1
|
Chen L, Miao X, Wang M, Gao F, Pazo EE, Hu L, Chen C, Shi Y, Zhu X, Li X, Liu J. An Exploration of Alanine Aminotransferase (ALT) and Aspartate Aminotransferase (AST) Platelet Ratio Index (APRI) Scores with Dysglycemia and Diabetic Retinopathy: The Beichen Eye Study. Diabetes Metab Syndr Obes 2025; 18:847-858. [PMID: 40161286 PMCID: PMC11951926 DOI: 10.2147/dmso.s502129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Accepted: 03/12/2025] [Indexed: 04/02/2025] Open
Abstract
Background and Purpose Liver metabolism is closely linked to glucose levels. Studies have shown that the aspartate aminotransferase to platelet ratio index (APRI), as a marker of liver fibrosis, is associated with type 2 diabetes mellitus (T2DM). However, the existing evidence remains insufficient to establish this association definitively. Furthermore, no prior studies have investigated the potential relationship between APRI and diabetic retinopathy (DR). This study aimed to investigate the association of alanine aminotransferase (ALT) and aspartate aminotransferase (AST) to platelet ratio index (APRI) scores with dysglycemia and DR. Methods This cross-sectional study analyzed data from 5828 participants aged 50 and older. All participants underwent laboratory blood tests, ophthalmological examinations, and interviews using questionnaires. Multiple linear regression models and receiver operating characteristic (ROC) curves explored the association between ALT and AST APRI scores and dysglycemia. Binary logistic regression was used to analyze the association between ALT and AST APRI scores and DR. Analyses were conducted for males and females separately to examine sex-specific effects. Results In the multiple linear regression models, ALT and AST APRI scores were associated with fasting blood glucose after adjusting various potential confounders in the whole population or subgroup analysis (all P <0.05). ALT APRI score was superior to AST APRI score in the discrimination of hyperglycemic participants. In the univariate analysis, the ALT and AST APRI scores were associated with DR in the female participants with diabetes (P = 0.043, P=0.022). However, binary logistic regression models found no evident significant association between the ALT and AST APRI scores and DR in the female participants with diabetes (all P>0.05). Conclusion ALT and AST APRI scores are potential markers for the diagnosis of hyperglycemia, and ALT APRI score is superior to AST APRI score. ALT and AST APRI scores are not independent risk factors for DR.
Collapse
Affiliation(s)
- Limei Chen
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Xiaoxia Miao
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Manqiao Wang
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Fei Gao
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Emmanuel Eric Pazo
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Liying Hu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Chen Chen
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Yu Shi
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Xiuqing Zhu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Xiaorong Li
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| | - Juping Liu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, People’s Republic of China
| |
Collapse
|
2
|
He S, Wang C, Huang X, Jian G, Lu Z, Jiang K, Xie G, Sheng G, Zou Y. Analyzing the impact of glycemic metabolic status on cardiovascular mortality and all-cause mortality related to the estimated glucose disposal rate: a nationwide cohort study. Front Endocrinol (Lausanne) 2025; 15:1494820. [PMID: 39906035 PMCID: PMC11790456 DOI: 10.3389/fendo.2024.1494820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Accepted: 12/31/2024] [Indexed: 02/06/2025] Open
Abstract
Objective The Estimated Glucose Disposal Rate (eGDR) serves as a surrogate marker for insulin resistance, with numerous studies highlighting its significant prognostic value. This paper aims to analyze the impact of eGDR on cardiovascular and all-cause mortality across different glycemic metabolic statuses, including normal fasting glucose (NFG), prediabetes, and diabetes. Methods This study included 46,016 American adults who underwent health examinations as part of the National Health and Nutrition Examination Survey from 1999 to 2018. Multivariable Cox regression was employed to explore the relationships between eGDR and mortality rates under varying glycemic states. Additionally, Kaplan-Meier curves were used to compare the cumulative incidence of cardiovascular and all-cause mortality across different metabolic statuses. Finally, the predictive