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Li B, Yang X, Wang JH, Chen W, Wang Q, Zhong L. Nonlinear association between triglyceride-glucose index and 28-day mortality in intensive care units: a multi-center retrospective cohort study. Front Endocrinol (Lausanne) 2025; 16:1545478. [PMID: 40365226 PMCID: PMC12069036 DOI: 10.3389/fendo.2025.1545478] [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: 12/15/2024] [Accepted: 03/31/2025] [Indexed: 05/15/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index, derived from the calculation of two biomarkers, fasting plasma glucose and triglyceride levels, is a reliable indicator of insulin resistance and has been demonstrated to be associated with the adverse clinical outcomes of patients in the intensive care unit (ICU). This study aims to investigate the relationship between the TyG index and the 28-day all-cause mortality of these patients during their ICU stay. Methods This study employed a multicenter retrospective cohort design, analyzing data from 18,883 ICU patients in the eICU database. We calculated the TyG index for each patient and assessed its association with 28-day all-cause mortality. The Cox proportional hazards model was utilized for analysis, adjusting for various clinical and laboratory variables to control for confounding factors. We performed sensitivity analyses, subgroup analyses, and interaction analyses to evaluate the robustness of the results. Results The study identified a significant positive correlation between the TyG index and 28-day all-cause mortality. Specifically, each one-unit increase in the TyG index corresponded to a 58% increase in mortality risk (HR=1.58, 95% CI: 1.25-2.00, P=0.0001). Additionally, the analysis revealed a non-linear threshold effect of the TyG index on mortality, with a cutoff point at 8.82; mortality was lower below this value and significantly increased above it. Sensitivity and subgroup analyses indicated robust findings, while E-value analysis suggested resilience against unmeasured confounding. Conclusion This study establishes the TyG index as an independent predictor of 28-day all-cause mortality in critically ill patients, highlighting its potential value in clinical management and risk assessment. By recognizing the non-linear effect of the TyG index, clinicians can more effectively adjust treatment strategies to reduce mortality among high-risk patients.
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Affiliation(s)
- Bo Li
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Xiaoan Yang
- Department of Infectious Diseases, the 3rd Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Jiang Hua Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Weidong Chen
- Nutrition of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Qi Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Lintao Zhong
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
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Luo H, Yang Q, Xu H, Wu S, Wang W, Zhou R, Yang Y, Yu Q. Association between triglyceride-glucose index and the risk of type 2 diabetes mellitus. ARCHIVES OF ENDOCRINOLOGY AND METABOLISM 2025; 69:e230493. [PMID: 40232167 PMCID: PMC12002598 DOI: 10.20945/2359-4292-2023-0493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 12/12/2023] [Accepted: 09/23/2024] [Indexed: 04/16/2025]
Abstract
OBJECTIVE To assess the efficacy of the triglyceride-glucose (TyG) index in predicting type 2 diabetes mellitus (T2DM) in the general population. SUBJECTS AND METHODS Baseline data were collected from a community population that underwent physical examination between 2015 and 2020. The TyG index was calculated via the following formula: TyG = Ln [fasting triglyceride (mg/dL) × fasting blood glucose (mg/dL)/2]. Cox regression and stratified analyses were performed to evaluate the ability of the TyG score to predict the occurrence of diabetes. RESULTS In total, 8 576 subjects were ultimately included and divided into a T2DM group (n = 882) and a non-T2DM group (n = 7,694) according to the results of the 5-year follow-up. Adjustment for all covariates revealed that every 1-unit increase in the TyG index multiplied the risk of T2DM in all the participants (HR: 3.348; 95% CI: 3.004-3.731; P < 0.001). When TyG was divided into three quantiles, the risk of T2DM in the highest quantile was 6.412 times greater than that in the lowest quantile. Subgroup analysis revealed that the correlation was more pronounced in middle-aged and young adults, females, and eutrophic individuals (interaction P value < 0.001). CONCLUSION The TyG index can be a strong predictor of T2DM and is more useful for estimating the risk of T2DM in young and middle-aged adults, females, and eutrophic people.
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Affiliation(s)
- Hui Luo
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Qin Yang
- Nanchang University, Nanchang, Jiangxi, People’s Republic of China
| | - Haolan Xu
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Shan Wu
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Wenjing Wang
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Ru Zhou
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Yanlang Yang
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
| | - Qi Yu
- Department of Nephrology, The First Affiliated Hospital of Wannan
Medical College, Yijishan Hospital, Wuhu, Anhui, People’s Republic of China
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Chang Y, Park JY, Yun JY, Song TJ. The Association between the Triglyceride-Glucose Index and the Incidence Risk of Parkinson's Disease: A Nationwide Cohort Study. J Mov Disord 2025; 18:138-148. [PMID: 40012525 PMCID: PMC12061610 DOI: 10.14802/jmd.24131] [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] [Subscribe] [Scholar Register] [Received: 06/09/2024] [Revised: 10/07/2024] [Accepted: 02/26/2025] [Indexed: 02/28/2025] Open
Abstract
OBJECTIVE We aimed to investigate the associations of the triglyceride-glucose index, which measures insulin resistance, and the incidence of Parkinson's disease. METHODS Our study used the Health Screening Cohort database of the National Health Insurance Service of South Korea (2002-2019). We included 310,021 participants who had no previous history of Parkinson's disease and for whom more than 3 triglyceride-glucose index measurements were available. A diagnosis of Parkinson's disease was determined via the International Classification of Diseases Tenth edition (G20) with a specific reimbursement code for rare intractable diseases and a history of prescriptions for anti-Parkinsonism drugs. RESULTS During a median of 9.64 years (interquartile range 8.72-10.53), 4,587 individuals (1.5%) had Parkinson's disease. Based on a multivariable time-dependent Cox proportional hazards model, a per-unit increase in triglyceride-glucose index score was associated with a significantly increased risk of Parkinson's disease (hazard ratio [HR]: 1.062; 95% confidence interval [CI] 1.007-1.119). In a sensitivity analysis, the triglyceride-glucose index was associated with the incidence of Parkinson's disease in a non-diabetes mellitus cohort (HR: 1.093; 95% CI 1.025-1.165), but not in the diabetes mellitus cohort (HR: 0.990; 95% CI 0.902-1.087). In a restricted cubic spline analysis, the association between the triglyceride-glucose index and the incidence risk of Parkinson's disease showed a nonlinear increasing (J-shaped) trend. CONCLUSION Our study demonstrated that higher triglyceride-glucose index scores were associated with the incidence of Parkinson's disease in the general population, particularly in a nondiabetic mellitus cohort.
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Affiliation(s)
- Yoonkyung Chang
- Department of Neurology, Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, Korea
| | - Ju-young Park
- Department of Statistics, Yeungnam University, Gyeongsan, Korea
| | - Ji Young Yun
- Department of Neurology, Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Korea
| | - Tae-Jin Song
- Department of Neurology, Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Korea
- Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, Korea
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Munteanu C, Kotova P, Schwartz B. Impact of Olive Oil Components on the Expression of Genes Related to Type 2 Diabetes Mellitus. Nutrients 2025; 17:570. [PMID: 39940428 PMCID: PMC11820997 DOI: 10.3390/nu17030570] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2024] [Revised: 01/27/2025] [Accepted: 01/31/2025] [Indexed: 02/16/2025] Open
Abstract
Type 2 diabetes mellitus (T2DM) is a multifactorial metabolic disorder characterized by insulin resistance and beta cell dysfunction, resulting in hyperglycemia. Olive oil, a cornerstone of the Mediterranean diet, has attracted considerable attention due to its potential health benefits, including reducing the risk of developing T2DM. This literature review aims to critically examine and synthesize existing research regarding the impact of olive oil on the expression of genes relevant to T2DM. This paper also seeks to provide an immunological and genetic perspective on the signaling pathways of the main components of extra virgin olive oil. Key bioactive components of olive oil, such as oleic acid and phenolic compounds, were identified as modulators of insulin signaling. These compounds enhanced the insulin signaling pathway, improved lipid metabolism, and reduced oxidative stress by decreasing reactive oxygen species (ROS) production. Additionally, they were shown to alleviate inflammation by inhibiting the NF-κB pathway and downregulating pro-inflammatory cytokines and enzymes. Furthermore, these bioactive compounds were observed to mitigate endoplasmic reticulum (ER) stress by downregulating stress markers, thereby protecting beta cells from apoptosis and preserving their function. In summary, olive oil, particularly its bioactive constituents, has been demonstrated to enhance insulin sensitivity, protect beta cell function, and reduce inflammation and oxidative stress by modulating key genes involved in these processes. These findings underscore olive oil's therapeutic potential in managing T2DM. However, further research, including well-designed human clinical trials, is required to fully elucidate the role of olive oil in personalized nutrition strategies for the prevention and treatment of T2DM.
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Affiliation(s)
- Camelia Munteanu
- Department of Plant Culture, Faculty of Agriculture, University of Agricultural Sciences and Veterinary Medicine of Cluj-Napoca, 400372 Cluj-Napoca, Romania
| | - Polina Kotova
- The Institute of Biochemistry, Food Science and Nutrition, The School of Nutritional Sciences, Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot 9190500, Israel
| | - Betty Schwartz
- The Institute of Biochemistry, Food Science and Nutrition, The School of Nutritional Sciences, Robert H. Smith Faculty of Agriculture, Food and Environment, The Hebrew University of Jerusalem, Rehovot 9190500, Israel
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Chang YK, Park JY, Song TJ. Association Between Triglyceride/High-Density Lipoprotein Ratio and Incidence Risk of Heart Failure: A Population-Based Cohort Study. J Clin Med 2025; 14:950. [PMID: 39941621 PMCID: PMC11818675 DOI: 10.3390/jcm14030950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2024] [Revised: 01/11/2025] [Accepted: 01/25/2025] [Indexed: 02/16/2025] Open
Abstract
Background/Objectives: The triglyceride/high-density lipoprotein (TG/HDL) ratio serves as a simple marker for insulin resistance. We investigated whether the TG/HDL ratio would be associated with the incidence risk of heart failure (HF). Methods: The study utilized data from the National Health Insurance Service-Health Screening Cohort database of South Korea from 2002 to 2019. The TG/HDL ratio was utilized as a time-dependent covariate or average value of at least three times throughout the follow-up period. The outcome of interest was incident heart failure (HF) corresponding with the International Classification of Disease, Tenth Revision code of I50. Results: A total of 293,968 individuals were included in this study. During the median 9.6 years (interquartile range 9.2-10.13), 27,852 individuals (9.47%) had a cumulative incidence of HF. Considering the multivariable time-dependent Cox proportional hazard model with the repeated measures of the TG/HDL ratio, per unit increase in the TG/HDL ratio significantly increased the risk of HF in the entire cohort (hazard ratio (HR): 1.007, 95% confidence interval (CI): 1.002-1.011), diabetes mellitus (DM) cohort (HR: 1.006. 95% CI: 1.002-1.010), and non-DM cohort (HR: 1.008, 95% CI: 1.003-1.013). Regarding average TG/HDL ratio quartiles, compared to the lowest quartiles (Q1), the highest quartiles (Q4) were positively associated with the incidence risk of HF accompanied by a significant p for trend (HR: 1.114, 95% CI: 1.075-1.155) in fully adjusted multivariable analysis. Conclusions: Our study demonstrated that the repeatedly measured TG/HDL ratio was associated with the incidence risk of HF regardless of the presence of DM history in the general population.
