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Yang S, Zhang Y, Zhou Z, Duan X. Association of Triglyceride-Glucose Index, Triglyceride to High-Density Lipoprotein Cholesterol Ratio, and Related Parameters With Prehypertension and Hypertension. J Clin Hypertens (Greenwich) 2025; 27:e14926. [PMID: 39447019 PMCID: PMC11774080 DOI: 10.1111/jch.14926] [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: 09/15/2024] [Revised: 10/09/2024] [Accepted: 10/14/2024] [Indexed: 10/26/2024]
Abstract
The objective of this study was to investigate the association between triglyceride to high-density lipoprotein cholesterol ratio (TG/HDL-c), triglyceride-glucose index (TyG), and related parameters (TyG-BMI, TyG-WC) with prehypertension and hypertension over 45 years old. According to the blood pressure diagnosis, the enrolled individuals were divided into two groups, which were prehypertension and hypertension. In multivariate logistic regression analysis, after adjusting for confounders, the highest quartile groups of TG/HDL-c, TyG, and related parameters showed a significantly increased risk of hypertension compared to the lowest quartile groups, and there was associated with hypertension when comparing the highest TG/HDL-c to the lowest TG/HDL-c and corresponding ORs were 1.416 (1.234, 1.625) and 1.029 (0.893, 1.187), respectively. Furthermore, when comparing the fourth quartile to the first quartile of TG/HDL-c, TyG index, and related parameters, respectively, both corresponding ORs of hypertension were higher than prehypertension. Elevated TyG, TyG-BMI, TyG-WC index, and TG/HDL-c ratio levels were associated with hypertension in individuals over 45 years. Moreover, the receiver operating characteristic curve was used to compare the predictive ability of each parameter in identifying people with hypertension suggested that the TyG-WC index ([Area under the curve] AUC: 0.601 [CI: 0.588-0.615]), TyG-BMI, and TyG were more significant than TG/HDL-c in distinguishing hypertension. However, in the prehypertension population, the area under the ROC curve for TyG-BMI (0.543 [CI: 0.530-0.556]) was better than that of other parameters. They have the potential to become cost-effective monitors in the hierarchical management of hypertension.
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Affiliation(s)
- Shijie Yang
- EICUAnzhen Hospital of the Capital University of Medical SciencesBeijingChina
| | - Yuqing Zhang
- Department of CardiologyFu Wai HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Zhanyang Zhou
- Department of CardiologyFu Wai HospitalChinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Xiaochun Duan
- EICUAnzhen Hospital of the Capital University of Medical SciencesBeijingChina
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Musa DI, Toriola AL, Abubakar NO, Omachi S, Olowoleni VB, Ayodele KB. Association of adiposity and fitness with triglyceride-to-high-density lipoprotein cholesterol ratio in youth. Ann Pediatr Cardiol 2023; 16:194-200. [PMID: 37876951 PMCID: PMC10593276 DOI: 10.4103/apc.apc_1_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 01/27/2023] [Accepted: 02/09/2023] [Indexed: 10/26/2023] Open
Abstract
Background The ratio of triglycerides-to-high-density lipoprotein cholesterol (TG/HDL-C) is considered a robust biomarker of metabolic syndrome (MetS) and is associated with several diseases, including type 2 diabetes mellitus (T2DM) and hypertension (HTN). This study examined the independent association of adiposity and fitness with the TG/HDL-C ratio. Materials and Methods This is a cross-sectional study comprising 403 (201 girls) Nigerian adolescents aged 11-19 years. Participants were evaluated for body mass index, cardiorespiratory fitness, and TG/HDL-C. Regression models adjusting for age and biological maturity were used to evaluate the association of adiposity and fitness with TG/HDL-C ratio. The TG/HDL-C ratios of 1.0 mmol/L and 1.1 mmol/L were used to stratify female and male participants into low- and high-risk groups, respectively. Results Of the 135 high-risk adolescents, 21.1%, 5.5%, 12.7%, 14.9%, and 0.5% were at risk of T2DM, systolic HTN, diastolic HTN, abdominal obesity, and MetS, respectively. The independent variables were significantly associated with TG/HDL-C ratio only in boys but not girls. In boys, high adiposity (β = 0.193; P = 0.025) and low fitness (β = -0.169; P = 0.048) were independently associated with the dependent variable. Unfit boys were 3.9 (95% confidence interval [CI] =1.37-10.94, P = 0.011) times more likely to develop elevated TG/HDL-C ratio than their fit peers. The likelihood of girls at risk of MetS developing a high TG/HDL-C ratio was 13.7 (95% CI = 3.89-48.32, P < 0.001) times compared to their counterparts without MetS. Conclusions Adiposity and fitness were independently associated with TG/HDL-C in boys but not in girls. Health promotion intervention focusing on lowering TG/HDL-C ratio among Nigerian adolescents should include an emphasis on healthy diet and endurance activity programs.