value of eGDR for mortality was assessed using receiver operating characteristic curves. Results During an average follow-up of 115 months, a total of 6,906 (15.01%) participants experienced all-cause mortality, with 1,798 (3.91%) deaths attributed to cardiovascular causes. Kaplan-Meier analysis revealed that higher eGDR levels were associated with gradually reduced mortality rates. After adjusting for confounders, elevated eGDR levels were protective against both cardiovascular and all-cause mortality; the protective effect was notably stronger for cardiovascular mortality [Cardiovascular mortality hazard ratio: 0.92; All-cause mortality hazard ratio: 0.94]. Further interaction tests indicated that glycemic status significantly modified the protective effect of eGDR (P-interaction<0.0001); specifically, high eGDR conferred stronger protection against cardiovascular and all-cause mortality in individuals with NFG and prediabetes compared to those with diabetes. Receiver operating characteristic analysis suggested that eGDR had superior predictive value for mortality in the NFG and prediabetic populations compared to the diabetic group. Conclusion eGDR is a straightforward surrogate for insulin resistance, acting as a protective factor against cardiovascular and all-cause mortality in American adults, with glycemic status modifying this protective effect. Specifically, high eGDR levels offer stronger protection in individuals with NFG and prediabetes compared to those with diabetes; moreover, eGDR appears to be more suitable for predicting mortality events in the NFG and prediabetic populations.
Collapse
Affiliation(s)
- Shiming He
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Chao Wang
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Xin Huang
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Guoan Jian
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Zihao Lu
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Kun Jiang
- Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, China
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Guobo Xie
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Guotai Sheng
- Jiangxi Provincial Geriatric Hospital, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| | - Yang Zou
- Jiangxi Cardiovascular Research Institute, Jiangxi Provincial People’s Hospital, The First Affiliated Hospital of Nanchang Medical College, Nanchang, Jiangxi, China
| |
Collapse
|
3
|
Lin T, Zhao Y, Yang Q, Wang W, Jiang X, Qiu Y. Association between blood lipids and diabetes mellitus in older Chinese adults aged 65 years or older: a cross-sectional analysis of residents' electronic health records. Lipids Health Dis 2024; 23:167. [PMID: 38835037 PMCID: PMC11149314 DOI: 10.1186/s12944-024-02160-7] [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: 03/04/2024] [Accepted: 05/24/2024] [Indexed: 06/06/2024] Open
Abstract
AIM This study aimed to investigate how blood lipids are associated with diabetes among older Chinese adults. METHODS 3,268,928 older Chinese adults without known diabetes were included. Logistic regression and restricted cubic spline (RCS) models were conducted to study associations between blood lipids (total cholesterol [TC], triglycerides [TG], low-density lipoprotein cholesterol [LDL-C], and high-density lipoprotein cholesterol [HDL-C]) and diabetes. RESULTS 202,832 diabetes cases were included. Compared with the lowest quintiles, TC, TG, and LDL-C in the highest quintiles showed a higher diabetes prevalence risk and HDL-C presented a lower risk in multivariate-adjusted logistic regression models. Odds ratios (ORs) and 95% confidence intervals (95% CIs) for the highest quintiles of TC, TG, and HDL-C were 1.39 (1.37-1.41), 2.56 (2.52-2.60), and 0.73 (0.72-0.74), respectively. For LDL-C, 3-5% lower risk was found in the second and third quintiles, and 4-23% higher risk was found in the fourth and fifth quintiles. RCS curves showed a non-linear relationship between each blood lipid parameters and diabetes (P-non-linear < 0.001). TG and HDL-C curves presented monotonically increasing and L-shaped patterns, respectively, whereas TC and LDL-C curves exhibited a J-shaped pattern. When TC < 4.04 mmol/L or LDL-C < 2.33 mmol/L, ORs of diabetes increased with the decrease of corresponding indexes. However, after excluding participants with lower LDL-C, the J-shaped association with TC disappeared. CONCLUSIONS This study demonstrates non-linear associations between lipids and diabetes. Low cholesterol levels are associated with a high risk of diabetes. The cholesterol paradox should be considered during lipid-lowering treatments.
