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.
3.A cohort study on cumulative atherogenic index of plasma for predicting the risk of developing new-onset non-alcoholic fatty liver disease in a population of young and middle-aged individuals
Zhenhong GAO ; Qi QI ; Wansong LI ; Xinyu WU ; Quanle HAN ; Lei LI ; Yue JIANG ; Ruojie WU ; Shouling WU ; Kangbo LI
Journal of Clinical Hepatology 2025;41(11):2278-2285
ObjectiveTo investigate the association between cumulative atherogenic index of plasma (cumAIP) and the risk of new-onset nonalcoholic fatty liver disease (NAFLD) in young and middle-aged individuals. MethodsA prospective cohort study was conducted among the young and middle-aged individuals (aged 18 to <60 years) in the Kailuan study cohort who underwent physical examination in Kailuan General Hospital and its 10 affiliated hospitals in June 2006 to October 2010, and after screening based on the inclusion and exclusion criteria, 33 987 individuals were included in the observation cohort. The individuals were divided into Q1, Q2, Q3, and Q4 groups based on the quantiles of cumAIP. The Kaplan-Meier method was used to calculate the cumulative incidence rate of new-onset NAFLD in the four groups, while the log-rank test was used for comparison between groups. A multivariate Cox regression analysis was used to obtain the hazard ratio (HR) and 95% confidence interval (CI) of the risk of new-onset NAFLD in the four groups. A one-way analysis of variance was used for comparison of normally distributed continuous data between multiple groups, and the Kruskal-Wallis H test was used for comparison of non-normally distributed continuous data between multiple groups; the chi-square test was used for comparison of categorical variables between groups. ResultsThe mean follow-up was 10.89±2.54 years, and there were 6 011 cases of new-onset NAFLD, including 995 cases in the Q1 group, 1 366 in the Q2 group, 1661 in the Q3 group, and 1 989 in the Q4 group, with an incidence density of 11.37, 16.02, 19.97, and 24.91 per thousand person-years. The log-rank test showed that there was a significant difference in cumulative incidence rate between the four groups (P<0.001). With the presence or absence of NAFLD as the dependent variable and the quantiles of different exposure levels to cumAIP as the independent variable, the multivariate Cox regression model analysis showed that compared with the Q1 group, the Q2, Q3, and Q4 groups had an HR of 1.30 (95%CI: 1.20 — 1.41), 1.52 (95%CI: 1.41 — 1.65), and 1.79 (95%CI: 1.64 — 1.95), respectively, for new-onset NAFLD, with a Ptrend value of <0.001. With the presence or absence of new-onset NAFLD as the dependent variable and the cumulative exposure to AIP for 0, 2, 4, and 6 years as the independent variable, the Cox regression analysis showed that compared with cumulative exposure to AIP for 0 years, cumulative exposure to AIP for 2, 4, and 6 years had an HR of 1.24 (95%CI: 1.15 — 1.35), 1.51 (95%CI: 1.40 — 1.64), and 1.70 (95%CI: 1.56 — 1.84), respectively, with a Ptrend value of <0.001. A sensitivity analysis was performed after exclusion of the individuals with new-onset NAFLD within 2 years, the individuals who experienced atherosclerotic cardiovascular disease events during follow-up, and the individuals taking antihypertensive, hypoglycemic, and lipid-lowering drugs, and the results were similar to those of the main analysis. Considering the competitive relationship between all-cause death and outcome events, a competing risk analysis of death was performed, which showed that the results of risk analysis were similar to those of the main analysis. ConclusionA high level of cumAIP exposure can increase the risk of new-onset NAFLD in young and middle-aged individuals.
4.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.