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Affiliation(s)
- Danladi Ibrahim Musa
- Department of Human Kinetics and Health Education, Faculty of Education, Kogi State University, Anyigba, Nigeria
| | - Abel Lamina Toriola
- Department of Sport, Rehabilitation and Dental Sciences, Tshwane University of Technology, Pretoria, South Africa
| | - Nurudeen O Abubakar
- Department of Sport, Rehabilitation and Dental Sciences, Kogi State University, Anyigba, Nigeria
| | - Sunday Omachi
- Department of Sport, Rehabilitation and Dental Sciences, Kogi State University, Anyigba, Nigeria
| | - Victor B Olowoleni
- Department of Sport, Rehabilitation and Dental Sciences, Kogi State University, Anyigba, Nigeria
| | - Kolade B Ayodele
- Department of Sport, Rehabilitation and Dental Sciences, Kogi State University, Anyigba, Nigeria
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Shi D, Wang L, Cong H. Association between Triglycerides to High-Density Lipoprotein Cholesterol Ratio and Death Risk in Diabetic Patients with New-Onset Acute Coronary Syndrome: A Retrospective Cohort Study in the Han Chinese Population. Rev Cardiovasc Med 2022; 23:190. [PMID: 39077180 PMCID: PMC11273665 DOI: 10.31083/j.rcm2306190] [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: 02/04/2022] [Revised: 04/07/2022] [Accepted: 04/15/2022] [Indexed: 07/31/2024] Open
Abstract
Background and Aims The incidence of diabetes mellitus has reached an alarming level. Cardiovascular disease (CVD) is the leading cause of mortality in diabetic patients. However, the association between ratio and survival outcomes in patients with diabetes mellitus (DM) and new-onset acute coronary syndrome (ACS) remains unknown. This study aimed to assess the association between the TG/HDLC ratio and the risk of death in diabetic patients with new-onset acute coronary syndrome in the Han Chinese population. Methods Data in this study were retrospectively collected from January 2016 to December 2016 from patients with type 2 diabetes mellitus (T2DM) and new-onset ACS in Tianjin Chest Hospital. Patients were classified according to the baseline TG/HDLC ratio. Kaplan-Meier survival curves were used to demonstrate survival outcomes. Univariate and multivariate Cox proportional risk regression analyses were used to evaluate the hazard ratios and 95% confidence intervals (CIs) for the risk of death. Subgroup analysis was used to determine the presence of any interaction. Results In total, 152 patients died, 98 of them from heart disease. The Kaplan-Meier survival curve showed that there were no significant differences for both all-cause and cardiac mortality between Median 1 and Median 2 in log-rank test. Multivariate Cox regression analyses revealed that the adjusted hazard ratio increased significantly (p < 0.05) with increasing median TG/HDLC for not only all-cause mortality and cardiac death, but also nonfatal stroke, fatal stroke and fatal MI. The association between the TG/HDLC ratio and the risks of all-cause mortality and cardiac death in diabetic patients with new-onset ACS was similar among subgroups (p > 0.05). Conclusions An elevated TG/HDLC ratio (TG/HDLC > 1.522) is associated with an increased risk of all-cause and cardiac death risks in diabetic patients with new-onset ACS. Therefore, TG/HDLC ratio may be a beneficial parameter to evaluate the prognosis of this high-risk population.