Collapse
Affiliation(s)
- Tianxiang Lin
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China
| | - Yanrong Zhao
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China
| | - Qing Yang
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China
| | - Wei Wang
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China
| | - Xuewen Jiang
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China
| | - Yinwei Qiu
- Zhejiang Provincial Center for Disease Control and Prevention, Dept. of Public Health Surveillance & Advisory, No.3399. Binsheng Road, Binjiang district, Hangzhou, 310051, PR China.
| |
Collapse
|
4
|
Zhuang Y, Qiu L, Han D, Qiao Z, Wang F, Jiang Q, An Q, Li Y, Shangguan J, Bi X, Shen D. The association between triglyceride-glucose index and related parameters and risk of cardiovascular disease in American adults under different glucose metabolic states. Diabetol Metab Syndr 2024; 16:102. [PMID: 38760860 PMCID: PMC11100199 DOI: 10.1186/s13098-024-01340-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2024] [Accepted: 04/29/2024] [Indexed: 05/19/2024] Open
Abstract
BACKGROUND Cardiovascular disease (CVD) encompasses an array of cardiac and vascular disorders, posing a significant threat to global health. It remains unclear whether there exists an association between triglyceride-glucose index (TyG) and its derived indices and the incidence of cardiovascular disease, and in particular, the strength of the association in populations with different glucose metabolisms is not known. METHODS Data extracted from the National Health and Nutrition Examination Survey (NHANES) covering the period from 1999 to 2020, involving a cohort of 14,545 participants, were leveraged for the analysis. Statistical assessments were executed utilizing R software, employing multivariable logistic regression models to scrutinize the correlation between TyG and its associated parameters with the incidence of cardiovascular disease across diverse glucose metabolism categories. Interaction analyses and restricted cubic splines were applied to evaluate potential heterogeneity in associations and investigate the link between TyG and its derivatives with the occurrence of cardiovascular disease. Furthermore, receiver operating characteristic curves were constructed to evaluate the extent of variability in the predictive performance of TyG and its derived parameters for cardiovascular disease across distinct glucose metabolic statuses. RESULTS This study found that TyG and its related parameters were differentially associated with the occurrence of cardiovascular disease in different glucose metabolic states. Curvilinear correlations were found between TyG in the IFG population and TyG-WC, TyG-BMI, and TyG-WHtR in the impaired glucose tolerance (IGT) population with the occurrence of cardiovascular disease. In addition, the introduction of TyG and its derived parameters into the classical Framingham cardiovascular risk model improved the predictive performance in different glucose metabolism populations. Among them, the introduction of TyG-WHtR in the normal glucose tolerance (NGT), impaired fasting glucose (IFG), IFG & IGT and diabetes groups and TyG in the IGT group maximized the predictive power. CONCLUSIONS The findings provide new insights into the relationship between the TyG index and its derived parameters in different glucose metabolic states and the risk of cardiovascular disease, offering important reference value for future clinical practice and research. The study highlights the potential for improved risk stratification and prevention strategies based on TyG and its derived parameters.
Collapse
Affiliation(s)
- Yuansong Zhuang
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Liliang Qiu
- Department of Respiratory Medicine, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Dongjian Han
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Zhentao Qiao
- Department of Vascular and Endovascular Surgery, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Fuhang Wang
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Qingjiao Jiang
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Quanxu An
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Yuhang Li
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Jiahong Shangguan
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Xuanye Bi
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China
| | - Deliang Shen
- Cardiology Department, First Affiliated Hospital of Zhengzhou University, Henan, China.
| |
Collapse
|
5
|
Jing J, Li J, Yan N, Li N, Liu X, Li X, Zhang J, Wang Q, Yang C, Qiu J, Liu X, Wang F, Zhao Y, Zhang Y. Increased TG Levels and HOMA-IR Score Are Associated With a High Risk of Prediabetes: A Prospective Study. Asia Pac J Public Health 2023; 35:413-419. [PMID: 37551032 DOI: 10.1177/10105395231191688] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/09/2023]
Abstract
This study aimed to determine the association of blood lipid and insulin levels with the development of prediabetes. In this prospective cohort study, we collected and analyzed data related to demographic characteristics, lipid profiles, and insulin parameters at baseline (2008-2012) and at follow-up (2019-2020). A total of 1205 participants were included. The study found that maintained or elevated Homeostatic Model Assessment for Insulin Resistance (HOMO-IR) score and elevated triglyceride (TG) levels from baseline to follow-up were associated with an increased risk of prediabetes. However, the interaction between blood lipids and insulin had no significant effect on the risk of prediabetes. Our findings indicate that elevated TG or HOMA-IR levels are associated with an increased risk of prediabetes. These findings emphasize the need to formulate initiatives that can help reduce dyslipidemia to prevent the onset of prediabetes and diabetes.