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Affiliation(s)
- Yoon-Kyung Chang
- Department of Neurology, Mokdong Hospital, Ewha Womans University College of Medicine, Seoul 07804, Republic of Korea;
| | - Ju-Young Park
- Department of Applied Statistics, Yonsei University, Seoul 03722, Republic of Korea
- Department of Statistics and Data Science, Yonsei University, Seoul 03722, Republic of Korea;
| | - Tae-Jin Song
- Department of Neurology, Seoul Hospital, Ewha Womans University College of Medicine, Seoul 07804, Republic of Korea
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You Y, Liang W, Zhao Y. Development and Validation of a Predictive Model Based on Serum Silent Information Regulator 6 Levels in Chinese Older Adult Patients: Cross-Sectional Descriptive Study. JMIR Aging 2025; 8:e64374. [PMID: 39851250 PMCID: PMC11758378 DOI: 10.2196/64374] [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: 07/17/2024] [Revised: 09/27/2024] [Accepted: 10/04/2024] [Indexed: 01/26/2025] Open
Abstract
Background Serum levels of silent information regulator 6 (SIRT6), a key biomarker of aging, were identified as a predictor of coronary artery disease (CAD), but whether SIRT6 can distinguish severity of coronary artery lesions in older adult patients is unknown. objectives This study developed a nomogram to demonstrate the functionality of SIRT6 in assessing severity of coronary artery atherosclerosis. Methods Patients aged 60 years and older with angina pectoris were screened for this single-center clinical study between October 1, 2022, and March 31, 2023. Serum specimens of eligible patients were collected for SIRT6 detection by enzyme-linked immunosorbent assay. Clinical data and putative predictors, including 29 physiological characteristics, biochemical parameters, carotid artery ultrasonographic results, and complete coronary angiography findings, were evaluated, with CAD diagnosis as the primary outcome. The nomogram was derived from the Extreme Gradient Boosting (XGBoost) model, with logistic regression for variable selection. Model performance was assessed by examining discrimination, calibration, and clinical use separately. A 10-fold cross-validation technique was used to compare all models. The models' performance was further evaluated on the internal validation set to ensure that the obtained results were not due to overoptimization. Results Eligible patients (n=222) were divided into 2 cohorts: the development cohort (n=178) and the validation cohort (n=44). Serum SIRT6 levels were identified as both an independent risk factor and a predictor for CAD in older adults. The area under the receiver operating characteristic curve (AUROC) was 0.725 (95% CI 0.653-0.797). The optimal cutoff value of SIRT6 for predicting CAD was 546.384 pg/mL. Predictors included in this nomogram were serum SIRT6 levels, triglyceride glucose (TyG) index, and apolipoprotein B. The model achieved an AUROC of 0.956 (95% CI 0.928-0.983) in the development cohort. Similarly, in the internal validation cohort, the AUROC was 0.913 (95% CI 0.828-0.999). All models demonstrated satisfactory calibration, with predicted outcomes closely aligning with actual results. Conclusions SIRT6 shows promise in predicting CAD, with enhanced predictive abilities when combined with the TyG index. In clinical settings, monitoring fluctuations in SIRT6 and TyG may offer valuable insights for early CAD detection. The nomogram for CAD outcome prediction in older adult patients with angina pectoris may aid in clinical trial design and personalized clinical decision-making, particularly in institutions where SIRT6 is being explored as a biomarker for aging or cardiovascular health.
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Affiliation(s)
- Yuzi You
- Department of General Practice, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Wei Liang
- Department of Geriatrics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China, 86 13601893105
| | - Yajie Zhao
- Department of Geriatrics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, 197 Ruijin Er Road, Shanghai, 200025, China, 86 13601893105
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Chang Y, Park JY, Song TJ. Association between the triglyceride/high-density lipoprotein (TG/HDL) ratio and incidence of gout: A nationwide cohort study. Front Endocrinol (Lausanne) 2025; 15:1453458. [PMID: 39866735 PMCID: PMC11757121 DOI: 10.3389/fendo.2024.1453458] [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: 06/23/2024] [Accepted: 12/12/2024] [Indexed: 01/28/2025] Open
Abstract
Introduction The global burden of gout, a severe and painful arthralgia, is of note and is expected to increase in the future. We aimed to investigate the association between the triglyceride/high-density lipoprotein (TG/HDL) ratio, a simple and validated biomarker for insulin resistance, and the incidence of gout in a longitudinal setting in the general population. Methods Our study was conducted using the National Health Insurance Service-Health Screening Cohort database of Republic of Korea (2002-2019). We included 300,107 participants who had no previous history of gout and had data for more than three repeated measurements of the triglyceride-glucose (TyG) index. The incidence of gout was determined using at least two or more claims of the ICD-10 code M10. Results During a median 9.62 years (interquartile range 8.72-10.53), 14,116 individuals (4.72%) had a reported incidence of gout. In a fully adjusted multivariable time-dependent Cox proportional hazards model with repeated measures of the TyG index, a unit increase in the index significantly increased the risk of gout in the entire cohort (hazard ratio (HR) = 1.150, 95% confidence interval (CI) 1.116-1.184). In a multivariable Cox proportional model of average TyG index quartiles, comparison of the lowest (Q1) and highest quartiles (Q4) indicated a significant positive association with the incidence of gout (HR: 1.326, 95% CI: 1.260-1.397). This association was non-linear (J-shape) when assessing the entire cohort and the diabetes and non-diabetes cohorts. Conclusion Our study demonstrated that increased TyG index was associated with an incidence risk of gout in the general population. Additionally, this association was non-linear (J-shape) not only in the entire cohort, but also in diabetes mellitus and non-diabetes mellitus cohorts. The TyG index may be an important predictor of gout.
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Affiliation(s)
- Yoonkyung Chang
- Department of Neurology, Mokdong Hospital, Ewha Womans University College of Medicine, Seoul, Republic of Korea
| | - Ju-young Park
- Department of Applied Statistics, Yonsei University, Seoul, Republic of Korea
- Department of Statistics and Data Science, Yonsei University,
Seoul, Republic of Korea
| | - Tae-Jin Song
- Department of Neurology, Seoul Hospital, Ewha Womans University College of Medicine, Seoul, Republic of Korea
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Zhang R, Hong J, Wu Y, Lin L, Chen S, Xiao Y. Joint association of triglyceride glucose index (TyG) and a body shape index (ABSI) with stroke incidence: a nationwide prospective cohort study. Cardiovasc Diabetol 2025; 24:7. [PMID: 39762919 PMCID: PMC11705842 DOI: 10.1186/s12933-024-02569-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 12/29/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND Triglyceride glucose index(TyG) and a body shape index(ABSI) are both independent predictor of stroke incidence or adverse prognosis but these two indicators seldom were combined to predict. The purpose of this study is to evaluate whether the combination of TyG and ABSI better predict the incidence of stroke. METHODS Based on the China Health and Retirement Longitudinal Study(CHARLS), 8,257 people aged 45 years and older without stroke were enrolled and followed up to 9 years. Sociodemographic information, health status, physical examination and blood data were collected retrospectively. Cox regressions were to determine the relationship between different groups and stroke incidence, using receiver operating characteristic curves to evaluate the diagnostic value. Meanwhile, subgroup analysis was performed to investigate the prediction performance among different population. RESULTS 672(8.14%) of 8,257 participants had stroke incidence during 9 years. In the adjusted multivariate cox regression model, both TyG and ABSI were still predictors of stroke. The HR of TyG was 1.25(95%CI: 1.06-1.47) and the HR of ABSI was 1.33(95%CI: 1.06-1.68). Restricted cubic spline regression showed the associations between TyG or ABSI and stroke. The combination of TyG and ABSI had the highest diagnostic efficacy(AUC: 0.579, 95%CI: 0.553-0.597), compared to TyG(AUC:0.566, 95%CI: 0.544-0.587) and ABSI(AUC:0.533, 95%CI: 0.524-0.597). Kaplan-Meier curves showed that the highest cumulative stroke incidence was among people with high TyG and ABSI(TyG ≥ 8.5742, ABSI ≥ 0.0852; P < 0.0001), which had the highest HR of stroke incidence(HR:1.64, 95%CI:1.2-2.24). CONCLUSION The combined prediction of TyG and ABSI had higher clinical value and enabled earlier detection of the stroke in the general population, which could be monitored and intervened to reduce the overall burden of stroke.
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Affiliation(s)
- Ruiying Zhang
- Department of Neurology, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
- Shantou University Medical College, Shantou, Guangdong, China
| | - Jianan Hong
- Shantou University Medical College, Shantou, Guangdong, China
- Department of Cardiology, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Yaoling Wu
- Department of Intensive Care, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Liling Lin
- Department of Neurology, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Shuying Chen
- Department of Neurology, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Yingxiu Xiao
- Department of Neurology, the First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.
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Siverio-Morales O, Mora-Fernández C, Hernández-Carballo C, Martín-Núñez E, González-Luis A, Martín-Olivera A, Navarro-González JF, Donate-Correa J. Predictive value of triglyceride-glucose index for the evaluation of coronary artery disease severity and occurrence of major adverse cardiovascular events. Am J Physiol Heart Circ Physiol 2025; 328:H14-H20. [PMID: 39560964 DOI: 10.1152/ajpheart.00684.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2024] [Revised: 11/07/2024] [Accepted: 11/07/2024] [Indexed: 11/20/2024]
Abstract
The triglyceride-glucose (TyG) index has been proposed as an independent predictor of coronary artery disease (CAD). In this retrospective study, we further examine this association and its utility as a predictor for major adverse cardiovascular events (MACE). A total of 870 patients who underwent coronary angiography between May 2008 and June 2009 were included in this retrospective study. The TyG index was calculated using the formula Ln [fasting TG (mg/dL) × FBG (mg/dL)/2]. The association of the TyG index with the presence and severity of CAD, cardiovascular risk factors, and inflammatory markers was evaluated at baseline. In the longitudinal study, the multivariate-adjusted Cox hazard model was used to investigate the associations of the TyG index with the occurrence of MACE during a 5-yr follow-up, which was defined as the endpoint. The TyG index was significantly associated with the presence and severity of CAD. Multiple linear regression analysis showed that a high TyG index, together with inflammatory markers and dyslipidemia, was independently associated with greater stenotic occlusion of coronary arteries (adjusted R2 = 0.031, P < 0.001). Kaplan-Meier survival curve (free of MACE) by tertiles of the TyG index showed a higher incidence of MACE in the upper tertile (log-rank test, P = 0.02). Multivariate Cox analysis demonstrated that the risk of incident MACE during the follow-up was associated with higher levels of the TyG index, even after adjusting for inflammatory parameters and cardiovascular risk factors: hazard ratio = 1.54 (95% confidence interval: 1.18-2.13; P < 0.01). We conclude that an elevated TyG index is independently associated with a higher risk of CAD and a poor prognosis for MACE.NEW & NOTEWORTHY This retrospective study demonstrates significant associations between the TyG index and the occurrence and severity of CAD, as well as indicates the clinical value of the TyG index as a potential predictor for MACE.