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Affiliation(s)
- Dongdong Shi
- Clinical College of Thoracic Medicine, Tianjin Medical University, 300070 Tianjin, China
| | - Le Wang
- Department of Cardiology, Tianjin Chest Hospital, 300222 Tianjin, China
| | - Hongliang Cong
- Department of Cardiology, Tianjin Chest Hospital, 300222 Tianjin, China
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Mirshafiei H, Darroudi S, Ghayour-Mobarhan M, Esmaeili H, AkbariRad M, Mouhebati M, Ferns GA. Altered triglyceride glucose index and fasted serum triglyceride high-density lipoprotein cholesterol ratio predict incidence of cardiovascular disease in the Mashhad cohort study. Biofactors 2022; 48:643-650. [PMID: 35044705 DOI: 10.1002/biof.1816] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2021] [Accepted: 10/05/2021] [Indexed: 12/17/2022]
Abstract
The triglyceride glucose (TyG) index and triglyceride/high lipoprotein density cholesterol (TG/HDL-C) are two important risk markers to evaluate the insulin resistance and cardiovascular diseases (CVDs). To assess the association between TG/HDL-C and TyG index and CVDs. The Mashhad stroke and heart association disorder cohort study started in 2010 and has been continued until 2020. During 6-year follow-up of 9704 participants, 235 events including 118 acute coronary syndrome (ACS), 83 chronic coronary syndrome, 27 myocardial infarction, and 27 cardiac death were confirmed. SPSS software (version 21) was used for statistical analysis and figures were drawn by GraphPad Prism 6 software. The prevalence of ACS and cardiac death were higher in the fourth quartile of serum TG/HDL-C (>4.43) and higher prevalence of ACS was considered in subjects classified in the fourth quartile of TyG index (>8.98). A high TyG index was associated with an increased risk of ACS and cardiac death [1.362 (95% confidence interval [CI]: [1.013-1.831]) and 2.3 (95% CI: [1.247-4.241])] respectively; based on Cox regression analysis elevated TyG and TG/HDL-C increased the chance of CVD by [1.634 (95% CI: 1.304-2.047) and 1.068 (95% CI: 1.031-1.105)], respectively. Our results strongly showed that TyG index and TG/HDL-C are independent risk factors for incident CVD, suggesting that TyG index and TG/HDL-C may be as an important unique biomarker for predicting CVD outcomes and progression.
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Affiliation(s)
- Hassan Mirshafiei
- Student Research Committee, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Susan Darroudi
- Student Research Committee, International UNESCO Center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Majid Ghayour-Mobarhan
- International UNESCO Center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Habibollah Esmaeili
- Social Determinants of Health Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mina AkbariRad
- Department of Internal Medicine, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Mohsen Mouhebati
- Cardiovascular Research Center, School of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Gordon A Ferns
- Division of Medical Education, Brighton & Sussex Medical School, Sussex, UK
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Zhou F, Sun X, Liu J, Li L, Li L, Li P. Triglyceride to high-density lipoprotein cholesterol ratio in adolescence as a predictive marker of metabolic syndrome and obesity in early adulthood in China. Endocrine 2022; 76:331-340. [PMID: 35254638 DOI: 10.1007/s12020-022-03014-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 02/06/2022] [Indexed: 11/03/2022]
Abstract
OBJECTIVE To explore serum triglyceride (TG) to high-density cholesterol (HDL-C) ratio as a diagnostic marker of metabolic syndrome (MetS) in adolescents and its efficacy in predicting MetS and obesity in the early adulthood. METHODS A stratified cluster random sampling method was used to select a total of 935 subjects from senior and junior high schools in Liaoyang, northeast China. The subjects were physically examined and laboratory evaluation was performed. A follow-up examination was performed after 5 years on some (n = 93) of the subjects who had reached adulthood. RESULTS TG/HDL-C had significantly high diagnostic accuracy for MetS than HOMA-IR, TG or HDL-C. Subjects with the highest TG/HDL-C at baseline had higher risk of MetS (odds ratio [OR] = 11.65) and obesity (OR = 4.32) in early adulthood. CONCLUSION TG/HDL-C ratio has a strong and independent ability in diagnosing MetS in adolescents and predicting the occurrence of MetS and obesity in their early adulthood.