Collapse
Affiliation(s)
- Jinyun Jing
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Juan Li
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Ni Yan
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Nan Li
- Ningxia Center for Disease Control and Prevention, Yinchuan, China
| | - Xiaowei Liu
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Xiaoxia Li
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
- Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, Ningxia China
| | - Jiaxing Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Qingan Wang
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Chan Yang
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
- Department of Community Nursing, School of Nursing, Ningxia Medical University, Yinchuan, Ningxia, China
| | - Jiangwei Qiu
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
| | - Xiuying Liu
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
- Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, Ningxia China
| | - Faxuan Wang
- Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, Ningxia China
- Department of Occupational and Environmental Hygiene, School of Public Health, Ningxia Medical University, Yinchuan, Ningxia, China
| | - Yi Zhao
- Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, Ningxia China
- Department of Nutrition and Food Hygiene, School of Public Health, Ningxia Medical University, Yinchuan, Ningxia, China
| | - Yuhong Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Ningxia Medical University, Yinchuan, China
- Key Laboratory of Environmental Factors and Chronic Disease Control, Ningxia Medical University, Yinchuan, Ningxia China
| |
Collapse
|
6
|
Zhu B, Wang W, Li M, Peng S, Tan X. Analysis of blood lipid changes and influencing factors in physical examination population of a city in central China. Front Cardiovasc Med 2022; 9:996148. [PMID: 36426233 PMCID: PMC9680951 DOI: 10.3389/fcvm.2022.996148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2022] [Accepted: 10/04/2022] [Indexed: 11/03/2023] Open
Abstract
Purpose The prevalence of cardiovascular diseases (CVDs) associated with lipid levels is increasing worldwide. Our purpose is to analyze the distribution level and influencing factors of lipid in the whole population and to put forward suggestions for preventing abnormal lipid levels. Methods The study was based on a sample of 91,480 Chinese who participated in a nationwide physical examination program in Wuhan, a midland city in China, in 2018. The distribution of blood lipid in the population was observed using average, and the relationship between the influencing factors and blood lipid level was observed by quantile regression (QR). Results A total of 91,480 people were evaluated in this study, among which 59,165 (64.68%) were female with a mean age of 51.71 ± 10.82 years. QR results showed that different physical examination indexes had different effects on lipid levels. Fasting plasma glucose (FBG) has the largest QR coefficient and BMI had positive effects on total cholesterol (TC), triglyceride (TG), and low-density lipoprotein cholesterol (LDL-C). In males, age has a positive influence on TC, LDL-C, and high-density lipoprotein cholesterol (HDL-C), while in females, age has a positive influence on all four indexes. Conclusion We found that the TC and LDL-C levels of females were more susceptible to age than males, and the lipid levels of older females were higher than males. BMI has a greater effect on lipid levels in males than in females. Regardless of gender should pay attention to dyslipidemia caused by diabetes and abnormal liver function.