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Affiliation(s)
- Orlando Siverio-Morales
- Nephrology Service, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Doctoral and Graduate School, University of La Laguna, Santa Cruz de Tenerife, Spain
| | - Carmen Mora-Fernández
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- GEENDIAB (Grupo Español para el estudio de la Nefropatía Diabética), Santander, Spain
- RICORS2040 (RD21/0005/0013), Instituto de Salud Carlos III, Madrid, Spain
| | - Carolina Hernández-Carballo
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Internal Medicine Service, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
| | - Ernesto Martín-Núñez
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- RICORS2040 (RD21/0005/0013), Instituto de Salud Carlos III, Madrid, Spain
- Cardiovascular Translational Research, Navarrabiomed (Fundación Miguel Servet), Instituto de Investigación Sanitaria de Navarra (IdiSNA), Hospital Universitario de Navarra (HUN), Universidad Pública de Navarra (UPNA), Pamplona, Spain
| | - Ainhoa González-Luis
- Doctoral and Graduate School, University of La Laguna, Santa Cruz de Tenerife, Spain
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Instituto de Tecnologías Biomédicas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain
| | - Alberto Martín-Olivera
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Instituto de Tecnologías Biomédicas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain
| | - Juan F Navarro-González
- Nephrology Service, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- GEENDIAB (Grupo Español para el estudio de la Nefropatía Diabética), Santander, Spain
- RICORS2040 (RD21/0005/0013), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Tecnologías Biomédicas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain
- Facultad de Ciencias de la Salud, Universidad Fernando Pessoa Canarias, Las Palmas de Gran Canaria, Spain
| | - Javier Donate-Correa
- Unidad de Investigación, Hospital Universitario Nuestra Señora de Candelaria, Santa Cruz de Tenerife, Spain
- GEENDIAB (Grupo Español para el estudio de la Nefropatía Diabética), Santander, Spain
- RICORS2040 (RD21/0005/0013), Instituto de Salud Carlos III, Madrid, Spain
- Instituto de Tecnologías Biomédicas, Universidad de La Laguna, Santa Cruz de Tenerife, Spain
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Wu L, Huang Z. Elevated triglyceride glucose index is associated with advanced cardiovascular kidney metabolic syndrome. Sci Rep 2024; 14:31352. [PMID: 39732891 PMCID: PMC11682451 DOI: 10.1038/s41598-024-82881-y] [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: 07/18/2024] [Accepted: 12/10/2024] [Indexed: 12/30/2024] Open
Abstract
The cardiovascular kidney metabolic (CKM) syndrome is a dynamic geriatric condition that has received limited research attention regarding its potential associations with the triglyceride glucose (TyG) index. This study aims to explore the potential association between the TyG index and advanced CKM syndrome. Data for this cross-sectional study were obtained from the National Health and Nutrition Examination Survey (NHANES) conducted between 2011 and 2018. The association between the TyG index and the risk of advanced CKM syndrome was investigated using multivariable logistic regression models. Additionally, a restricted cubic spline (RCS) analysis was employed to assess the dose-response relationship between the TyG index and the risk of advanced CKM syndrome. A total of 7904 participants were included in this study, with a mean TyG index of 5.04 ± 0.41. The prevalence of advanced CKM syndrome among the participants was 14.85%. Our findings indicated that as the TyG index quartiles increased, the risk of advanced CKM syndrome also increased. The results from the three regression analysis models indicated a positive association between the continuous TyG index and advanced CKM syndrome. Furthermore, the quartiles of the TyG index were significantly associated with an increased prevalence of advanced CKM syndrome in the fully adjusted models (TyG index Q4 vs. Q1, OR = 1.94, 95% CI 1.37-2.75, P < 0.001). The results of the RCS analysis indicated a linear and positive association between the TyG index and advanced CKM syndrome. The results indicated that elevated TyG index is associated with an increased prevalence of advanced CKM syndrome. This suggests that the TyG index may be a useful tool for assessing the risk of advanced CKM syndrome.
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Affiliation(s)
- Lanlan Wu
- Department of Cardiology, The First Affiliated Hospital, Guangzhou Medical University, Guangzhou, Guangdong, 510120, China
| | - Zheng Huang
- Department of Cardiology, The First Affiliated Hospital, Guangzhou Medical University, Guangzhou, Guangdong, 510120, China.
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Zhang F, Sun Y, Bai Y, Wu R, Yang H. Association of triglyceride-glucose index and diabesity: evidence from a national longitudinal study. Lipids Health Dis 2024; 23:412. [PMID: 39707324 DOI: 10.1186/s12944-024-02403-7] [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: 09/18/2024] [Accepted: 12/09/2024] [Indexed: 12/23/2024] Open
Abstract
BACKGROUND Diabesity, a co-occurrence of diabetes and obesity, is a growing public health concern globally. The triglyceride-glucose (TyG) index, a surrogate marker of insulin resistance, has been associated with various metabolic disorders. This study aimed to investigate the association between TyG index and new-onset diabesity in a national longitudinal study. METHODS We utilized data from the China Health and Retirement Longitudinal Study (CHARLS). Baseline data from the first wave (2011) and follow-up data from the third wave (2015) were analyzed. A Competing risks model based on Fine and Gray's subdistribution hazard approach was employed to examine the association between the TyG index and developing of three mutually exclusive outcomes: remaining free of diabetes and obesity, diabetes alone, and new-onset diabesity (co-occurrence of diabetes and obesity). RESULTS A total of 6,976 participants were included in the analysis. During a mean follow-up period of 4.0 years, a total of 557 diabetes and 155 diabesity were recorded, respectively. After adjusting for socio-demographic information, lifestyle and comorbidities, compared with participants in the lowest quartile of TyG, the corresponding adjusted subdistribution hazard ratios (HRs) with 95% confidence intervals (95% CIs) for participants in the second, third, and fourth quartiles were 2.112 (95% CI: 1.047-4.259; P-value = 0.037), 2.911 (95% CI: 1.481-5.722, P-value = 0.002), and 4.305 (95% CI: 2.220-8.346, P-value < 0.001). The association between TyG and diabetes alone was equally significant when diabesity treated as the competing risk. Sensitivity analyses proved the robustness of results. CONCLUSION This national longitudinal study in China provides evidence that a higher TyG index is associated with an increased risk of developing diabesity.
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Affiliation(s)
- Fan Zhang
- Department of Nephrology A, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yan Sun
- Department of Cardiology, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yan Bai
- Department of Nephrology A, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Rong Wu
- Department of Nephrology A, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
- Department of Endocrine, Longhua Hospital Shanghai University of Traditional Chinese Medicine, No. 725, Wanping South Road, Xuhui District, Shanghai, China.
| | - Hua Yang
- Department of Nephrology A, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
- Department of Endocrine, Longhua Hospital Shanghai University of Traditional Chinese Medicine, No. 725, Wanping South Road, Xuhui District, Shanghai, China.
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12
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Tang Y, Li L, Li J. Correlations of the triglyceride-glucose index and modified indices with arterial stiffness in overweight or obese adults. Front Endocrinol (Lausanne) 2024; 15:1499120. [PMID: 39741881 PMCID: PMC11685072 DOI: 10.3389/fendo.2024.1499120] [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: 09/20/2024] [Accepted: 12/02/2024] [Indexed: 01/03/2025] Open
Abstract
Background Insulin resistance (IR) contributes substantially to the development of cardiovascular disease (CVD) and metabolic disorders, particularly obesity. The homeostatic model assessment of IR is a prevalent IR indicator, but insulin measurement is quite impractical for widely use. Given its convenience and accessibility, the triglyceride-glucose (TyG) index, along with modified indices such as the triglyceride-glucose-waist circumference (TyG-WC) and triglyceride-glucose-waist-height ratio (TyG-WHtR), are gaining recognition as practical tools for assessing IR. This study aimed to investigate the specific correlation between the TyG index and its modified indices with arterial stiffness in an overweight or obese population and to explore novel, self-defined modified TyG indices for identifying individuals at elevated risk for such conditions. Methods This retrospective study included 1,143 overweight or obese individuals from 2021 to 2023. Medical data, including brachial-ankle pulse wave velocity (baPWV), were collected. Two novel modified TyG indices, TyG-1h and TyG-2h, were defined by substituting the fasting glucose level in the TyG formula with 1-hour and 2-hour post-load plasma glucose levels, respectively. Multivariate logistic regression analyses were conducted to identify parameters that demonstrated a statistically significant correlation with arterial stiffness, defined as a baPWV threshold of ≥ 1400 cm/s. Additionally, restricted cubic spline (RCS) modelling was employed to further explore these relationships in a visually interpretable manner. To evaluate and compare the diagnostic accuracy of the conventional TyG index and its novel modified versions, receiver operating characteristic (ROC) curve analyses were performed. Results Our findings revealed that individuals with arterial stiffness presented significantly elevated TyG index and all its modified versions (P< 0.05). By utilizing a binary logistic regression model and adjusting for potential confounders, we determined that all TyG-related parameters independently correlated with an increased risk of developing arterial stiffness. Moreover, TyG-WHtR displayed the best correlation (OR 3.071, 95% CI 1.496-6.303) when stratified by quartiles, followed by TyG-1h (OR 2.298, 95% CI 1.248-4.234) and TyG-2h (OR 2.115, 95% CI 1.175-3.807). ROC curves suggested that TyG-1h and TyG-2h demonstrated superior diagnostic performance compared to TyG, with AUCs of 0.685, 0.679 and 0.673, respectively. Conclusions The modified TyG indices exhibited strong effectiveness in identifying arterial stiffness in Chinese overweight or obese individuals.
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Affiliation(s)
| | | | - Jialin Li
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Ningbo
University, Ningbo, China
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13
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Garg R, Bhatnagar M, Gupta S. Association of the Triglyceride Glucose Index With Outcomes in Acute Ischemic Stroke Injury. Cureus 2024; 16:e75841. [PMID: 39822474 PMCID: PMC11735850 DOI: 10.7759/cureus.75841] [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] [Accepted: 12/16/2024] [Indexed: 01/19/2025] Open
Abstract
Objectives The study aimed at estimating the triglyceride glucose (TyG) index in patients with ischemic stroke, exploring the correlation between the TyG index and the prognosis of ischemic stroke, and studying the clinical outcome in patients with acute ischemic stroke (AIS) in association with the TyG index. Methods An observational study was conducted on 105 patients with a history of AIS presenting within 24 hours. The TyG index was estimated, and the clinical outcome was studied. The outcome measures were neurological worsening (National Institutes of Health Stroke Scale (NIHSS) >=2 gain at discharge above admission), poor functional outcomes (assessed by derangement of modified Rankin scale (mRS) at three months), stroke recurrence, and three-month mortality rate. The NIHSS and mRS were assessed at admission, discharge, and three months later. Results The mean TyG index of AIS patients was 9.26±0.2. Compared to patients without neurological worsening (n=8), patients with neurological worsening had a significantly higher TyG index (9.5±0.19 vs. 9.21±0.21, p<.0001). Compared to patients without poor functional outcomes (n=20), patients with poor functional outcomes had a similar TyG index (9.31±0.31 vs. 9.25±0.22, p=0.418). Compared to patients without recurrence, those with recurrence of stroke had a significantly higher TyG index (9.55±0.18 vs. 9.15±0.15, p<.0001). On the follow-up of three months post-stroke, compared to survivors, non-survivors had a similar TyG index (9.12±0.25 vs. 9.27±0.24, p=0.09). Conclusion The TyG index showed a significant association with outcomes of AIS in terms of stroke recurrence and neurological worsening. Overall, it shows that insulin resistance has a significant impact on the neurological outcomes and recurrence of stroke in AIS patients.