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Affiliation(s)
- Fang Zhou
- Department of Endocrinology, Shengjing Hospital of China Medical University, Shenyang, Liaoning Province, 110022, People's Republic of China
| | - Xiaoshi Sun
- Department of Endocrinology, Shengjing Hospital of China Medical University, Shenyang, Liaoning Province, 110022, People's Republic of China
| | - Juan Liu
- Department of Respiratory and Critical Care Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, Shanxi province, People's Republic of China
| | - Linlin Li
- Department of Academic affairs, Shenyang Open University, Shenyang, China
| | - Ling Li
- Department of Endocrinology, Shengjing Hospital of China Medical University, Shenyang, Liaoning Province, 110022, People's Republic of China
| | - Ping Li
- Department of Endocrinology, Shengjing Hospital of China Medical University, Shenyang, Liaoning Province, 110022, People's Republic of China.
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Wang L, Cong H, Zhang J, Hu Y, Wei A, Zhang Y, Yang H, Ren L, Qi W, Li W. Predictive Value of the Triglyceride to High-Density Lipoprotein Cholesterol Ratio for All-Cause Mortality and Cardiovascular Death in Diabetic Patients With Coronary Artery Disease Treated With Statins. Front Cardiovasc Med 2021; 8:718604. [PMID: 34368266 PMCID: PMC8333610 DOI: 10.3389/fcvm.2021.718604] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 06/29/2021] [Indexed: 11/13/2022] Open
Abstract
Background and Aims: Studies have highlighted the role of the triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio on subsequent cardiovascular events. However, the association of the TG/HDL-C ratio with survival outcomes in diabetic patients with coronary artery disease (CAD) treated with statins remains unknown. This study aimed to assess the predictive value of the TG/HDL-C ratio for all-cause mortality and cardiovascular death in diabetic patients with CAD treated with statins. Methods: The data of patients with type 2 diabetes and angiographically-confirmed CAD who were undergoing statin therapy and visited Tianjin Chest Hospital between January 2016 and September 2016 were retrospectively collected. The patients were categorized based on the baseline TG/HDL-C ratio tertile. Kaplan-Meier analysis and multivariate Cox proportional hazard regression were applied to assess the role of the TG/HDL-C ratio in predicting all-cause mortality and cardiovascular death. Results: A total of 2,080 patients were included. During the 4-year follow-up, 209 patients died, 136 of whom from cardiovascular death. The Kaplan-Meier analyses showed that an increased TG/HDL-C ratio was associated with an increased risk of all-cause mortality (P < 0.001) and cardiovascular death (P < 0.001). The multivariate cox hazard regression analysis revealed a similar effect of the TG/HDL-C ratio on the risk of all-cause mortality (P = 0.046) and cardiovascular death (P = 0.009). The role of the TG/HDL-C ratio in predicting all-cause mortality and cardiovascular death was similar among all subgroups (P > 0.050). For all-cause mortality, the TG/HDL-C ratio significantly improved the C-statistic from 0.799 to 0.812 (P = 0.018), and the net reclassification index (NRI) and integrated discrimination index (IDI) were 0.252 (95% CI: 0.112-0.392; P < 0.001) and 0.012 (95% CI: 0.003-0.022; P = 0.012), respectively. Similarly, for cardiovascular death, the TG/HDL-C ratio significantly improved the C-statistic from 0.771 to 0.804 (P < 0.001), and the NRI and IDI were 0.508 (95% CI: 0.335-0.680; P < 0.001) and 0.033 (95% CI: 0.015-0.050; P < 0.001). Conclusion: TG/HDL-C ratio might be useful for predicting all-cause mortality and cardiovascular death in diabetic patients with CAD treated with statins.