Collapse
Affiliation(s)
- Boya Zhu
- School of Public Health, Wuhan University, Wuhan, China
| | - Wenjing Wang
- School of Public Health, Wuhan University, Wuhan, China
| | - Mengying Li
- School of Nursing, Hubei University of Chinese Medicine, Wuhan, China
| | - Shuzhen Peng
- Department of Physical Examination, Huangpi District People’s Hospital, Wuhan, China
| | - Xiaodong Tan
- School of Public Health, Wuhan University, Wuhan, China
| |
Collapse
|
7
|
Yu W, Zhou G, Fan B, Gao C, Li C, Wei M, Lv J, He L, Feng G, Zhang T. Temporal sequence of blood lipids and insulin resistance in perimenopausal women: the study of women's health across the nation. BMJ Open Diabetes Res Care 2022; 10:e002653. [PMID: 35351687 PMCID: PMC8966521 DOI: 10.1136/bmjdrc-2021-002653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 03/13/2022] [Indexed: 11/05/2022] Open
Abstract
INTRODUCTION To explore the temporal relationship between blood lipids and insulin resistance in perimenopausal women. RESEARCH DESIGN AND METHODS The longitudinal cohort consisted of 1386 women (mean age 46.4 years at baseline) in the Study of Women's Health Across the Nation. Exploratory factor analysis was used to identify appropriate latent factors of lipids (total cholesterol (TC); triglyceride (TG); high-density lipoprotein cholesterol (HDL-C); low-density lipoprotein cholesterol (LDL-C); lipoprotein A-I (LpA-I); apolipoprotein A-I (ApoA-I); apolipoprotein B (ApoB)). Cross-lagged path analysis was used to explore the temporal sequence of blood lipids and homeostasis model assessment of insulin resistance (HOMA-IR). RESULTS Three latent lipid factors were defined as: the TG factor, the cholesterol transport factor (CT), including TC, LDL-C, and ApoB; the reverse cholesterol transport factor (RCT), including HDL-C, LpA-I, and ApoA-I. The cumulative variance contribution rate of the three factors was 86.3%. The synchronous correlations between baseline TG, RCT, CT, and baseline HOMA-IR were 0.284, -0.174, and 0.112 (p<0.05 for all). After adjusting for age, race, smoking, drinking, body mass index, and follow-up years, the path coefficients of TG→HOMA-IR (0.073, p=0.004), and HOMA-IR→TG (0.057, p=0.006) suggested a bidirectional relationship between TG and HOMA-IR. The path coefficients of RCT→HOMA-IR (-0.091, P < 0.001) and HOMA-IR→RCT (-0.058, p=0.002) were also significant, but the path coefficients of CT→HOMA-IR (0.031, p=0.206) and HOMA-IR→CT (-0.028, p=0.113) were not. The sensitivity analyses showed consistent results. CONCLUSIONS These findings provide evidence that TG and the reverse cholesterol transport-related lipids are related with insulin resistance bidirectionally, while there is no temporal relationship between the cholesterol transport factor and insulin resistance.
Collapse
Affiliation(s)
- Wenhao Yu
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Guangshuai Zhou
- Department of Human Resources, Zibo Central Hospital, Zibo, Shandong, China
| | - Bingbing Fan
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Chaonan Gao
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Chunxia Li
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Mengke Wei
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Jiali Lv
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Li He
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| | - Guoshuang Feng
- Big Data and Engineering Research Center, Beijing Children's Hospital Capital Medical University, Beijing, China
| | - Tao Zhang
- Department of Biostatistics, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China
| |
Collapse
|
8
|
Kang SY, Kim YS. Relationships between fasting glucose levels, lifestyle factors, and metabolic parameters in Korean adults without diagnosis of diabetes mellitus. J Diabetes 2022; 14:52-63. [PMID: 34738737 PMCID: PMC9060134 DOI: 10.1111/1753-0407.13238] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 10/29/2021] [Accepted: 11/01/2021] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND We investigated the associations between fasting glucose level ranges with lifestyle factors and metabolic profiles among adults without previous diagnosis of diabetes. METHODS We analyzed 13 625 adults without previous diagnosis of diabetes from the Korea National Health and Nutrition Examination Survey during 2016 to 2018. We categorized fasting glucose levels (mg/dl) as follows: <90, 90 to 99, 100 to 109, 110 to 124, and ≥125. We evaluated trends in the proportions of individuals with obesity, abdominal, obesity, current smoking, heavy drinking, and low physical activity according to these categories, and the odds for uncontrolled blood pressure (BP), low-density lipoprotein cholesterol (LDL-C), triglycerides (TG), and high-density lipoprotein cholesterol (HDL-C) for each fasting glucose level compared to a fasting glucose level of <90 mg/dl. RESULTS The proportions of individuals with obesity, abdominal obesity, and heavy drinking increased according to fasting glucose level (P for trend <.05). The odds for BP ≥140/90 mm Hg, TG ≥150 mg/dl, HDL-C < 40 mg/dl in men, and HDL-C < 50 mg/dl in women increased with increasing fasting glucose levels; however, the odds for LDL-C ≥ 130 mg/dl increased with increasing fasting glucose levels only in women. The increases in odds for uncontrolled BP and lipid profiles were mostly observed for fasting glucose levels ≥90 mg/dl. CONCLUSIONS Efforts are needed to prevent increased fasting glucose levels, as higher levels, even within normal range, were associated with poor metabolic profiles.
