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Huo Z, Li J, Zhang S, Li L, Zhang J, Xu Y, Wang A, Chen S, Feng J, Chen Z, Wu S, Geng T, Huang Z, Gao J. Association of Life's Essential 8 with risk of incident cardiovascular disease and mortality among adults with chronic kidney disease. Am J Prev Cardiol 2025; 22:100994. [PMID: 40290416 PMCID: PMC12033946 DOI: 10.1016/j.ajpc.2025.100994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Revised: 03/27/2025] [Accepted: 04/11/2025] [Indexed: 04/30/2025] Open
Abstract
Background The American Heart Association recently released an updated algorithm for evaluating cardiovascular health (CVH), Life's Essential 8 (LE8). However, few studies have examined the association of LE8 with risk of cardiovascular disease (CVD) and mortality among individuals with chronic kidney disease (CKD). We investigated whether LE8 was associated with subsequent risk of CVD and mortality in the Chinese population of adults with CKD. Methods This prospective study included 18,716 adults (55.4 ± 14.0 years, 77.9 % men) with CKD free of CVD at baseline from the Kailuan study. A LE8 score (range 0-100 points) was constructed based on diet, physical activity, smoking, sleep duration, body mass index, blood lipids, blood glucose, and blood pressure. Incident CVD and mortality were identified by electronic health records and registers. Multivariable Cox regression models were used to compute hazard ratios (HRs) and 95 % confidence intervals (CIs). Results During a median follow-up of 14.0 and 14.4 years, 2117 cases of CVD and 4190 deaths were documented. After adjusting for potential confounders, comparing the high LE8 score (80-100 points) to the low LE8 score (<50 points), the multivariable HRs (95 % CIs) were 0.28 (0.20, 0.40) for CVD, 0.14 (0.06, 0.34) for myocardial infarction, 0.35 (0.25, 0.50) for total stroke, and 0.68 (0.56, 0.83) for all-cause mortality, respectively. Conclusions Among patients with CKD, greater adherence to CVH, as defined by LE8, was significantly associated with a lower risk of CVD and all-cause mortality.
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Affiliation(s)
- Zhenyu Huo
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
- School of Public Health, North China University of Science and Technology, Tangshan, PR China
| | - Jinfeng Li
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
| | - Shunming Zhang
- School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, PR China
| | - Liuxin Li
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
- Graduate School, North China University of Science and Technology, Tangshan, PR China
| | - Jingdi Zhang
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
- School of Public Health, North China University of Science and Technology, Tangshan, PR China
| | - Yiran Xu
- School of Public Health, North China University of Science and Technology, Tangshan, PR China
| | - Aitian Wang
- Department of Intensive Care Unit, Kailuan General Hospital, Tangshan, PR China
| | - Shuohua Chen
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
| | - Jun Feng
- Zunhua Minzu Hospital, Tangshan, PR China
| | - Zhangling Chen
- Department of Cardiology, The Second Xiangya Hospital, Central South University, Changsha, PR China
| | - Shouling Wu
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
| | - Tingting Geng
- Department of Nutrition and Food Hygiene, School of Public Health, Institute of Nutrition, Fudan University, Shanghai, PR China
| | - Zhe Huang
- Department of Cardiology, Kailuan General Hospital, Tangshan, PR China
| | - Jingli Gao
- Department of Intensive Care Unit, Kailuan General Hospital, Tangshan, PR China
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Liu Q, Zheng D, Shen X, Jin J, He Q. Association between uric acid to high-density lipoprotein cholesterol ratio and chronic kidney disease among Chinese middle-aged and older adults with abnormal glucose metabolism: a nationwide cohort study. Int Urol Nephrol 2025; 57:1297-1309. [PMID: 39623196 DOI: 10.1007/s11255-024-04308-x] [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: 09/12/2024] [Accepted: 11/22/2024] [Indexed: 03/14/2025]
Abstract