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Affiliation(s)
- Le Wang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Hongliang Cong
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Jingxia Zhang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Yuecheng Hu
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Ao Wei
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Yingyi Zhang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Hua Yang
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Libin Ren
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Wei Qi
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
| | - Wenyu Li
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, China
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Li K, Fan F, Zheng B, Jia J, Liu B, Liu J, Chen C, Zhou J, Zhang Y, Huo Y. Associations between remnant lipoprotein cholesterol and central systolic blood pressure in a Chinese community-based population: a cross-sectional study. Lipids Health Dis 2021; 20:60. [PMID: 34174876 PMCID: PMC8235613 DOI: 10.1186/s12944-021-01490-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 06/14/2021] [Indexed: 12/15/2022] Open
Abstract
Background The lipid profile is reportedly related to peripheral blood pressure or pulse wave velocity. However, no studies have investigated the associations between lipid parameters, especially remnant lipoprotein cholesterol (RLP-C), and central systolic blood pressure (cSBP). Methods This study used baseline data of a community-based cohort in Beijing, China. Participants who had been treated with anti-hypertensive or lipid-lowering agents were excluded. RLP-C is equal to total cholesterol (TC) minus the sum of low-density lipoprotein cholesterol (LDL-C) and high-density lipoprotein cholesterol (HDL-C). An Omron HEM-9000AI device was used to measure non-invasive cSBP. The associations between blood lipid profile and non-invasive cSBP were evaluated using multivariable regression models. Results The 5173 included participants were 55.0 ± 8.5 years old; 35.7% (1845) of participants were men. Increased cSBP was significantly associated with increased TC, LDL-C, non-high-density lipoprotein cholesterol (non-HDL-C), triglyceride (TG), and RLP-C but with decreased HDL-C, even after adjusting for possible covariates. When simultaneously entering individual pairs of RLP-C and other blood lipid parameters into the multivariable regression model, RLP-C remained significantly associated with cSBP, even after adjusting for other lipids. Compared with participants who had RLP-C levels in the first quartile (Q1), cSBP for those with RLP-C in Q4 was increased to 4.57 (95% confidence interval [CI]: 3.08–6.06) mmHg after adjusting for LDL-C, 4.50 (95%CI: 2.98–6.02) mmHg after adjusting for TC, 3.91 (95%CI: 1.92–5.89) mmHg after adjusting for TG, 5.15 (95%CI: 3.67–6.63) mmHg after adjusting for HDL-C, and 4.10 (95%CI: 2.36–5.84) mmHg after adjusting for non-HDL-C. Conclusions Increased blood RLP-C level was significantly associated with higher cSBP in a Chinese population, independently of other lipids, which indicates its importance in individual cardiovascular risk assessment.
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Affiliation(s)
- Kaiyin Li
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Fangfang Fan
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Bo Zheng
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Jia Jia
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Bo Liu
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Jiahui Liu
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Chuyun Chen
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
| | - Jing Zhou
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China.
| | - Yan Zhang
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China. .,Institute of Cardiovascular Disease, Peking University First hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China.
| | - Yong Huo
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku Street, Xicheng District, Beijing, 100034, China
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Zhang F, Zhang Y, Guo Z, Yang H, Ren M, Xing X, Cong H. The association of triglyceride and glucose index, and triglyceride to high-density lipoprotein cholesterol ratio with prehypertension and hypertension in normoglycemic subjects: A large cross-sectional population study. J Clin Hypertens (Greenwich) 2021; 23:1405-1412. [PMID: 34118112 PMCID: PMC8678664 DOI: 10.1111/jch.14305] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Revised: 05/13/2021] [Accepted: 05/22/2021] [Indexed: 12/22/2022]
Abstract
Insulin resistance (IR) plays an important role in the development of hypertension. Triglyceride and glucose index (TyG index), and triglyceride to high-density lipoprotein cholesterol ratio (TG/HDL-c) as effective IR surrogate indexes have been verified in numerous studies. Therefore, the authors conducted a large cross-sectional study to explore the association of TyG index and TG/HDL-c with prehypertension and hypertension in the same normoglycemic subjects from Tianjin, China. A total of 32 124 adults were eligible for this study. According to the level of blood pressure, the enrolled individuals were divided into three groups, which were normotension, prehypertension, and hypertension. In multiple logistic regression analysis, there was associated with prehypertension and hypertension when comparing the highest TyG index to the lowest TyG index and corresponding ORs were 1.795 (1.638, 1.968) and 2.439 (2.205, 2.698), respectively. For TG/HDL-c, the corresponding ORs were 1.514 (1.382, 1.658) and 1.934 (1.751, 2.137), respectively. Furthermore, when comparing the fourth quartile to the first quartile of TyG index and TG/HDL-c, respectively, both corresponding ORs of hypertension were higher than prehypertension. Elevated TyG index and TG/HDL-c levels were associated with prehypertension and hypertension in normoglycemic individuals. Moreover, the TyG index was more significant than TG/HDL-c in distinguishing hypertension. They have the potential to become cost-effective monitors in the hierarchical management of prehypertension and hypertension.