Collapse
Affiliation(s)
- Seo Young Kang
- International Healthcare CenterAsan Medical CenterSeoulRepublic of Korea
| | - Young Sik Kim
- Department of Family Medicine, Asan Medical CenterUniversity of Ulsan College of MedicineSeoulRepublic of Korea
| |
Collapse
|
9
|
Cui N, Cui J, Sun J, Xu X, Aslam B, Bai L, Li D, Wu D, Ma Z, Gu H, Baloch Z. Triglycerides and Total Cholesterol Concentrations in Association with Hyperuricemia in Chinese Adults in Qingdao, China. Risk Manag Healthc Policy 2020; 13:165-173. [PMID: 32184687 PMCID: PMC7060026 DOI: 10.2147/rmhp.s243381] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2019] [Accepted: 02/13/2020] [Indexed: 12/22/2022] Open
Abstract
Objective To assess the association between triglycerides (TG), total cholesterol (TC) and hyperuricemia (HUA) in the general Chinese population. Methods A population-based cross-sectional survey included 9680 participants aged 35–74 years in 2006 and 2009 in Qingdao, China. TG, TC and uric acid (UA) were measured. The logistic regression model was performed to estimate the association between TG, TC, and HUA with an odds ratio (OR) and 95% confidence intervals (CI). Meanwhile, age stratification analysis (<55 years group and ≥55 years group) was performed to evaluate whether age potentially affects the association between TG, TC and HUA using multivariable logistic regression. Results Higher TG and TC showed significantly increased HUA prevalence in both men and women (Ptrend all <0.05). Multivariate logistic regression indicated that borderline high TG (OR: 1.68, 95% CI: 1.31, 2.15 and HTG (OR: 2.98, 95% CI: 2.39, 3.72) indicated increased risk for HUA in men, and borderline high TG (OR: 2.09; 95% CI: 1.68,2.62); HTG (OR: 3.62; 95% CI: 2.90,4.51), borderline high TC (OR: 2.09, 95% CI: 1.68, 2.62) and HTC (OR: 3.62, 95% CI: 2.90, 4.51) showed significant association with HUA in women after adjusted age, school years, marital status, geographic division, personal monthly income, BMI and HDL-C. Age stratification analyses demonstrated that the association between TG and HUA was stronger in males aged ≥55 years and female aged <55 years, and the association between TC and HUA was stronger in both gender aged <55 years. Conclusion This large cross-sectional study focusing on the association between single indictor of blood lipid as exposure and HUA as outcome on the east coast of China for the first time. From a sample of Chinese adults, this study demonstrated that elevated TG in men and women and TC in women were associated with increased HUA prevalence.
