein cholesterol/high density lip-oprotein cholesterol(non-HDLC/HDLC)exposure on atherosclerotic cardiovascular disease(ASCVD).Methods A prospective cohort study was conducted.A total of 50 777 employees of Kailuan Group who participated in three physical examinations in 2006-2007,2008-2009 and 2010-2011 were selected as the study subjects.Groups were divided into Q1,Q2,Q3 and Q4 according to the cumulative non-HDLC/HDLC exposure quartiles.Kaplan-Meier curve was used to calculate the cumulative incidence of ASCVD in different cumulative non-HDLC/HDLC groups,and Log-rank test was used to compare the differences among groups.Cox proportional risk model was used to analyze the effect of cumulative non-HDLC/HDLC exposure on ASCVD.Results The average follow-up was(10.19±2.21)years,and 5 003 new cases of ASCVD occurred.The cumulative incidence of ASCVD in groups Q1 to Q4 was 6.49%,8.71%,10.86%and 14.85%,respectively(Log-rank P<0.01).Multivariate Cox regression analysis showed that compared with group Q1,the HR(95%CI)of ASCVD in groups Q2,Q3 and Q4 were 1.13(1.03~1.24),1.18(1.07~1.29),1.22(1.12~1.34),respectively;the HR(95%CI)of myocardial infarction were 1.15(0.87~1.53),1.44(1.10~1.88),1.67(1.29~2.17),respectively;the HR(95%CI)of revascularization were 1.21(0.99~1.49),1.31(1.07~1.60)and 1.49(1.22~1.81),respectively;the HR(95%CI)of ischemic stroke were 1.17(1.03~1.32),1.17(1.04~1.33)and 1.21(1.06~1.37),respectively;but the above association was not found when heart failure and atrial fibrillation were used as the outcome events.The restricted cubic spline showed that cumulative non-HDLC/HDLC values were line-arly associated with the risk of ASCVD.Conclusion Cumulative non-HDLC/HDLC exposure was positively associated with the risk of ASCVD.

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