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Affiliation(s)
| | | | | | - Hua Yang
- Tianjin Chest Hospital, Tianjin, China
| | - Min Ren
- Tianjin Cardiovascular Institute, Tianjin, China
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Wang C, Fu W, Cao S, Xu H, Tian Q, Gan Y, Guo Y, Yan S, Yan F, Yue W, Lv C, Lu Z. Association of adiposity indicators with hypertension among Chinese adults. Nutr Metab Cardiovasc Dis 2021; 31:1391-1400. [PMID: 33812733 DOI: 10.1016/j.numecd.2021.01.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2020] [Revised: 01/01/2021] [Accepted: 01/05/2021] [Indexed: 11/17/2022]
Abstract
BACKGROUND AND AIMS Obesity has been linked to the development of hypertension, but the comparison of relationships between different obesity parameters with hypertension are scarcely studied with nationally representative Chinese adults samples. We sought to compare the predictive strengths of different obesity indicators to hypertension. METHODS AND RESULTS Data in this study were obtained from the Chinese National Stroke Prevention Project with a nationally representative sample of Chinese aged 40 years and older. A total of 162,880 individuals were included. Multi-level analyses and Receiver Operating Characteristic (ROC) curves were used to examine the risk of hypertension in relation to different obesity parameters, including body mass index (BMI), waist circumference (WC), lipid accumulation product index (LAP), visceral adiposity index (VAI), and body adiposity index (BAI). As results, the BMI, WC, LAP, VAI, and BAI were positively associated with the risk of hypertension (P < 0.001). In total, BMI had the strongest association with hypertension when compared with other obesity indicators, and one SD up of BMI would increase the risk of hypertension by 53.9% (95% CI: 1.514-1.566). For men, WC was most associated with hypertension, and one SD up of WC would increase the risk of hypertension by 73.3% (95% CI: 1.685-1.782). For women, BMI showed the strongest predictive power, one SD up of BMI would increase the risk of hypertension by 51.0% (95% CI: 1.479-1.543). CONCLUSIONS BMI, WC, LAP, VAI, and BAI are all positively corrected to hypertension, but gender disparities should be considered in predicting hypertension by obesity indicators.
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Affiliation(s)
- Chao Wang
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Wenning Fu
- School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Shiyi Cao
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Hongbin Xu
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qingfeng Tian
- College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Yong Gan
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yingying Guo
- Children's Healthcare Department, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Shijiao Yan
- School of International Education, Hainan Medical University, Haikou, China
| | - Feng Yan
- Department of Neurosurgery, Xuanwu Hospital, Capital Medical University, Beijing, China
| | - Wei Yue
- Neurology Department, Tianjin Huanhu Hospital, Tianjin, China
| | - Chuanzhu Lv
- Emergency and Trauma College, Hainan Medical University, Haikou, China; Department of Emergency, The Second Affiliated Hospital of Hainan Medical University, Haikou, China.