Collapse
Affiliation(s)
- Nan Cui
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Jing Cui
- Qingdao Centers for Disease Control and Prevention, Qingdao Institute for Preventive Medicine, Qingdao, People's Republic of China
| | - Jianping Sun
- Qingdao Centers for Disease Control and Prevention, Qingdao Institute for Preventive Medicine, Qingdao, People's Republic of China
| | - Xinping Xu
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Bilal Aslam
- Biomedical Research Center, Northwest Minzu University, Lanzhou 730030, People's Republic of China.,Department of Microbiology, Government College University Faisalabad, Faisalabad, Punjab, Pakistan
| | - Lan Bai
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Decheng Li
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Di Wu
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Zhongren Ma
- Biomedical Research Center, Northwest Minzu University, Lanzhou 730030, People's Republic of China
| | - Hai Gu
- Research Center for Health Policy and Management, Nanjing University, Nanjing, People's Republic of China
| | - Zulqarnain Baloch
- Biomedical Research Center, Northwest Minzu University, Lanzhou 730030, People's Republic of China
| |
Collapse
|
10
|
Zhang X, Liu J, Shao S, Yang Y, Qi D, Wang C, Lin Q, Liu Y, Tu J, Wang J, Ning X, Cui J. Sex Differences in the Prevalence of and Risk Factors for Abnormal Glucose Regulation in Adults Aged 50 Years or Older With Normal Fasting Plasma Glucose Levels. Front Endocrinol (Lausanne) 2020; 11:531796. [PMID: 33679598 PMCID: PMC7933576 DOI: 10.3389/fendo.2020.531796] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Accepted: 12/29/2020] [Indexed: 12/17/2022] Open
Abstract
AIMS Abnormal glucose regulation, which can present as diabetes and prediabetes, has become one of the most common chronic conditions. However, sex differences in the prevalence of and factors associated with abnormal glucose regulation remain unclear. Thus, we aimed to explore sex differences in the prevalence of and factors associated with abnormal glucose regulation in low-income adults in China aged ≥50 years with normal fasting plasma glucose levels. MATERIALS AND METHODS A total of 2,175 individuals aged ≥50 years with normal fasting plasma glucose levels were recruited into this study. After an overnight fast of at least 10 h, individuals underwent an oral glucose tolerance test. Fasting and 2-h plasma glucose levels were measured to determine the state of glucose regulation. RESULTS Women were more likely than men to have isolated-impaired glucose tolerance (i-IGT) overall (24.7% vs 20.8%; P= 0.034), among individuals aged <65 years (21.7% vs 15.9%; P= 0.012). Among men, independent risk factors for i-IGT were an age of ≥65 years, hypertension, and high serum uric acid (SUA) and triglyceride levels; independent risk factors for diabetes mellitus (DM) were an age of ≥75 years and alcohol consumption. Among women, independent risk factors for i-IGT were central obesity and high levels of high-sensitivity C-reactive protein and SUA; independent risk factors for DM were low education and an elevated white blood cell count. CONCLUSIONS Our findings suggest that conventional cardiovascular disease risk factors (i.e., age, hypertension, and dyslipidemia) associated with high risk of developing DM in men, but poor life style (i.e., obesity) and low education attainment in women. It is necessary for delay or stopping the development of DM among low-income adults in China to implement the personalized scheme of prevention DM between men and women, especially highlight control the risk factors in young and middle aged women.
Collapse
Affiliation(s)
- Xinxin Zhang
- Department of Endocrinology and Metabolism, Tianjin Medical University General Hospital, Tianjin, China
| | - Jie Liu
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
| | - Shuang Shao
- Department of Endocrinology and Metabolism, The Second Hospital of Tianjin Medical University, Tianjin, China
| | - Yuan Yang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
| | - Dongwang Qi
- Department of Endocrinology and Metabolism, Tianjin Medical University General Hospital, Tianjin, China
| | - Conglin Wang
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China
| | - Qiuxing Lin
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
| | - Yue Liu
- Department of Endocrinology and Metabolism, Tianjin Medical University General Hospital, Tianjin, China
| | - Jun Tu
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
| | - Jinghua Wang
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
- *Correspondence: Jingqiu Cui, ; Xianjia Ning, ; Jinghua Wang,