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Affiliation(s)
- Rishita Garg
- General Medicine, Maharishi Markandeshwar Institute of Medical Sciences and Research, Mullana, IND
| | - Mini Bhatnagar
- General Medicine, Maharishi Markandeshwar Institute of Medical Sciences and Research, Mullana, IND
| | - Sunita Gupta
- General Medicine, Maharishi Markandeshwar Institute of Medical Sciences and Research, Mullana, IND
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14
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Gao S, Cui X. Association between triglyceride glucose index and endometriosis in adults in the United States: A comprehensive study from the National Health and Nutrition Examination Survey (NHANES). PLoS One 2024; 19:e0313601. [PMID: 39536051 PMCID: PMC11560008 DOI: 10.1371/journal.pone.0313601] [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: 02/23/2024] [Accepted: 10/25/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND The triglyceride glucose (TyG) index has been well recognized as a reliable marker of insulin resistance and substantially correlated with the pathogenesis and progression of hypertension and cardiovascular diseases. However, no study has investigated the association between the TyG index and endometriosis. Therefore, this study aimed to uncover an association between the TyG index and endometriosis. METHODS This cross-sectional investigation employed the extensive dataset derived from the National Health and Nutrition Examination Survey (NHANES) (1999-2006). To explore the potential connection between the TyG and endometriosis, a multivariate weighted logistic regression model was established. The nonlinear relationship between the TyG index and the risk of endometriosis was explored using restricted cubic spline models (RCS). Furthermore, subgroup analyses were conducted. RESULTS Ultimately, 2,508 individuals were included in this investigation. The findings unveiled a robust positive correlation between the TyG index and the susceptibility to endometriosis (OR [95% CI]: 1.52 [1.024,2.258]; P < 0.05). This positive association remained consistent across diverse subgroups. Age, birthplace, and whether one ovary was removed were identified as significant risk factors. In RCS analysis, the TyG index showed a nearly linear relationship with the risk of endometriosis (P-nonlinear > 0.05). CONCLUSIONS The findings indicate a positive association between the TyG index and the risk of endometriosis, exhibiting an approximate non-linear relationship.
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Affiliation(s)
- Sasa Gao
- Traditional Chinese Medicine Department, Northwest Women’s and Children’s Hospital, Xi ’an, Shaanxi Province, China
| | - Xiaoping Cui
- Higher Education Center, Shaanxi University of Chinese Medicine, Xianyang City, Shaanxi Province, China
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15
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Yang Y, Wang S, Jia B, Chen S. Association Between Triglyceride-Glucose Index and Lung Function Parameters in the General Population Undergoing Health Examinations. Diabetes Metab Syndr Obes 2024; 17:4031-4047. [PMID: 39492961 PMCID: PMC11531295 DOI: 10.2147/dmso.s487744] [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: 07/19/2024] [Accepted: 10/23/2024] [Indexed: 11/05/2024] Open
Abstract
Purpose To investigate the relationship between the triglyceride-glucose (TyG) index and pulmonary function metrics among the general population undergoing health examinations. Materials and Methods The enrollment totaled 696 participants. Fasting triglycerides and glucose levels were used to calculate the TyG index. Participants were divided into two categories according to their median TyG: one with high TyG and the other with low TyG. A portable spirometer was used to assess lung function. Fundamental clinical features and lung function indicators were compared between the two groups, and the relationship between the TyG index and lung function parameters was explored. Results Compared with the low TyG group, the high TyG group exhibited significantly reduced levels of FEV1/FVC, FVC% pred, FEV1% pred, FEV3% pred, FEV3/FVC, FEF75, FEF75% pred, FEF25-75% pred, and MVV% pred, suggesting poor pulmonary function. The TyG index was significantly inversely correlated with multiple pulmonary function metrics, including FVC% pred, FEV1% pred, FEV3% pred, FEV1/FVC, FEV3/FVC, FEF75, FEF75% pred and FEF25-75% pred, which persisted even after accounting for confounding variables. Conclusion In summary, the present study establishes a correlation between the TyG index and some lung function indicators, offering a new indicator of metabolic abnormalities related to lung functionality.
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Affiliation(s)
- Yu Yang
- Department of Internal Medicine, Hebei Medical University, Shijiazhuang, People’s Republic of China
- Department of Pharmacy, The Second Hospital of Hebei Medical University, Shijiazhuang, People’s Republic of China
| | - Shuqi Wang
- Department of Internal Medicine, Hebei Medical University, Shijiazhuang, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, People’s Republic of China
| | - Boying Jia
- Department of Internal Medicine, Hebei Medical University, Shijiazhuang, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, People’s Republic of China
| | - Shuchun Chen
- Department of Internal Medicine, Hebei Medical University, Shijiazhuang, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, People’s Republic of China
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16
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Lin W, Xu M, Zheng J, Sun R, Yan S, Chen X, Lin Y. Sex-specific differences in the association between triglyceride glucose index and carotid plaque in a cardiovascular high-risk population: a cross-sectional study based on a Chinese community-dwelling population. Front Cardiovasc Med 2024; 11:1473171. [PMID: 39479392 PMCID: PMC11523244 DOI: 10.3389/fcvm.2024.1473171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2024] [Accepted: 09/29/2024] [Indexed: 11/02/2024] Open
Abstract
Background To date, numerous studies have investigated the relationship between the triglyceride glucose (TyG) index and carotid plaques, but the impact of gender on this relationship has not been explored. Therefore, this study aims to investigate gender-specific differences in the relationship between the TyG index and carotid plaques in a high cardiovascular risk population in China. Methods This cross-sectional study's data were derived from a longitudinal pilot study involving 1,085 high-risk cardiovascular subjects. A multivariable logistic regression model was used to analyze the relationship between the TyG index and carotid plaques. A generalized additive model combined with a stratified regression model was employed to assess the nonlinear relationship between the TyG index and carotid plaques across different genders. In the nonlinear relation, the inflection point was calculated by a two-piecewise linear regression model. Results After adjusting for confounders such as age, sex, BMI, SBP, DBP, AST/ALT, TC, LDL-c, HDL-c, creatinine, smoking, and antilipemic medication, the generalized additive model results revealed a nonlinear relationship between the TyG index and carotid plaque formation, with significant differences across genders. In males, the relationship between the TyG index and carotid plaques was S-shaped. The two-piecewise linear regression model identified two inflection points: TyG = 8.39 (P = 0.017) and TyG = 10.2 (P = 0.009). Conclusion The relationship between the TyG index and the formation of carotid plaques is nonlinear, and there are significant differences in the correlation between males and females.
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Affiliation(s)
- Weiguo Lin
- Department of Urology, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Mengjie Xu
- Department of Laboratory Medicine, Wenzhou People’s Hospital, The Third Affiliated Hospital of Shanghai University, The Wenzhou Third Clinical College of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jinbiao Zheng
- Department of Urology, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Ruixue Sun
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Shaorong Yan
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Xiaoshu Chen
- Department of Cardiology, Wenzhou People’s Hospital, The Third Affiliated Hospital of Shanghai University, The Wenzhou Third Clinical College of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yuzhan Lin
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
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17
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Kosmas CE, Sourlas A, Oikonomakis K, Zoumi EA, Papadimitriou A, Kostara CE. Biomarkers of insulin sensitivity/resistance. J Int Med Res 2024; 52:03000605241285550. [PMCID: PMC11475114 DOI: 10.1177/03000605241285550] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 09/02/2024] [Indexed: 01/03/2025] Open
Abstract
In recent years, remarkable advancements in elucidating the intricate molecular underpinnings of type 2 diabetes mellitus (T2D) have been achieved. Insulin resistance (IR) has been unequivocally acknowledged as the driving pathogenetic mechanism of T2D, preceding disease onset by several years. Nonetheless, diagnostic tools for ascertaining IR are lacking in current clinical practice, representing a critical unmet need; use of the hyperinsulinemic-euglycemic glucose clamp, widely accepted as the gold standard method for evaluating IR at present, is cumbersome in a clinical setting. Thus, the development of well-validated, reliable, and affordable biomarkers of IR has attracted considerable attention from the research community. The biomarkers under investigation can be divided into two major categories: (1) indices or ratios, comprising parameters obtained from a basic or comprehensive metabolic panel and/or derived from anthropometric measurements, and (2) circulating molecules implicated in pathophysiological processes associated with IR. Furthermore, numerous novel biomarkers, including markers of β-cell dysfunction, radiographic quantification of excess visceral adipose tissue, T2D prediction models, certain microRNAs and metabolomic biomarkers, have also provided promising preliminary results. This narrative review aims to present current evidence pertaining to the most notable and exciting biomarkers of IR that are under rigorous evaluation.
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Affiliation(s)
- Constantine E Kosmas
- Second Department of Cardiology, National & Kapodistrian University of Athens, Athens, Greece
| | | | | | | | | | - Christina E Kostara
- Laboratory of Clinical Chemistry, Faculty of Medicine, School of Health Sciences, University of Ioannina, Ioannina, Greece
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Samavarchitehrani A, Cannavo A, Behnoush AH, Kazemi Abadi A, Shokri Varniab Z, Khalaji A. Investigating the association between the triglyceride-glucose index and peripheral artery disease: a systematic review and meta-analysis. Nutr Diabetes 2024; 14:80. [PMID: 39341836 PMCID: PMC11438956 DOI: 10.1038/s41387-024-00341-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 09/04/2024] [Accepted: 09/19/2024] [Indexed: 10/01/2024] Open
Abstract
BACKGROUND Peripheral artery disease (PAD) is a common disease associated with atherosclerosis, leading to significant mortality and morbidity worldwide. Our study focuses on the association between insulin resistance (IR) and PAD, specifically investigating the triglyceride-glucose index (TyG) as a potential surrogate marker of IR in the context of PAD by pooling the existing studies on this topic. METHODS Online databases, including PubMed, Embase, Scopus, and the Web of Science, were searched to find the studies comparing the TyG index in PAD vs. control, reporting the TyG index among PAD severities, and assessing the association of increase in TyG with PAD prevalence. Random-effect meta-analysis was performed to calculate the standardized mean difference (SMD) and 95% confidence interval (CI) for TyG level comparison and to calculate pooled odds ratio (ORs) for a 1-unit increase in TyG and higher vs. lower quartile/tertile of TyG association with PAD. RESULTS In the final review, 22 studies comprising 73,168 cases were included. Random-effect meta-analysis showed that patients with PAD had significantly higher levels of the TyG index compared with controls (SMD 0.76, 95%CI 0.65-0.88, P < 0.001). Also, higher severities of PAD were associated with higher TyG levels (SMD 0.48, 95%CI 0.22-0.74, P = 0.0003). Additionally, a 1-unit increase in TyG was associated with a 60% increase in odds of PAD (OR 1.60, 95%CI 1.41-1.80, P < 0.001). Finally, the highest quartile (Q4) of TyG had significantly higher odds of PAD compared to Q1 (OR 1.94, 95%CI 1.49-2.54, P < 0.001). CONCLUSION Our meta-analysis has identified a significant association between TyG levels and PAD and its severity. These findings not only contribute to our understanding of the role of IR in PAD pathology but also offer clinicians an exact index for evaluating PAD risk and its complications. This could potentially lead to more effective prevention and management strategies in the future.