BACKGROUND Previous research has demonstrated a correlation between uric acid to high-density lipoprotein cholesterol ratio (UHR) and chronic kidney disease (CKD), yet the evidence remains unclear in individuals with abnormal glucose metabolism. The objective of this research was to investigate the correlation between UHR and the occurrence of CKD, as well as the rapid kidney function decline among individuals aged over 45 years with abnormal glucose metabolism, using data from the China Health and Retirement Longitudinal Study (CHARLS). METHODS This study employed K-means clustering to categorize individuals based on UHR control levels into four classes. Subsequently, multivariate logistic regression analyses were utilized to explore the relationships between UHR and the occurrence of CKD as well as rapid kidney function decline. To examine the potential nonlinear relationship, restricted cubic spline (RCS) analyses were employed. Subgroup analyses and various sensitivity analyses were applied to validate the reliability of the results. RESULTS This study encompassed 3902 participants, all of whom had prediabetes or diabetes. In the fully adjusted logistic regression model assessing the risk of CKD development, the odds ratios (ORs) for Class 2, Class 3, and Class 4, versus Class 1, were 1.08 (0.71 to 1.67), 1.71 (1.06 to 2.77), and 2.13 (1.02 to 4.35), respectively. For every 1 standard deviation (SD) increase in cumulative UHR exposure, there was a 32% elevation in the risk of CKD incidence (OR: 1.32, 95% CI 1.12 to 1.56). RCS curves suggested a linear association between cumulative UHR (CumUHR) and CKD occurrence, but a nonlinear association with rapid renal function progression. Subgroup analysis indicated an interaction between age and UHR on the development of CKD. The application of multiple sensitivity analyses yielded consistent outcomes, suggesting the robustness of the findings. CONCLUSION In individuals with abnormal glucose metabolism, suboptimal control of UHR signifies an elevated risk of rapid kidney function decline and the incidence of CKD in the future. Therefore, close monitoring of long-term variations in UHR can facilitate early identification of the risk for CKD development.
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Affiliation(s)
- Qi Liu
- Department of Nephrology, the First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310000, Zhejiang, China
| | - Danna Zheng
- Urology & Nephrology Center, Department of Nephrology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Xiaobo Shen
- Department of Nephrology, the First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310000, Zhejiang, China
| | - Juan Jin
- Department of Nephrology, the First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310000, Zhejiang, China.
| | - Qiang He
- Department of Nephrology, the First Affiliated Hospital of Zhejiang Chinese Medical University (Zhejiang Provincial Hospital of Chinese Medicine), Hangzhou, 310000, Zhejiang, China.
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Chen W, Tang Y, Si Y, Tu B, Xiao F, Bian X, Xu Y, Qin Y. Association of life's essential 8 with prevalence and all-cause mortality of chronic kidney disease among US adults: Results from the National Health and Nutrition Examination Survey (2015-2018). J Transl Int Med 2024; 12:581-591. [PMID: 39802445 PMCID: PMC11720932 DOI: 10.1515/jtim-2023-0119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2025] Open
Abstract
Background and Objectives The association between chronic kidney disease (CKD) and cardiovascular disease has been previously evaluated. This study aimed to evaluate the association between the American Heart Association's Life's Essential 8 (LE8) and the prevalence and all-cause mortality of CKD in a nationally representative population of adults in the US. Methods This retrospective analysis included participants from the National Health and Nutrition Examination Survey spanning 2015-2018. We used multivariable survey logistic regression model to calculate the adjusted odds ratios (AORs) of the LE8 score for the prevalence of CKD. Survey-weighted Cox proportional hazards models were used to calculate the adjusted hazards ratios (AHRs) of the LE8 score for the risk of all-cause mortality among participants with CKD. Results Of the 8907 included participants, 789 had stage 3 to 5 CKD, and 8118 were in the non-CKD group. The adjusted prevalence rate of CKD was 10.7% in the low LE8 score group, and lower in the moderate (7.9%) and high (7.7%) LE8 score groups. Compared with low LE8 scores, moderate LE8 score (adjusted odds ratio [AOR] 0.628, 95% confidence interval [CI]: 0.463 to 0.853, P = 0.004) and high LE8 scores (AOR 0.328, 95% CI: 0.142 to 0.759, P = 0.011) were associated with lower prevalence rates of CKD. A similar association was found for health factors scores. Additionally, an increase in the LE8 score was associated with a lower risk of all-cause mortality (adjusted hazard ratio [AHR] 0.702, 95% CI: 0.594 to 0.829, P < 0.001). Conclusion The results of this study suggest the association of higher LE8 and its subscale scores with a lower prevalence and all-cause mortality of CKD.