5.Association between dipstick hematuria and chronic kidney disease in patients with diabetes mellitus
Zhihui GUO ; Qiuyun LI ; Shouling WU
Chinese Journal of Diabetes 2024;32(11):834-838
Objective To investigate the association between dipstick hematuria and chronic kidney disease(CKD)in patients with diabetes mellitus(DM).Methods DM patients who underwent the first health examination among the working and retired employees of Kailuan General Hospital and 11 affiliated hospitals in Tangshan City,Hebei Province from 2006 to 2007 were included as the study objects.Test dipstick hematuria is defined by the level of urine occult blood on the test paper:negative dipstick hematuria(NH)<10 erythrocytes/μl,moderate dipstick hematuria(MH)trace~1+(10~49 erythrocytes/μl),severe dipstick hematuria(SH)2+~3+(≥50 erythrocytes/μl).CKD is diagnosed based on eGFR and urinary protein levels.Logistic regression model was used to analyze the association between paper hematuria and CKD in DM patients.Results A total of 8958 DM patients were included,including 2390 patients(26.68%)in the CKD group and 6568 patients(73.32%)in the DM group.The detection rates of moderate dipstick hematuria and severe dipstick hematuria in CKD group were 9.00%and 4.64%,respectively,higher than those in DM group(7.20%and 2.33%).The risk of CKD in MH and SH patients was 1.560(95%CI 1.260~1.940)and 3.080(95%CI 2.220~4.270)times that in NH patients,respectively.The odds ratios were 1.960(95%CI 1.530~2.510)and 3.430(95%CI 2.270~5.200)in males and 0.910(95%CI 0.580~1.430)and 2.760(95%CI 1.570~4.880)in females.The odds ratios were 1.650(95%CI 1.150~2.350)and 4.070(95%CI 2.240~7.400)in patients aged≥60 years,and 1.550(95%CI 1.170~2.040)and 2.860(95%CI 1.920~4.240)in patients aged<60 years.Conclusions Dipstick hematuria is a risk factor for CKD in DM patients.The association between dipstick hematuria and CKD in DM patients is not only independent of traditional risk factors,but also affected by age and gender.
6.Association of Trajectories of Atherogenic Index of Plasma With Atherosclerotic Cardiovascular Disease
Shihe LIU ; Qian LIU ; Xu HAN ; Hongmin LIU ; Haiyan ZHAO ; Shuohua CHEN ; Shouling WU ; Yuntao WU
Chinese Circulation Journal 2024;39(7):676-681
Objectives:To investigate the association of trajectories of atherogenic index of plasma(AIP)with the risk of atherosclerotic cardiovascular disease(ASCVD). Methods:A total of 51 831 employees and retirees who participated in Kailuan Group health examination for three consecutive times from 2006 to 2010 were included in this study.AIP was calculated using the log(triglycerides[TG]/high-density lipoprotein-cholesterol[HDL-C])formula.AIP trajectory models were fitted by the SAS Proc Traj program,and according to AIP trajectory,the subjects were divided into low stability group(n=11 114),low to moderate stability group(n=21 647),medium to high stability group(n=13 659),and high stability group(n=5 411).Kaplan-Meier method was used to calculate the cumulative incidence of ASCVD in different groups and compared by log-rank test.Cox proportional risk regression model was used to analyze the effects of different AIP trajectories on ASCVD risk. Results:Finally,51 831 patients were included in the analysis.During a mean follow-up of(10.19±2.22)years,5 142(9.92%)subjects developed ASCVD,4 013(7.74%)subjects died.Cox regression analysis after adjusting for confounding factors showed:compared with the low stability group,the risk of ASCVD increased by 13%(HR=1.13,95%CI:1.04-1.23,P=0.003)and 20%(HR=1.20,95%CI:1.10-1.31,P<0.001)and 41%(HR=1.41,95%CI:1.27-1.57,P<0.001)in the low to moderate stability group,moderate to high stability group and high stability group,respectively,and the risk increased gradually(Ptrend<0.001).Stratified analysis showed that the risk of ASCVD in people aged<65 years and low-density lipoprotein cholesterol(LDL-C)<3.4 mmol/L with long-term high levels of AIP was higher than that in people aged≥65 years and LDL-C≥3.4 mmol/L(both Pinteraction<0.01). Conclusions:In Kailuan Study cohort,those with long-term high levels of AIP had a higher risk of ASCVD,and the risk gradually increased.In addition,we found that the risk of ASCVD in people with long-term high levels of AIP was higher in<65 years old than in≥65 years old,and the risk of ASCVD in people with LDL-C<3.4 mmol/L was higher than that in people with LDL-C≥3.4 mmol/L.