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Affiliation(s)
| | - Alessandro Cannavo
- Department of Translational Medicine Sciences, Federico II University of Naples, Naples, Italy
| | - Amir Hossein Behnoush
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran.
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
- Tehran Heart Center, Tehran University of Medical Sciences, Tehran, Iran.
| | - Ali Kazemi Abadi
- Islamic Azad University Tehran Faculty of Medicine, Tehran, Iran
| | - Zahra Shokri Varniab
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
- Pediatric Urology and Regenerative Medicine Research Center, Gene, Cell and Tissue Research Institute, Children's Medical Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Amirmohammad Khalaji
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
- Tehran Heart Center, Tehran University of Medical Sciences, Tehran, Iran
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Jia H, Zhang W, Jia S, Zhang J, Xu Z, Xu Z, Li Y. Correlation between triglyceride glucose index and coronary plaque: An observational study. Medicine (Baltimore) 2024; 103:e39576. [PMID: 39287294 PMCID: PMC11404926 DOI: 10.1097/md.0000000000039576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 08/14/2024] [Accepted: 08/15/2024] [Indexed: 09/19/2024] Open
Abstract
The association between the triglyceride-glucose (Tyg) index and coronary plaque in patients with coronary heart disease remains unclear. This study aimed to investigate the relationship between Tyg index and coronary plaque under different levels of blood glucose metabolism. This retrospective study included patients with coronary artery disease who underwent coronary angiography and OCT between January 1, 2023 and January 1, 2024, and ultimately collected 232 coronary plaques. All patients were grouped according to the median Tyg index (T1 group 7.71 ≤ TyG index ≤ 9.13; T2 group 9.14 ≤ TyG index ≤ 10.99). The thickness of plaque fiber cap was measured under OCT, and the plaques were divided into vulnerable plaque and non-vulnerable plaque. The status of glucose metabolism is divided into non-diabetic and diabetic. Baseline data analysis showed that there were significant differences in clinical and biological characteristics between the T1 and T2 groups (P < .05). Logistic regression analysis showed that T2 group was significantly associated with vulnerable plaques compared with T1 group (odds ratio [OR]: 2.638; 95% confidence interval [CI] 1.548-4.494; P < .001). The OR of Tyg index was 2.175 (95% CI 1.409-3.357; P < .001). Receiver operating characteristic showed that the area under ROC curve (AUC) was 0.727 (95% CI 0.663-0.792; P < .001), the best cutoff value was 9.23, the sensitivity was 60%, and the specificity was 81%. In diabetic patients, there was a statistically significant correlation between Tyg index and coronary vulnerable plaque (OR: 3.273; 95% CI 1.240-8.636, P < .05). Triglyceride glucose index is a good predictor of coronary vulnerable plaque.
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Affiliation(s)
- Haiyan Jia
- Department of Cardiology, Cangzhou Central Hospital, Tianjin Medical University, Tianjin, China
- Department of Cardiology, Affiliated Hospital of Hebei University, Baoding, China
| | - Weifeng Zhang
- Department of Cardiology, Cangzhou Central Hospital, Tianjin Medical University, Tianjin, China
- Department of Cardiology, Affiliated Hospital of Hebei University, Baoding, China
| | - Shengqi Jia
- Department of Cardiology, Second Hospital of Hebei Medical University
| | - Jun Zhang
- Department of Cardiology, Cangzhou Central Hospital, Tianjin Medical University, Tianjin, China
| | - Zesheng Xu
- Department of Cardiology, Cangzhou Central Hospital, Tianjin Medical University, Tianjin, China
| | - Zhanwen Xu
- Department of Cardiology, Affiliated Hospital of Hebei University, Baoding, China
| | - Yaqin Li
- Department of Cardiology, Affiliated Hospital of Hebei University, Baoding, China
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20
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Ma J, Wu P, Ma S, Ma X, Jin P, Jia S. The triglyceride-glucose index is associated with no-reflow phenomenon in STEMI patients with type 2 diabetes after percutaneous coronary intervention. Front Cardiovasc Med 2024; 11:1386318. [PMID: 39346096 PMCID: PMC11428104 DOI: 10.3389/fcvm.2024.1386318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 08/26/2024] [Indexed: 10/01/2024] Open
Abstract
Background The relationship between the triglyceride-glucose (TyG) index and no-reflow phenomenon after percutaneous coronary intervention (PCI) in patients with type 2 diabetes mellitus (T2DM) and acute ST-segment elevation myocardial infarction (STEMI) remains unclear. This study aimed to investigate the relationship between baseline TyG index and no-reflow phenomenon in STEMI patients with T2DM after PCI. Methods This study enrolled 695 patients with T2DM and STEMI from the General Hospital of Ningxia Medical University (2014-2019). Patients were divided into tertiles according to the TyG index levels. The incidence of no-reflow phenomenon was recorded. A multivariate regression model was developed to analyze the association between the baseline TyG index and no-reflow phenomenon. The linear association between the baseline TyG index and no-reflow phenomenon was explored using smooth curve fitting with parallel subgroup analyses. Receiver operating characteristic (ROC) curves were generated to determine the predictive power of the TyG index. Results A multivariate logistic regression model revealed that the TyG index was an independent risk factor of no-reflow phenomenon [OR = 3.23, 95%CI: 2.15-4.86, P < 0.001], and the occurrence of no-reflow phenomenon increased gradually with the increase of TyG index tertile interval (P < 0.001). Smooth curve fitting showed that the TyG index was linearly related to the risk of no-reflow. Subgroup analysis showed that they participated in this positive correlation. The area under the ROC curve (AUC) of the TyG index for evaluating the occurrence of no-reflow was 0.710 (95% CI: 0.640-0.780; P < 0.01). Conclusions The TyG index is independently associated with no-reflow phenomenon, suggesting that the simple index of the TyG index can be used for risk assessment of no-reflow phenomenon after PCI in STEMI patients with T2DM.
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Affiliation(s)
- Juan Ma
- School of Clinical Medicine, Ningxia Medical University, Yinchuan, China
| | - Peng Wu
- School of Clinical Medicine, Ningxia Medical University, Yinchuan, China
| | - Shengzong Ma
- Department of Gynaecology and Obstetrics, People’s Hospital of Ningxia Hui Autonomous Region, Yinchuan, China
| | - Xueping Ma
- Heart Centre & Department of Cardiovascular Diseases, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Ping Jin
- Department of Cardiology, Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, Shaanxi, China
| | - Shaobin Jia
- Heart Centre & Department of Cardiovascular Diseases, General Hospital of Ningxia Medical University, Yinchuan, China
- Institute of Medical Sciences, General Hospital of Ningxia Medical University, Yinchuan, China
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21
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Deng M, Song K, Xu W, He G, Hu J, Xiao H, Zhou N, Chen S, Xu G, Tong Y, Zhang D, Wang Z, Li F. Association of higher triglyceride-glucose index and triglyceride-to-high-density lipoprotein cholesterol ratio with early neurological deterioration after thrombolysis in acute ischemic stroke patients. Front Neurol 2024; 15:1421655. [PMID: 39233681 PMCID: PMC11371550 DOI: 10.3389/fneur.2024.1421655] [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: 04/22/2024] [Accepted: 08/06/2024] [Indexed: 09/06/2024] Open
Abstract
Background Insulin resistance (IR) can predict the prognosis of patients suffering from cerebrovascular disorders. The triglyceride-glucose (TyG) index and triglyceride-to-high-density lipoprotein cholesterol (TG/HDL-C) ratio have been confirmed to be easy and reliable indicators of IR. However, the relationships between the TyG index or TG/HDL-C ratio and early neurological deterioration (END) after thrombolysis in patients with acute ischemic stroke (AIS) are uncertain. Methods A retrospective analysis of 1,187 patients diagnosed with AIS who underwent intravenous thrombolysis between January 2018 and February 2024 was performed. Post-thrombolysis END was defined as an increase in the National Institutes of Health Stroke Scale (NIHSS) score of ≥4 within 24 h after thrombolysis. Logistic regression analysis was performed to explore the relationships of the TyG index and TG/HDL-C ratio with post-thrombolysis END. Receiver operating characteristic (ROC) analysis was used to assess the ability of the TyG index and TG/HDL-C ratio to discriminate post-thrombolysis END. Results Among the 1,187 recruited patients, 179 (15.08%) were diagnosed with post-thrombolysis END, and 1,008 (84.92%) were diagnosed with non-END. A binary logistic regression model indicated that the TyG index (odds ratio [OR], 2.015; 95% confidence interval [CI] 1.964-2.414, p = 0.015) and TG/HDL-C ratio (OR, 1.542; 95% CI, 1.160-2.049, p = 0.004) were independent factors for post-thrombolysis END. The area under the curve (AUC) values for the TyG index, TG/HDL-C ratio, and TyG index combined with the TG/HDL-C ratio for post-thrombolysis END were 0.704, 0.674, and 0.755, respectively. Conclusion This study indicates that the TyG index and TG/HDL-C ratio can be used as prognostic factors to predict post-thrombolysis END.