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Affiliation(s)
- Wei Chen
- Department of Nephrology, Shanghai Changhai Hospital, Shanghai200433, China
| | - Yuanjun Tang
- Department of Clinical Pharmacy, Shanghai General Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai200240, China
| | - Yachen Si
- Department of Nephrology, Shanghai Changhai Hospital, Shanghai200433, China
| | - Boxiang Tu
- Department of Military Health Statistics, Naval Medical University, Shanghai200433, China
| | | | - Xiaolu Bian
- Department of Nephrology, Shanghai Changhai Hospital, Shanghai200433, China
| | - Ying Xu
- Department of Nephrology, Shanghai Changhai Hospital, Shanghai200433, China
| | - Yingyi Qin
- Department of Military Health Statistics, Naval Medical University, Shanghai200433, China
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Bai P, Shao X, Ning X, Jiang X, Liu H, Lin Y, Hou F, Zhang Y, Zhou S, Yu P. Association between the trajectory of ideal cardiovascular health metrics and incident chronic kidney disease among 27,635 older adults in northern China-a prospective cohort study. BMC Geriatr 2024; 24:193. [PMID: 38408910 PMCID: PMC10898137 DOI: 10.1186/s12877-024-04760-5] [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: 02/14/2023] [Accepted: 01/30/2024] [Indexed: 02/28/2024] Open
Abstract
BACKGROUND There is a lack of relevant studies evaluating the long-term impact of cardiovascular health factor (CVH) metrics on chronic kidney disease (CKD). OBJECTIVE This study investigates the long-term change in CVH metrics in older people and explores the relationship between CVH metrics trajectory and CKD. METHODS In total, 27,635 older people aged over 60 from the community-based Tianjin Chronic Kidney Disease Cohort study were enrolled. The participants completed five annual physical examinations between January 01, 2014, and December 31, 2018, and a subsequent follow-up between January 01, 2019, and December 31, 2021. CVH metrics trajectories were established by the group-based trajectory model to predict CKD risk. The relationships between baseline CVH, CVH change (ΔCVH), and CKD risk were also explored by logistic regression and restricted cubic spline regression model. In addition, likelihood ratio tests were used to compare the goodness of fit of the different models. RESULTS Six distinct CVH metrics trajectories were identified among the participants: low-stable (11.19%), low-medium-stable (30.58%), medium-stable (30.54%), medium-high-decreased (5.46%), medium-high-stable (18.93%), and high-stable (3.25%). After adjustment for potential confounders, higher CVH metrics trajectory was associated with decreased risk of CKD (P for trend < 0.001). Comparing the high-stable with the low-stable group, the risk of CKD decreased by 46%. All sensitivity analyses, including adjusting for baseline CVH and removing each CVH component from the total CVH, produced consistent results. Furthermore, the likelihood ratio test revealed that the model established by the CVH trajectory fit better than the baseline CVH and Δ CVH. CONCLUSION The higher CVH metrics trajectory and improvement of CVH metrics were associated with decreased risk of CKD. This study emphasized the importance of improving CVH to achieve primary prevention of CKD in older people.
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Affiliation(s)
- Pufei Bai
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China
| | - Xian Shao
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China
| | - Xiaoqun Ning
- Special Medical Service Center, Zhujiang Hospital, Southern Medical University, No. 253, Middle Industrial Avenue, Haizhu District, Guangzhou, Guangdong, China
| | - Xi Jiang
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China
| | - Hongyan Liu
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China
| | - Yao Lin
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China
| | - Fang Hou
- Community Health Service Center, Jiefang Road, Tanggu Street, Binhai New District, Tianjin, China
| | - Yourui Zhang
- Community Health Service Center, Jiefang Road, Tanggu Street, Binhai New District, Tianjin, China
| | - Saijun Zhou
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China.
| | - Pei Yu
- NHC Key Laboratory of Hormones and Development, Tianjin Key Laboratory of Metabolic Diseases, Tianjin Institute of Endocrinology, Chu Hsien-I Memorial Hospital, Tianjin Medical University, Tianjin, 300134, China.