7.Effect of Estimated Pulse Wave Velocity on New-onset Diabetes
Chunpeng JI ; Bing HAN ; Shuo WANG ; Jing MU ; Shouling WU ; Guodong WANG
Chinese Circulation Journal 2024;39(10):1016-1021
Objectives:To evaluate the association between estimated pulse wave velocity(ePWV)and risk of new-onset diabetes. Methods:A total of 82 440 employees without prior diabetes who participated in the health examination from July 2006 to October 2007 were selected as the observation cohort,participants were followed-up for a mean of(13.19±3.73)years.The study population was divided into four groups according to the ePWV quartiles:group Q1(ePWV<12.35 m/s,n=20 610),group Q2(12.35 m/s≤ePWV<13.74 m/s,n=20 610),group Q3(13.74 m/s≤ePWV<15.16 m/s,n=20 611),and group Q4(ePWV≥15.16 m/s,n=20 609).ROC curve was used to analyze the predictive value of ePWV for new-onset diabetes.The incidence density of diabetes in each group was calculated.After adjustment for the traditional cardiovascular risk factors(including sex,smoking,drinking,exercise,education level,family history of cardiovascular disease,history of myocardial infarction,history of stroke,body mass index,total cholesterol,fasting blood glucose,uric acid and high-sensitivity C-reactive protein),multivariate Cox regression models were used to evaluate the association between ePWV and risk of new-onset diabetes. Results:The area under the ROC curve of ePWV was 0.60 in the prediction of new-onset diabetes,and the optimal cut-offvalue was 12.78 m/s.With the increase of ePWV quartile,the incidence density of diabetes showed an increasing trend,which was 5.84/1 000 person years,12.04/1 000 person years,15.70/1 000 person years and 16.87/1 000 person years,respectively.After adjusting for the traditional cardiovascular risk factors,the risk of new onset diabetes increased by 9%(HR=1.09,95%CI:1.08-1.11,P<0.01)for each 1 m/s increase in ePWV.Subgroup analysis showed that higher ePWV was significantly associated with increased risk of new-onset diabetes regardless of presence or absence of cardiovascular risk factors,male or female,and age<51 years or age≥51 years,with the HR(95%CI)values of 1.07(1.05-1.08)and 1.21(1.08-1.36),1.07(1.06-1.09)and 1.17(1.15-1.20),1.22(1.19-1.24)and 1.06(1.04-1.07). Conclusions:ePWV has a certain predictive value for new-onset diabetes and is an independent risk factor for new-onset diabetes.
8.Association Between Normal-weight Central Obesity With New-onset Cardiovascular Disease and All-cause Mortality
Zhanying MA ; Jierui WANG ; Haicheng SONG ; Fan YANG ; Jiaoyan LI ; Mingzhu ZHAO ; Lizhi CHEN ; Lina LI ; Wenfang YANG ; Shuohua CHEN ; Shouling WU ; Liufu CUI
Chinese Circulation Journal 2024;39(11):1110-1116
Objectives:To investigate the association between normal-weight central obesity with new-onset cardiovascular disease and all-cause mortality risk. Methods:A prospective cohort study was conducted,selecting a total of 93885 participants from the Kailuan Study who had their first physical examination in 2006-2007.According to waist circumference (central obesity:male waist circumference ≥90 cm,female waist circumference ≥85 cm;no central obesity:male waist circumference<90 cm,female waist circumference<85 cm) and body mass index (BMI,normal weight:18.5 kg/m2≤BMI<24.0 kg/m2;overweight/obesity:BMI ≥24.0 kg/m2),the participants were divided into 4 groups:normal weight no central obesity group (G1 group),normal weight central obesity group (G2 group),overweight/obesity no central obesity group (G3 group) and overweight/central obesity group (G4 group);Using the Kaplan-Meier method,the cumulative incidence of new-onset cardiovascular diseases (including hemorrhagic stroke,ischemic stroke and myocardial infarction) and all-cause mortality in different groups was calculated,and the Log-rank test was used for intergroup comparisons.Furthermore,the associations between the different groups and the risk of new-onset cardiovascular diseases and all-cause mortality were analyzed using the multivariate Cox proportional hazard regression model. Results:After a median follow-up of 14.97 (14.55,15.17) years,the cumulative incidence of new-onset cardiovascular diseases in G1 group,G2 group,G3 group and G4 group was 7.62%,10.84%,8.67%,12.91% respectively (log-rank P<0.05) and the cumulative incidence of all-cause mortality was 12.83%,19.72%,10.65%,16.33% respectively (log-rank P<0.01).After adjusting for confounding factors,Cox regression analysis showed that the HR (95%CI) of new-onset cardiovascular diseases in G2 group,G3 group and G4 group were 1.14 (1.04-1.25),1.07 (1.01-1.14),1.27 (1.21-1.34),respectively compared with G1 group (all P<0.05).The HR (95%CI) of all-cause mortality were 1.06 (1.00-1.14),0.90 (0.85-0.95),0.97 (0.93-1.01) compared with G1 group,and P values were 0.07,<0.01,0.15,respectively.The results of sensitivity analysis were consistent with the above major studies after excluding overweight/obesity and cancer participants during follow-up. Conclusions:Normal-weight central obesity increases the risk of new-onset cardiovascular diseases and all-cause mortality.