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Affiliation(s)
- Mingzhu Deng
- Department of Neurology, Brain Hospital of Hunan Province, The Second People's Hospital of Hunan Province, Changsha, China
| | - Kangping Song
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Wei Xu
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Guohua He
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Jue Hu
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Hui Xiao
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Nina Zhou
- Department of Neurology, Brain Hospital of Hunan Province, The Second People's Hospital of Hunan Province, Changsha, China
| | - Sufen Chen
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Guilan Xu
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Yangping Tong
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Dan Zhang
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Zhen Wang
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
| | - Fangyi Li
- Department of Neurology, The Affiliated Changsha Central Hospital, Hengyang Medical School, University of South China, Changsha, China
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22
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Pescari D, Borlea A, Mihuta S, Stoian D. Development of a comprehensive risk prediction model for arterial stiffness assessment in individuals with obesity. Front Med (Lausanne) 2024; 11:1430437. [PMID: 39224613 PMCID: PMC11368134 DOI: 10.3389/fmed.2024.1430437] [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: 05/09/2024] [Accepted: 08/05/2024] [Indexed: 09/04/2024] Open
Abstract
Introduction Obesity in adults is a known risk factor for cardiovascular events and is associated with a decline in arterial elasticity. This study aims to evaluate the utility of pulse wave analysis (PWA) parameters in routine clinical practice for the primary prevention of cardiovascular events by developing a prediction model for arterial stiffness among obese and overweight individuals. Methods The study enrolled 84 adult patients, aged 18 to 85 years, with varying degrees of weight status, including optimal weight, overweight, and obesity. The lifestyle habits, the personal and family history of cardiometabolic diseases, as well the clinical evaluation that included BMI (body mass index), WHR (waist-to-hip ratio), WC (waist circumferance) were performed. PWA evaluation was conducted using the Mobil-O-Graph device, assessing the following parameters: pulse wave velocity (PWV), augmentation index (AIx), heart rate (HR), central pulse pressure (cPP), peripheral and central blood pressure (SBP, DBP, cSBP, cDBP). Body composition analysis was performed using the TANITA BC-418 body analyzer. Laboratory results from the past 3 months were also collected during initial nutritional consultations for each patient. Results Family history of cardiovascular events showed positive correlations with all PWA parameters, while diabetes history only with PWV and family history of obesity with PWV, DBP, and cSBP. Insufficient sleep duration showed positive associations with all arterial stiffness parameters except cDBP. Smoking status correlated with significantly elevated PWV and Aix values, while insufficient physical activity was associated solely with PWV. Positive correlations were showed between current weight and PWV, while WC demonstrated positive associations with PWV, SBP, and cSBP. Body composition analysis revealed significant associations between trunk adipose tissue mass (%) and PWV, SBP, and cSBP. Hydration status (%) emerged as an independent predictor for PWV, exhibiting an inverse relationship. HOMA-IR (Homeostatic Model Assessment for Insulin Resistance) showed a strong positive correlation with PWV. Negative associations were observed with HDL-c and vitamin D. Threshold values for age, cDBP and Cardiac Index providing positive diagnostic for vascular impairment. Conclusion The assessment of arterial stiffness can be considered a reliable approach to prevent obesity-related cardiovascular events and facilitate the comprehensive management of such pathologies.
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Affiliation(s)
- Denisa Pescari
- Department of Doctoral Studies, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
- Center for Molecular Research in Nephrology and Vascular Disease, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
| | - Andreea Borlea
- Center for Molecular Research in Nephrology and Vascular Disease, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
- Discipline of Endocrinology, Second Department of Internal Medicine, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
| | - Simina Mihuta
- Center for Molecular Research in Nephrology and Vascular Disease, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
| | - Dana Stoian
- Center for Molecular Research in Nephrology and Vascular Disease, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
- Discipline of Endocrinology, Second Department of Internal Medicine, “Victor Babeş” University of Medicine and Pharmacy, Timişoara, Romania
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Ma C, Cheng B, Zhou L, Cai S, Qin B, Sun J, Li M, Zhang S, Chen Y, Bao Q, Zhu P, Xu G, Wang S. Association between insulin resistance and vascular damage in an adult population in China: a cross-sectional study. Sci Rep 2024; 14:18472. [PMID: 39122757 PMCID: PMC11315910 DOI: 10.1038/s41598-024-69338-y] [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: 04/25/2024] [Accepted: 08/02/2024] [Indexed: 08/12/2024] Open
Abstract
There is a relative scarcity of large-scale population studies investigating the relationship between the insulin resistance index of homeostasis model assessment (HOMA-IR) and vascular damage. Therefore, we assessed the association between HOMA-IR and vascular damage in adults aged 18 years and older in China. A total of 17,985 research subjects were included. Vascular damage markers and relevant laboratory tests were measured. HOMA-IR was calculated as (fasting insulin * fasting blood glucose)/22.5. Vascular damage included arteriosclerosis (ba-PWV > 1800 cm/s), peripheral artery disease (ABI < 0.9), and microalbuminuria (UACR > 30 mg/g). The relationship between HOMA-IR and vascular damage was analyzed using the RCS. The restricted cubic spline (RCS) analysis suggested that HOMA-IR was nonlinearly associated with arteriosclerosis (P for no-liner < 0.01), peripheral artery disease (P for no-liner < 0.01), and microalbuminuria (P for no-liner < 0.01). Further segmented regression analyses revealed that in study subjects with HOMA-IR < 5, we found that HOMA-IR was associated with an increased OR for arteriosclerosis (OR: 1.36, 95% CI (1.28, 1.45), P < 0.01), peripheral artery disease (OR: 1.33, 95% CI (1.10, 1.60), P < 0.01) and microalbuminuria (OR: 1.59, 95% CI (1.49, 1.70), P < 0.01). HOMA-IR is an independent risk factor for vascular damage, both macrovascular and microvascular. The phenomenon of saturation of HOMA-IR with vascular damage needs further investigation.
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Affiliation(s)
- Cong Ma
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- Department of Health Management, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, 100853, China
| | - Bokai Cheng
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- Department of Nephrology, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, China
| | - Lin Zhou
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Shuang Cai
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Bangguo Qin
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Jin Sun
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Man Li
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Shuaishuai Zhang
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Yue Chen
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Qiligeer Bao
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China
| | - Ping Zhu
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China.
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China.
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China.
| | - Guogang Xu
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China.
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China.
- Department of Health Management, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, 100853, China.
| | - Shuxia Wang
- Chinese PLA General Hospital and Medical School of Chinese PLA, Beijing, China.
- Department of Geriatrics, The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China.
- The Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28, Fu Xing Road, Haidian District, Beijing, 100853, China.
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Lukito AA, Kamarullah W, Huang I, Pranata R. Association between triglyceride-glucose index and hypertension: A systematic review and meta-analysis. NARRA J 2024; 4:e951. [PMID: 39280320 PMCID: PMC11394170 DOI: 10.52225/narra.v4i2.951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 08/09/2024] [Indexed: 09/18/2024]
Abstract
The triglyceride-glucose (TyG) index is a simple and reliable indicator of insulin resistance, which is an important contributor to the development of hypertension. The aim of this meta-analysis was to determine the dose-response association between the TyG index and the incidence of hypertension. An extensive search was conducted through several databases, including PubMed, EMBASE, ScienceDirect, and Scopus, until June 1, 2024. The TyG index was used as the exposure, and the incidence of hypertension was measured throughout the TyG index intervals. The effect estimates were presented as odds ratios (OR) in both the unadjusted and adjusted models. Adjusted OR were carried out from all included studies to eliminate the possibility of confounding factors being involved in the incidence of hypertension. A total of 108.936 participants (mean age: 48.2 years old, male: 47%, mean body mass index: 23.9 kg/m2) from 14 observational studies were included. The TyG index in the most eminent category was related to a higher risk of hypertension in both unadjusted (OR: 2.59, 95%CI: 2.03-3.31, p<0.001; I2: 97.1%, p<0.001) and adjusted model (OR: 1.74, 95%CI: 1.39-2.19, p<0.001; I2: 92.2%, p<0.001). The dose-response meta-analysis for the adjusted OR showed that the linear association analysis was not significant per 0.1 increase in the TyG index. The dose-response curve became increasingly steeper at the TyG index above 8.5. In conclusion, the TyG index was shown to be strongly linked with hypertension in a non-linear dose-response manner.
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Affiliation(s)
- Antonia A. Lukito
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Pelita Harapan, Tangerang, Indonesia
- Department of Cardiology and Vascular Medicine, Siloam Hospitals Lippo Village, Tangerang, Indonesia
| | - William Kamarullah
- Faculty of Medicine and Health Sciences, Universitas Katolik Indonesia Atma Jaya, Jakarta, Indonesia
| | - Ian Huang
- Department of Internal Medicine, Faculty of Medicine, Universitas Pelita Harapan, Tangerang, Indonesia
- Department of Internal Medicine, Siloam Hospitals Lippo Village, Tangerang, Indonesia
| | - Raymond Pranata
- Department of Cardiology and Vascular Medicine, Faculty of Medicine, Universitas Pelita Harapan, Tangerang, Indonesia
- Department of Cardiology and Vascular Medicine, Siloam Hospitals Lippo Village, Tangerang, Indonesia
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25
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Liu B, Ren X, Tian W. Dietary inflammatory potential and the risk of nonfatal cardiovascular diseases in the China Health and Nutrition Survey. Nutrition 2024; 124:112469. [PMID: 38759340 DOI: 10.1016/j.nut.2024.112469] [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: 01/07/2024] [Revised: 04/03/2024] [Accepted: 04/13/2024] [Indexed: 05/19/2024]
Abstract
BACKGROUND To our knowledge, no evidence exists to link dietary inflammatory potential to cardiovascular disease (CVD) in China. Furthermore, the precise mechanisms underlying the link between a pro-inflammatory diet and CVD remain incompletely understood. OBJECTIVE We aimed to investigate the relationship between dietary inflammatory potential and nonfatal CVD in the Chinese population and to explore the mediating role of insulin resistance. METHODS A total of 4822 adults who participated in the China Health and Nutrition Survey (CHNS) were included in this analysis. The dietary inflammatory index (DII) was used to assess dietary inflammatory potential. Cox proportional hazards models and restricted cubic spline were applied to assess the longitudinal associations. The triglyceride-glucose (TyG) index was calculated to measure insulin resistance. Mediation analysis using a two-stage regression method for survival data was employed to explore the mediating effects of the TyG index on the association between DII score and nonfatal CVD. RESULTS During a median follow-up of 18 y, 234 incident cases of nonfatal CVD, including 136 strokes and 114 myocardial infarctions (MIs), were observed. For each standard deviation of the DII score, nonfatal CVD incidence increased by 15% (hazard ratio [HR]: 1.15, 95% confidence interval [CI]: 1.01-1.31), and stroke incidence increased by 22% (HR = 1.22, 95% CI: 1.03-1.45). DII score displayed a linear association with nonfatal CVD and stroke (P for nonlinearity = 0.250 and 0.238, respectively). No significant association was found between the DII score and MI. Mediation analyses showed that the TyG index mediated 5.90% and 9.35% of the total association between DII score and nonfatal CVD and stroke, respectively. CONCLUSIONS This study provides evidence that dietary inflammatory potential is positively associated with nonfatal CVD and stroke in Chinese adults, and the association was partly mediated by insulin resistance.
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Affiliation(s)
- Bangquan Liu
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, PR China
| | - Xiyun Ren
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, PR China
| | - Wenjing Tian
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, PR China.