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Alizadeh F, Tohidi M, Hasheminia M, Hosseini-Esfahani F, Azizi F, Hadaegh F. Association of ideal cardiovascular health metrics with incident low estimated glomerular filtration rate: More than a decade follow-up in the Tehran Lipid and Glucose Study (TLGS). PLoS One 2024; 19:e0282773. [PMID: 38300917 PMCID: PMC10833558 DOI: 10.1371/journal.pone.0282773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Accepted: 02/18/2023] [Indexed: 02/03/2024] Open
Abstract
AIMS To evaluate the association between ideal cardiovascular health metrics (ICVHM) and incident low estimated glomerular filtration rate (eGFR) among the Iranian population. METHODS The study population included 6927 Iranian adults aged 20-65 years (2942 male) without prevalent low eGFR [i.e., eGFR < 60 ml/min/1.73 m2] and free of cardiovascular disease. The ICVHM was defined according to the 2010 American Heart Association. The multivariable Cox proportional hazards regression analysis was used to calculate the hazard ratios (HRs) of ICVHM both as continuous and categorical variables. RESULTS Over the median of 12.1 years of follow-up, we found 1259 incident cases of low eGFR among the study population. In this population, ideal and intermediate categories of body mass index (BMI) and blood pressure (BP) and only the ideal category of fasting plasma glucose (FPG) significantly decreased the risk of developing low eGFR; the corresponding HRs and (95% confidence intervals) were (0.87, 0.77-0.99), (0.84, 0.76-0.99), (0.79, 0.68-0.93), (0.70, 0.60-0.83) and (0.76, 0.64-0.91). Also, one additional ICVHM was associated with a reduced risk of low eGFR for the global (0.92, 0.88-0.97) and biological cardiovascular health (0.88, 0.82-0.93) in these participants. A sensitivity analysis using the interval-censoring approach demonstrated that our method is robust, and results remained essentially unchanged. In a subgroup population with dietary data (n = 2285), we did not find the beneficial impact of having intermediate/ideal categories of nutrition status compared to its poor one on incident low eGFR. CONCLUSION We found a strong inverse association between having higher global ICVHM with incident low eGFR among the non-elderly Iranian population; the issue is mainly attributable to normal BP, BMI, and FPG levels.
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Affiliation(s)
- Fatemeh Alizadeh
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Maryam Tohidi
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mitra Hasheminia
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Firoozeh Hosseini-Esfahani
- Nutrition and Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fereidoun Azizi
- Endocrine Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Farzad Hadaegh
- Prevention of Metabolic Disorders Research Center, Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Zhang Y, Ning N, Fan X, Huang R, Ye Y, He Y, Ma Y, Jin L. Age-dependent interaction between Life's Essential 8 and chronic kidney disease: A national cross-sectional analysis. Prev Med 2023; 177:107763. [PMID: 37939906 DOI: 10.1016/j.ypmed.2023.107763] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 11/02/2023] [Accepted: 11/04/2023] [Indexed: 11/10/2023]
Abstract
OBJECTIVE Chronic kidney disease (CKD), an age-related condition, is closely associated with cardiovascular disease. We aimed to examine the age-dependent interaction between Life's Essential 8 (LE8), the updated measurement of cardiovascular health (CVH), and CKD in the United States. METHODS The cross-sectional study involved 25,529 participants from National Health and Nutrition Examination Survey in 2007-2018. Multivariate logistic regressions were used to estimate the age-dependent interaction between LE8 and CKD, and restricted cubic spline regressions were used to analyze the dose-response relationships between LE8 and CKD among adults and all age subgroups. RESULTS Overall, 2934 (9.3%), 17,278 (66.2%), and 5317 (24.5%) participants had low, moderate, and high CVH, separately. After adjusting for the potential covariates, LE8 was negatively associated with CKD [odds ratio (OR) for per 1 standard deviation (SD) increase and 95%CI, 0.71 (0.67, 0.75)], with a nonlinear dose-response relationship (P for nonlinearity = 0.001). The inversed association was stronger among participants aged 65 and older (0.65 (0.59, 0.71)) compared to youngers [20-39 years, 0.63 (0.59, 0.58), 40-64 years, 0.63 (0.59, 0.58)] (P for interaction = 0.002). CONCLUSIONS CVH, as measured by the LE8 score, was negatively associated with the presence of CKD in non-linear fashions, more pronounced in participants aged 65 and older compared to younger age groups.