| | - Zuxun Lu
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
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Ren Z, Rao B, Xie S, Li A, Wang L, Cui G, Li T, Yan H, Yu Z, Ding S. A novel predicted model for hypertension based on a large cross-sectional study. Sci Rep 2020; 10:10615. [PMID: 32606332 PMCID: PMC7327010 DOI: 10.1038/s41598-020-64980-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Accepted: 04/24/2020] [Indexed: 12/28/2022] Open
Abstract
Hypertension is a global public health issue and leading risk for death and disability. It is urgent to search novel methods predicting hypertension. Herein, we chose 73158 samples of physical examiners in central China from June 2008 to June 2018. After strict exclusion processes, 33570 participants with hypertension and 35410 healthy controls were included. We randomly chose 70% samples as the train set and the remaining 30% as the test set. Clinical parameters including age, gender, height, weight, body mass index, triglyceride, total cholesterol, low-density lipoprotein, blood urea nitrogen, uric acid, and creatinine were significantly increased, while high-density lipoprotein was decreased in the hypertension group versus controls. Nine optimal markers were identified by a logistic regression model, and achieved AUC value of 76.52% in the train set and 75.81% in the test set for hypertension. In conclusions, this study is the first to establish predicted models for hypertension using the logistic regression model in Central China, which provide risk factors and novel prediction method to predict and prevent hypertension.
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Affiliation(s)
- Zhigang Ren
- Department of Infectious Diseases, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Gene Hospital of Henan Province; Precision Medicine Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Benchen Rao
- Department of Infectious Diseases, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Gene Hospital of Henan Province; Precision Medicine Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Siqi Xie
- Health Management Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Ang Li
- Department of Infectious Diseases, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Gene Hospital of Henan Province; Precision Medicine Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Lijun Wang
- Health Management Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Guangying Cui
- Department of Infectious Diseases, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
- Gene Hospital of Henan Province; Precision Medicine Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Tiantian Li
- Health Management Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Hang Yan
- Health Management Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China
| | - Zujiang Yu
- Department of Infectious Diseases, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
- Gene Hospital of Henan Province; Precision Medicine Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
| | - Suying Ding
- Health Management Center, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, China.
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Wang K, He G, Zhang Y, Yin J, Yan Y, Zhang Y, Wang K. Association of triglyceride-glucose index and its interaction with obesity on hypertension risk in Chinese: a population-based study. J Hum Hypertens 2020; 35:232-239. [PMID: 32203074 DOI: 10.1038/s41371-020-0326-4] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 02/27/2020] [Accepted: 02/28/2020] [Indexed: 02/06/2023]
Abstract
Hypertension and triglyceride-glucose (TyG) index are both closely associated with insulin resistance, respectively, while the role of TyG index and the association between TyG index and obesity on hypertension risk remain unclear. This study aimed to examine the association and interactive effect of TyG index and obesity on hypertension risk. There was a population-based cross-sectional survey in Henan, China. Multivariate logistic regression analysis was performed to estimate the association between TyG index and the risk of prehypertension and hypertension. The area under curves (AUC) of TyG index and joint indicators (TyG index and obesity indices) was calculated to assess the predictive ability of hypertension. The additive interaction was computed to evaluate the interactive effect between TyG index and obesity. Compared with the lowest TyG quartile, participants in the highest quartile had an increased risk of prehypertension (odds ratio (OR): 1.69, 95% confidence interval (CI): 1.18-2.44) and hypertension (OR: 2.53, 95% CI: 1.80-3.57). The AUCs of joint indicators were significantly higher than TyG index in predicting hypertension (all P < 0.01). Presence of higher TyG index enhanced the ORs of waist-to-height ratio (WHtR) and percent body fat (PBF) from 3.50 (95% CI: 2.55-4.80) to 6.51 (95% CI: 4.81-8.82), and from 3.88 (95% CI: 2.78-5.42) to 7.09 (95% CI: 5.11-9.84) with significant additive interaction on hypertension, respectively. Increased TyG index was significantly associated with a higher risk of prehypertension and hypertension in Chinese adults. Besides, our results also demonstrated the interactions of TyG index and WHtR and PBF on hypertension risk.
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Affiliation(s)
- Kunyan Wang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Gui He
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Yuehua Zhang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Jingjing Yin
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Yali Yan
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Ye Zhang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China.,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China
| | - Kaijuan Wang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, China. .,Key Laboratory of Tumor Epidemiology of Henan Province, Zhengzhou, China.
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