9.A study on the association between exposure of uric acid accumulation and risks of acute pancreatitis
A'fang SU ; Guangjian LI ; Yunshui ZHANG ; Xiujuan ZHAO ; Shouling WU ; Xiaozhong JIANG
The Journal of Practical Medicine 2024;40(14):2009-2014
Objective To investigate the correlation between exposure of uric acid accumulation and the risks of acute pancreatitis(AP)in the population in Kailuan Group.Methods A prospective study was performed based on thesubjects receiving annual physical examination during 2006 to 2010 in Kailuan Group.All of them had no AP history but had complete data on UA.The starting point of follow-up was when the subjects completed the health examination in 2010,and the end point was new AP events,deaths or the end of follow-up(2021-12-31).Exposure of uric acid accumulation(cumUA)was calculated according to the average values of uric acid measured in each two consecutive physical examinations and the intervalbetween these two consecutive physical examinations.The cumulative incidences of AP indifferent subgroups(determined by the quartile of cumUA)were described using Kaplan-Meier product limit-method and compared by log-rank test.Multivariate Cox proportional hazards regression model was used to analyze the impacts of different cumUA subgroups on new occurrence of AP events.Results A total of 55,799 subjects were included in this study.The subjects were divided into four groups according to the quartile of cumUA.Sex ratio,average age,BMI,systolic blood pressure(SBP),diastolic blood pressure(DBP),FPG,TC,TG,LDL-C,HDL-C,smoking,alcohol consumption,education≥9 years,physical exercise,history of hypertension,and history of cholelithiasis differed significantly among the groups(P<0.05),there was no difference in diabetes history among the 4 groups(P=0.30).153 patients developed AP during an average follow-up of(10.52±1.75)years,the incidence rates were 1.65,2.76,2.13 and 3.96 per 10 000 person-year in the Q1,Q2,Q3and Q4,respectively(P<0.01).After adjusting sex,age,TC,TG,eGFR,smoking,alcohol consumption,education,physical activity,and history of hypertension,diabetes,or cholelithiasis,Multivariate analysis showed a significantly increased risk in Q4(HR=1.77,95%CI:1.07~2.92)as comparing with Q1.After excluding deaths during the follow-up period,Multivariate Cox regression analysis was performed again in Q4 HR=1.75(95%CI:1.04~2.95).Conclusions With the increase of cumUA exposure,both morbidity and risk of AP occur-rence have the tendency of rising.
10.Intensive blood pressure control on arterial stiffness among older patients with hypertension
Shuyuan ZHANG ; Yixuan ZHONG ; Shouling WU ; Hailei WU ; Jun CAI ; Weili ZHANG
Chinese Medical Journal 2024;137(9):1078-1087
Background::Arterial stiffening increases with age and blood pressure and is associated with cardiovascular disease (CVD), but the relationship between blood pressure lowering and arterial stiffening is still uncertain, especially in older people. This study aimed to evaluate the effect of intensive blood pressure treatment on the progression of arterial stiffness and risk of CVD in older patients with hypertension.Methods::The Strategy of Blood Pressure Intervention in the Elderly Hypertensive Patients (STEP) trial was a multicenter, randomized, controlled trial performed at 42 clinical centers throughout China, and 8511 patients aged 60–80 years with essential hypertension were enrolled and randomly assigned to systolic blood pressure (SBP) target of 110 mmHg to <130 mmHg (intensive treatment) or 130 mmHg to <150 mmHg (standard treatment). Patients underwent repeated examinations of the brachial-ankle pulse wave velocity (baPWV) and ankle-brachial index (ABI) at baseline, and the arterial stiffness was evaluated at the 3-year follow-up. A total of 5339 patients who had twice repeated measurements were included in this study. Changes in arterial stiffness between the intensive and standard treatment groups were analyzed using a multivariate linear regression model. The Cox proportional hazard regression model was used to evaluate the effect of intensive treatment on primary CVD outcomes.Results::The changes in baPWV were 61.5 cm/s (95% confidence interval [CI]: 49.8–73.2 cm/s) in the intensive treatment group and 98.4 cm/s (95% CI: 86.7–110.1 cm/s) in the standard treatment group ( P <0.001). Intensive treatment significantly delayed the progression of arterial stiffness, with an annual change of 23.1 cm·s –1·year –1vs. 36.7 cm·s –1·year -1 of baPWV in the intensive and standard treatment groups, respectively. During a median follow-up period of 3.36 years, primary CVD outcomes occurred in 77 (2.9%) patients in the intensive treatment group compared with 93 (3.5%) in the standard treatment group. Intensive treatment resulted in a significantly lower CVD risk in patients aged 70–80 years or with SBP <140 mmHg. Conclusion::Intensive blood pressure control with an SBP target of 110 mmHg to <130 mmHg could delay the progression of arterial stiffness and reduce the risk of CVD in older patients with hypertension.Clinical trial registration::http://www.clinicaltrials.gov; No. NCT03015311.

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