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Affiliation(s)
- Yuan Zhang
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Jilin, Changchun, China.
| | - Ning Ning
- Department of Biostatistics and Epidemiology, School of Public Health, China Medical University, Liaoning, Shenyang, China.
| | - Xiaoting Fan
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Jilin, Changchun, China.
| | - Rong Huang
- Department of Biostatistics and Epidemiology, School of Public Health, China Medical University, Liaoning, Shenyang, China.
| | - Yan Ye
- Department of Biostatistics and Epidemiology, School of Public Health, China Medical University, Liaoning, Shenyang, China.
| | - Yue He
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Jilin, Changchun, China.
| | - Yanan Ma
- Department of Biostatistics and Epidemiology, School of Public Health, China Medical University, Liaoning, Shenyang, China.
| | - Lina Jin
- Department of Epidemiology and Biostatistics, School of Public Health, Jilin University, Jilin, Changchun, China.
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Gao J, Liu Y, Ning N, Wang J, Li X, Wang A, Chen S, Guo L, Wu Z, Qin X, Ma Y, Wu S. Better Life's Essential 8 Is Associated With Lower Risk of Diabetic Kidney Disease: A Community-Based Study. J Am Heart Assoc 2023; 12:e029399. [PMID: 37646221 PMCID: PMC10547362 DOI: 10.1161/jaha.123.029399] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Accepted: 07/18/2023] [Indexed: 09/01/2023]
Abstract
Background Diabetic kidney disease (DKD) is a common diabetic complication and increases the complexity of diabetes management. No prospective study has focused on the association between DKD and Life's Essential 8 (LE8). Our study aims to examine the association between LE8 and DKD risk. Methods and Results A total of 7605 participants, aged 54.32±9.77 years, and 4688 participants, aged 56.11±10.38 years, were included in the longitudinal and trajectory analyses, respectively, from 2006 to 2020. The DKD was confirmed using data collected during each follow-up. LE8 was based on 4 health behaviors and 4 health factors. The range of each metric was 0 to 100, and the overall LE8 score was calculated as the unweighted average of all 8 component metric scores. The trajectories of LE8 during 2006 to 2010 were classified using latent mixture models. Cox models and restricted cubic splines were applied. After a median follow-up of 12.41 and 6.71 years in longitudinal and trajectory analyses, respectively, the DKD incidence decreased, with the LE8 level increasing (P-trend<0.05), and the linearity assumption for this relationship (P-nonlinear=0.685) had been satisfied. Adjusted hazard ratios (HRs) for the highest tertile were 0.77 (95% CI, 0.69-0.87) and 0.70 (95% CI, 0.62-0.78) in baseline and time-updated LE8 scores, respectively, compared with the lowest tertile. Adjusted HR was 0.53 (95% CI, 0.41-0.69) for the stable-high pattern compared with the stable-low pattern. Conclusions Although LE8 is an indicator of cardiovascular health, the beneficial impact of a high LE8 score is also evident in the protection of renal health among patients with diabetes.
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Affiliation(s)
- Jingli Gao
- Department of Intensive Care UnitKailuan General HospitalTangshanHebeiChina
| | - Yang Liu
- Department of Epidemiology and Biostatistics, School of Public HealthChina Medical UniversityShenyangLiaoningChina
| | - Ning Ning
- Department of Epidemiology and Biostatistics, School of Public HealthChina Medical UniversityShenyangLiaoningChina
| | - Jing Wang
- Peking University Medical Informatics Center, Peking UniversityBeijingChina
| | - Xiaolan Li
- Department of Intensive Care UnitKailuan General HospitalTangshanHebeiChina
| | - Aitian Wang
- Department of Intensive Care UnitKailuan General HospitalTangshanHebeiChina
| | - Shuohua Chen
- Department of CardiologyKailuan General HospitalTangshanHebeiChina
| | - Liang Guo
- Department of CardiologyRenmin Hospital of Wuhan UniversityWuhanHubeiChina
- Cardiovascular Research Institute of Wuhan UniversityWuhanChina
- Hubei Key Laboratory of CardiologyWuhanChina
| | - Zhaogui Wu
- Department of CardiologyTianjin Medical University, General HospitalTianjinChina
| | - Xueying Qin
- Department of Epidemiology and Biostatistics, School of Public HealthPeking UniversityBeijingChina
| | - Yanan Ma
- Department of Epidemiology and Biostatistics, School of Public HealthChina Medical UniversityShenyangLiaoningChina
| | - Shouling Wu
- Department of CardiologyKailuan General HospitalTangshanHebeiChina
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