| | - Xianjia Ning
- Department of Neurology, Tianjin Medical University General Hospital, Tianjin, China
- Laboratory of Epidemiology, Tianjin Neurological Institute, Tianjin, China
- Tianjin Neurological Institute, Key Laboratory of Post-Neuroinjury Neuro-repair and Regeneration in Central Nervous System, Ministry of Education and Tianjin City, Tianjin, China
- *Correspondence: Jingqiu Cui, ; Xianjia Ning, ; Jinghua Wang,
| | - Jingqiu Cui
- Department of Endocrinology and Metabolism, Tianjin Medical University General Hospital, Tianjin, China
- *Correspondence: Jingqiu Cui, ; Xianjia Ning, ; Jinghua Wang,
| |
Collapse
|
11
|
Song J, Chen X, Jiang Y, Mi J, Zhang Y, Zhao Y, Wu X, Gao H. Association and Interaction Analysis of Lipid Accumulation Product with Impaired Fasting Glucose Risk: A Cross-Sectional Survey. J Diabetes Res 2019; 2019:9014698. [PMID: 31772946 PMCID: PMC6854969 DOI: 10.1155/2019/9014698] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Revised: 09/25/2019] [Accepted: 10/01/2019] [Indexed: 12/11/2022] Open
Abstract
AIMS Lipid accumulation product (LAP) is put forward as a powerful marker showing the accumulation of visceral fat. The present study is aimed at (i) analyzing the predictive performances of LAP in the identification of impaired fasting glucose (IFG) in Chinese population and (ii) exploring the potentially interactive effect between LAP and other factors on IFG risk. METHODS Analysis was conducted on the data obtained from a community-based cross-sectional survey in Chinese population, and all the participants enrolled were required to complete a face-to-face questionnaire survey and related health checks. Then, for the purpose of comparing predictive values between LAP and conventional obesity indices for IFG, relevant analysis was carried out on the receiver operating characteristic (ROC) curve. The assessment of interactive effects was conducted by employing the three indicators as follows: (1) RERI (the relative excess risk due to interaction), (2) AP (attributable proportion due to interaction), and (3) SI (synergy index). RESULTS A total of 1777 participants (748 males and 1029 females) were involved in the final analysis. It was finally obtained that the prevalence rate of IFG was 14.1% in total, 15.5% for males and 13.1% for females, respectively. In logistic regression analysis, individuals with LAP levels in the fourth quartile had a significant higher risk of getting IFG in comparison with that of the lowest quartile (crude OR: 4.58, 95% CI: 3.01-6.98; adjusted OR: 3.81, 95% CI: 2.33-6.23). In addition, it was indicated by the ROC curve analysis that LAP showed a better performance in discriminating IFG risk than BMI in both males (Z = 2.20, P = 0.028) and females (Z = 2.13, P = 0.033). However, LAP displayed a higher predictability in comparison with WC only in females (Z = 2.07, P = 0.038), but not in males (Z = 0.18, P = 0.860). Furthermore, LAP and family history of diabetes were able to impose significant synergistic interaction on the risk of IFG, which was indicated by all the parameters in females (RERI: 2.52, 95% CI: 0.19-4.84; AP: 0.47, 95% CI: 0.20-0.74; SI: 2.39, 95% CI: 1.17-4.87) and males (RERI: 2.18, 95% CI: 0.08-4.73; AP: 0.43, 95% CI: 0.07-0.79; SI: 2.15, 95% CI: 1.03-5.45). However, none of the indicators showed significant interaction between LAP and smoking on the risk of IFG in females (RERI: 0.92, 95% CI: -2.79-4.63; AP: 0.20, 95% CI: -0.50-0.92; SI: 1.37, 95% CI: 0.42-4.52). Meanwhile, there was also no significant interaction between LAP and smoking on the risk of IFG in males as indicated by the value of SI (2.22, 95% CI: 0.80-6.21). CONCLUSION It was concluded that LAP was significantly related to a higher risk of IFG in Chinese population, and its performance was superior to that of conventional obesity indices, especially in females. Apart from that, LAP with family history of diabetes may have an interactive effect that can impose a great influence on the development of IFG.
Collapse
Affiliation(s)
- Jian Song
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Xue Chen
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Yuhong Jiang
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Jing Mi
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Yuyuan Zhang
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Yingying Zhao
- Bengbu Health Board, 568 Nanhu Road, Bengbu, 233000 Anhui Province, China
| | - Xuesen Wu
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| | - Huaiquan Gao
- School of Public Health, Bengbu Medical College, 2600 Donghai Road, Bengbu, 233000 Anhui Province, China
| |
Collapse
|