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Zhu X, Chen J, Liu X, Wang Y. Association between triglyceride -glucose index and arterial stiffness progression : A retrospective cohort study. ZHONG NAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF CENTRAL SOUTH UNIVERSITY. MEDICAL SCIENCES 2024; 49:951-960. [PMID: 39311791 PMCID: PMC11420968 DOI: 10.11817/j.issn.1672-7347.2024.230592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Indexed: 09/26/2024]
Abstract
OBJECTIVES Insulin resistance (IR) is closely associated with atherosclerosis and adverse cardiovascular events. The triglyceride-glucose (TyG) index is an effective indicator for assessing IR. This study aims to explore the relationship between the TyG index and the risk of arterial stiffness progression. METHODS This retrospective cohort study included adults who had undergone at least 2 health examinations with arteriosclerosis testing at the Health Management Medical Center of the Third Xiangya Hospital, Central South University, between January 2012 and December 2022. Clinical data were collected. The TyG index was calculated using the formula of ln (triglycerides×fasting blood glucose/2). The baseline TyG index was assessed as both a continuous variable and as a quartile-based categorical variable. The progression of arteriosclerosis was evaluated by the annual change rate of brachial-ankle pulse wave velocity (baPWV) and the new onset of increased arterial stiffness. Linear regression model and Cox proportional hazard model were used to explore whether the TyG index is an independent risk factor for arterial stiffness progression. Subgroup analyses were performed based on age, gender, body mass index (BMI), and the presence of type 2 diabetes, hypertension, or hyperlipidemia to determine the characteristics of the association between the TyG index and arterial stiffness progression. RESULTS A total of 4 971 participants were included, with a follow-up period of (3.01±1.98) years. During follow-up, the annual baPWV change rate was (24.94±81.15) cm/s, and 278 cases of new onset of increased aterial stiffness were recorded. After fully adjusting for confounding factors, the baseline TyG index was independently positively correlated with both the annual baPWV change rate (β=17.5, 95% CI 9.00 to 25.94, P<0.001) and the risk of new onset of increased aterial stiffness [hazard ratio (HR)=1.43, 95% CI 1.18 to 1.74, P<0.001] when the TyG index was treated as a continuous variable. When treated as a categorical variable, higher TyG index quartiles were associated with progressively higher baPWV change rates and new onset of increased arterial stiffness (all P<0.05). In subgroups of participants aged ≥45 years, males, BMI<28 kg/m2, those with or without hypertension, and those without type 2 diabetes or hyperlipidemia, the baseline TyG index (both continuous and categorical) was significantly associated with new onset of increased arterial stiffness (all P<0.05), with no significant interactions observed across subgroups (all P>0.05). CONCLUSIONS The TyG index is independently associated with an increased risk of arterial stiffness progression and may serve as a useful indicator for assessing arterial stiffness progression risk in health check-up populations.
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Affiliation(s)
- Xiaoling Zhu
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013.
| | - Jia Chen
- Xiangya School of Nursing, Central South University, Changsha 410013, China
| | - Xuelian Liu
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013
| | - Yaqin Wang
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013.
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Liu D, Ren B, Tian Y, Chang Z, Zou T. Association of the TyG index with prognosis in surgical intensive care patients: data from the MIMIC-IV. Cardiovasc Diabetol 2024; 23:193. [PMID: 38844938 PMCID: PMC11157750 DOI: 10.1186/s12933-024-02293-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 05/30/2024] [Indexed: 06/09/2024] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index, a tool for assessing insulin resistance, is increasingly recognized for its ability to predict cardiovascular and metabolic risks. However, its relationship with trauma and surgical patient prognosis is understudied. This study investigated the correlation between the TyG index and mortality risk in surgical/trauma ICU patients to identify high-risk individuals and improve prognostic strategies. METHODS This study identified patients requiring trauma/surgical ICU admission from the Medical Information Mart for Intensive Care (MIMIC-IV) database, and divided them into tertiles based on the TyG index. The outcomes included 28-day mortality and 180-day mortality for short-term and long-term prognosis. The associations between the TyG index and clinical outcomes in patients were elucidated using Cox proportional hazards regression analysis and RCS models. RESULTS A total of 2103 patients were enrolled. The 28-day mortality and 180-day mortality rates reached 18% and 24%, respectively. Multivariate Cox proportional hazards analysis revealed that an elevated TyG index was significantly related to 28-day and 180-day mortality after covariates adjusting. An elevated TyG index was significantly associated with 28-day mortality (adjusted hazard ratio, 1.19; 95% confidence interval 1.04-1.37) and 180-day mortality (adjusted hazard ratio, 1.24; 95% confidence interval 1.11-1.39). RCS models revealed that a progressively increasing risk of mortality was related to an elevated TyG index. According to our subgroup analysis, an elevated TyG index is associated with increased risk of 28-day and 180-day mortality in critically ill patients younger than 60 years old, as well as those with concomitant stroke or cardiovascular diseases. Additionally, in nondiabetic patients, an elevated TyG index is associated with 180-day mortality. CONCLUSION An increasing risk of mortality was related to an elevated TyG index. In critically ill patients younger than 60 years old, as well as those with concomitant stroke or cardiovascular diseases, an elevated TyG index is associated with adverse short-term and long-term outcomes. Furthermore, in non-diabetic patients, an elevated TyG index is associated with adverse long-term prognosis.
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Affiliation(s)
- Donghao Liu
- Department of Cardiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, People's Republic of China
- Beijing Hospital, Institute of Geriatric Medicine, Peking University Fifth School of Clinical Medicine, Beijing, People's Republic of China
| | - Bingkui Ren
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100730, People's Republic of China
- Department of Critical Care Medicine, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, People's Republic of China
| | - Yuqing Tian
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100730, People's Republic of China
| | - Zhigang Chang
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100730, People's Republic of China.
- Department of Critical Care Medicine, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, People's Republic of China.
| | - Tong Zou
- Department of Cardiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, People's Republic of China.
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100730, People's Republic of China.
- Beijing Hospital, Institute of Geriatric Medicine, Peking University Fifth School of Clinical Medicine, Beijing, People's Republic of China.
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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.
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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.
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Zhang K, Han Y, Gao YX, Gu FM, Cai T, Gu ZX, Yu ZJ, Min G, Gao YF, Hu R, Huang MX. Association between the triglyceride glucose index and length of hospital stay in patients with heart failure and type 2 diabetes in the intensive care unit: a retrospective cohort study. Front Endocrinol (Lausanne) 2024; 15:1354614. [PMID: 38800470 PMCID: PMC11127565 DOI: 10.3389/fendo.2024.1354614] [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: 12/12/2023] [Accepted: 03/25/2024] [Indexed: 05/29/2024] Open
Abstract
Background The coexistence of heart failure and diabetes is prevalent, particularly in Intensive Care Units (ICU). However, the relationship between the triglyceride-glucose (TyG) index, heart failure, diabetes, and the length of hospital stay (LHS) in patients with cerebrovascular disease in the ICU remains uncertain. This study aims to investigate the association between the TyG index and LHS in patients with heart failure and diabetes. Methods This retrospective study utilized the Medical Information Mart for Intensive Care (MIMIC)-IV database to analyze patients with diabetes and heart failure. Participants were categorized into quartiles based on the TyG index, and the primary outcome was LHS. The association between the TyG index at ICU admission and LHS was examined through multivariable logistic regression models, restricted cubic spline regression, and subgroup analysis. Results The study included 635 patients with concurrent diabetes and heart failure. The fully adjusted model demonstrated a positive association between the TyG index and LHS. As a tertile variable (Q2 and Q3 vs Q1), the beta (β) values were 0.88 and 2.04, with a 95% confidence interval (95%CI) of -0.68 to 2.44 and 0.33 to 3.74, respectively. As a continuous variable, per 1 unit increment, the β (95% CI) was 1.13 (0.18 to 2.08). The TyG index's relationship with LHS showed linearity (non-linear p = 0.751). Stratified analyses further confirmed the robustness of this correlation. Conclusion The TyG index exhibited a linearly positive association with the LHS in patients with both heart failure and diabetes. Nevertheless, prospective, randomized, controlled studies are imperative to substantiate and validate the findings presented in this investigation.
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Affiliation(s)
- Kai Zhang
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
| | - Yu Han
- Department of Ophthalmology, First Hospital of Jilin University, Changchun, China
| | - Yu Xuan Gao
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
| | - Fang Ming Gu
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
| | - Tianyi Cai
- Department of Ophthalmology, Second Hospital of Jilin University, Changchun, China
| | - Zhao Xuan Gu
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
| | - Zhao Jia Yu
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
| | - Gao Min
- Department of Cancer Center, The First Hospital of Jilin University, Changchun, China
| | - Ya Fang Gao
- Department of Ophthalmology, Second Hospital of Jilin University, Changchun, China
| | - Rui Hu
- Department of Ophthalmology, Second Hospital of Jilin University, Changchun, China
| | - Mao Xun Huang
- Cardiovascular Surgery Department, The Second Hospital of Jilin University, Changchun, China
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Zhang W, Huo W, Hu H, Li T, Yuan L, Zhang J, Feng Y, Wu Y, Fu X, Ke Y, Wang M, Wang L, Chen Y, Gao Y, Li X, Sun L, Pang J, Zheng Z, Hu F, Zhang M, Liu Y, Hu D, Zhao Y. Dose-response associations of triglyceride to high-density lipoprotein cholesterol ratio and triglyceride-glucose index with arterial stiffness risk. Lipids Health Dis 2024; 23:115. [PMID: 38643148 PMCID: PMC11031917 DOI: 10.1186/s12944-024-02095-z] [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: 02/20/2024] [Accepted: 03/27/2024] [Indexed: 04/22/2024] Open
Abstract
BACKGROUND The triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio and triglyceride-glucose (TyG) index are novel indexes for insulin resistance (IR). We aimed to evaluate associations of TG/HDL-C and TyG with arterial stiffness risk. METHODS We enrolled 1979 participants from the Rural Chinese Cohort Study, examining arterial stiffness by brachial-ankle pulse wave velocity (baPWV). Logistic and linear regression models were employed to calculate effect estimates. For meta-analysis, we searched relevant articles from PubMed, Embase and Web of Science up to August 26, 2023. The fixed-effects or random-effects models were used to calculate the pooled estimates. We evaluated dose-response associations using restricted cubic splines. RESULTS For cross-sectional studies, the adjusted ORs (95%CIs) for arterial stiffness were 1.12 (1.01-1.23) and 1.78 (1.38-2.30) for per 1 unit increment in TG/HDL-C and TyG. In the meta-analysis, the pooled ORs (95% CIs) were 1.26 (1.14-1.39) and 1.57 (1.36-1.82) for per 1 unit increment of TG/HDL-C and TyG. Additionally, both TG/HDL-C and TyG were positively related to PWV, with β of 0.09 (95% CI 0.04-0.14) and 0.57 (95% CI 0.35-0.78) m/s. We also found linear associations of TG/HDL-C and TyG with arterial stiffness risk. CONCLUSIONS High TG/HDL-C and TyG were related to increased arterial stiffness risk, indicating TG/HDL-C and TyG may be convincing predictors of arterial stiffness.
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Affiliation(s)
- Wenkai Zhang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Weifeng Huo
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Huifang Hu
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Tianze Li
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Lijun Yuan
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Jinli Zhang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Yifei Feng
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Yuying Wu
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Xueru Fu
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Yamin Ke
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Mengmeng Wang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Longkang Wang
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Yaobing Chen
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Yajuan Gao
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Xi Li
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China
| | - Liang Sun
- Department of Social Medicine and Health Management, College of Public Health, Zhengzhou University, Zhengzhou, Henan, 450001, People's Republic of China
| | - Jinyuan Pang
- Department of Preventive Medicine, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
| | - Zeqiang Zheng
- Department of Preventive Medicine, School of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
| | - Fulan Hu
- Department of Biostatistics and Epidemiology, school of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
- Guangdong provincial Key Laboratory of Regional Immunity and Diseases, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
| | - Ming Zhang
- Department of Biostatistics and Epidemiology, school of Public Health, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
- Guangdong provincial Key Laboratory of Regional Immunity and Diseases, Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
| | - Yu Liu
- Department of General Practice, The Affiliated Luohu Hospital of Shenzhen University Health Science Center, Shenzhen, Guangdong, People's Republic of China
| | - Dongsheng Hu
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China.
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan, 450001, People's Republic of China.
| | - Yang Zhao
- Department of Epidemiology and Health Statistics, College of Public Health, Zhengzhou University, Zhengzhou, Henan, People's Republic of China.
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, 100 Kexue Avenue, Zhengzhou, Henan, 450001, People's Republic of China.
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Miao H, Zhou Z, Yang S, Zhang Y. The association of triglyceride-glucose index and related parameters with hypertension and cardiovascular risk: a cross-sectional study. Hypertens Res 2024; 47:877-886. [PMID: 38012411 DOI: 10.1038/s41440-023-01502-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 10/13/2023] [Accepted: 10/20/2023] [Indexed: 11/29/2023]
Abstract
The objective of this study was to investigate the association between triglyceride-glucose index (TyG) and related parameters (TyG-BMI, TyG-WC, TyG-WHR, and TyG-WHtR) with hypertension and cardiovascular risk. Additionally, the study aimed to compare the performance of these parameters in identifying patients with hypertension and high cardiovascular risk and determine appropriate indicators for the prediction of cardiovascular risk. Residents from a community in Beijing, China, who underwent health examinations at a regional hospital between December 2011 and August 2012, were recruited. Logistic regression analysis was used to explore the association between each parameter with hypertension and cardiovascular disease (CVD). The receiver operating characteristic curve was used to compare the predictive ability of each parameter in identifying people with hypertension or high cardiovascular risk. A total of 16,834 participants were included. After adjusting for confounders, the highest quartile groups of TyG and related parameters showed a significantly increased risk of hypertension compared to the lowest quartile groups. Among the parameters, TyG-WC exhibited the highest diagnostic efficacy for hypertension [area under the curve (AUC): 0.665, 95% CI: 0.656-0.673] followed by TyG-WHtR, TyG-BMI, TyG-WHR, and TyG index. Similarly, the highest quartile groups of each parameter demonstrated significantly increased risks of high cardiovascular risk compared to the lowest quartile groups. TyG-WHR performed best in distinguishing participants with high cardiovascular risk (AUC: 0.718, 95% CI: 0.710-0.726) followed by TyG-WC, TyG-WHtR, TyG-BMI, and TyG index. In conclusion, TyG-related parameters had independent associations with hypertension and cardiovascular risk. TyG-WHR exhibited the highest efficacy in distinguishing participants with high cardiovascular risk, which might contribute to the primary prevention of CVD.
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Affiliation(s)
- Huanhuan Miao
- Department of Cardiology, Heart Failure Center, Fu Wai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Zhanyang Zhou
- Department of Cardiology, Heart Failure Center, Fu Wai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Shijie Yang
- Department of Cardiology, Heart Failure Center, Fu Wai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Yuqing Zhang
- Department of Cardiology, Heart Failure Center, Fu Wai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China.
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Li L, Zhang J, Zhang X, Huo Z, Jiang J, Wu Y, Zhu C, Chen S, Du X, Li H, Wei X, Ji C, Wu S, Huang Z. Association of Cumulative Exposure to Cardiovascular Health Behaviors and Factors with the Onset and Progression of Arterial Stiffness. J Atheroscler Thromb 2024; 31:368-381. [PMID: 37926522 PMCID: PMC10999723 DOI: 10.5551/jat.64469] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 09/10/2023] [Indexed: 11/07/2023] Open
Abstract
AIM This study aims to explore the association of cumulative exposure to cardiovascular health behaviors and factors with the onset and progression of arterial stiffness. METHODS In this study, 24,110 participants were examined from the Kailuan cohort, of which 11,527 had undergone at least two brachial-ankle pulse wave velocity (baPWV) measurements. The cumulative exposure to cardiovascular health behaviors and factors (cumCVH) was calculated as the sum of the cumCVH scores between two consecutive physical examinations, multiplied by the time interval between the two. A logistic regression model was constructed to evaluate the association of cumCVH with arterial stiffness. Generalized linear regression models were used to analyze how cumCVH affects baPWV progression. Moreover, a Cox proportional hazards regression model was used to analyze the effect of cumCVH on the risk of arterial stiffness. RESULTS In this study, participants were divided into four groups, according to quartiles of cumCVH exposure levels, namely, quartile 1 (Q1), quartile 2 (Q2), quartile 3 (Q3), and quartile 4 (Q4). Logistic regression analysis showed that compared with the Q1 group, the incidence of arterial stiffness in terms of cumCVH among Q2, Q3, and Q4 groups decreased by 16%, 30%, and 39%, respectively. The results of generalized linear regression showed that compared with the Q1 group, the incidence of arterial stiffness in the Q3 and Q4 groups increased by -25.54 and -29.83, respectively. The results of Cox proportional hazards regression showed that compared with the Q1 group, the incidence of arterial stiffness in cumCVH among Q2, Q3, and Q4 groups decreased by 11%, 19%, and 22%, respectively. Sensitivity analyses showed consistency with the main results. CONCLUSIONS High cumCVH can delay the progression of arterial stiffness and reduce the risk of developing arterial stiffness.
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Affiliation(s)
- Liuxin Li
- Department of Cardiology, Kailuan Hospital, Tangshan, China
- Graduate School, North China University of Science and Technology, Tangshan, China
| | - Jingdi Zhang
- Graduate School, North China University of Science and Technology, Tangshan, China
| | - Xiaoxue Zhang
- Department of Cardiology, Kailuan Hospital, Tangshan, China
- Graduate School, North China University of Science and Technology, Tangshan, China
| | - Zhenyu Huo
- Graduate School, North China University of Science and Technology, Tangshan, China
| | - Jinguo Jiang
- Department of Clinical Epidemiology, Shengjing Hospital of China Medical University, China Medical University, Shenyang, Liaoning, China
| | - Yuntao Wu
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Chenrui Zhu
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Shuohua Chen
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Xin Du
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Huiying Li
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Xiaoming Wei
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Chunpeng Ji
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Shouling Wu
- Department of Cardiology, Kailuan Hospital, Tangshan, China
| | - Zhe Huang
- Department of Cardiology, Kailuan Hospital, Tangshan, China
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Wang S, Wang Q, Yan X. Association between triglyceride-glucose index and hypertension: a cohort study based on the China Health and Nutrition Survey (2009-2015). BMC Cardiovasc Disord 2024; 24:168. [PMID: 38504161 PMCID: PMC10949779 DOI: 10.1186/s12872-024-03747-9] [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: 10/31/2022] [Accepted: 01/23/2024] [Indexed: 03/21/2024] Open
Abstract
AIM Insulin resistance (IR) may participate in the pathogenesis of hypertension by mediating low-grade systemic inflammation. The triglycerides-glucose (TyG) index has recently been suggested as a reliable alternative biochemical marker of IR compared with traditional methods. Herein, we speculated TyG index may also be associated with hypertension. METHODS Data of adults were extracted from the China Health and Nutrition Survey (CHNS) in 2009-2015 in this retrospective cohort study. The TyG index was calculated using the formula: TyG = Ln [fasting triglycerides (mg/dL) ×fasting glucose (mg/dL)/2]. Associations between TyG index and hypertension were evaluated by univariate and multivariate logistic regression analyses with odds ratios (ORs) and 95% confidence intervals (CIs). Subgroup analyses of age and gender were also performed. In addition, we assessed the interaction effect between TyG index and body mass index (BMI) on hypertension in participants with different age and gender. RESULTS Among 3,413 eligible participants, 1,627 (47.67%) developed hypertension. The average TyG index in hypertension group and non-hypertension group was 8.58 and 8.39 respectively. After adjusting for covariates, we found that compared with participants with TyG index ≤ 8.41 (median value), those who had higher TyG index seemed to have higher odds of hypertension [OR = 1.17, 95%CI: (1.01-1.37)]. Similarly, this association was also discovered in participants who aged ≤ 65 years old [OR = 1.19, 95%CI: (1.01-1.39)] or were female [OR = 1.35, 95%CI: (1.10-1.65)]. Additionally, there was a potential additive interaction effect between obesity and TyG index on hypertension. CONCLUSION High TyG index was associated with high odds of hypertension in general population in China, but the causal relationship between them needed further exploration.
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Affiliation(s)
- Su Wang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China.
| | - Qian Wang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
| | - Xianliang Yan
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, China
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Huang J, Rozi R, Ma J, Fu B, Lu Z, Liu J, Ding Y. Association between higher triglyceride glucose index and increased risk of osteoarthritis: data from NHANES 2015-2020. BMC Public Health 2024; 24:758. [PMID: 38468219 PMCID: PMC10929152 DOI: 10.1186/s12889-024-18272-9] [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: 09/23/2023] [Accepted: 03/04/2024] [Indexed: 03/13/2024] Open
Abstract
BACKGROUND The relationship between the triglyceride glucose (TyG) index and osteoarthritis (OA) remains unclear. The objective of this study was to examine potential associations between an elevated TyG index and an increased risk of OA prevalence. METHODS 3,921 participants with OA from the National Health and Nutrition Examination Survey (2015-2020) were included in this study. Participants were categorized into quartiles based on TyG index, which was determined using the formula: Ln [triglyceride (mg/dL) fasting blood glucose (mg/dL)/2]. Weighted multivariable regression, subgroup analyses, and threshold effect analyses were performed to calculate the independent association between TyG index and OA. RESULTS A total of 25,514 people were enrolled, with a mean TyG index of 8.48 ± 0.65. The results of multivariable logistic regression analysis after full adjustment showed a significant association between higher TyG index values and an increased risk of OA. Specifically, each incremental unit increase in the TyG index was associated with a 634% higher risk of OA [OR = 7.34; 95% CI: 2.25, 23.93; p = 0.0010]. Based on interaction tests, age, gender, BMI, and smoking status did not significantly affect the relationship between the TyG index and OA, while diabetes showed a stronger positive correlation between the TyG index and OA. CONCLUSION An increased risk of OA was associated with a higher TyG index. TyG could be a valuable predictor of OA and offer novel perspectives on the assessment and treatment of OA.
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Affiliation(s)
- Jie Huang
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
- Department of Orthopaedics, School of Medicine, South China University of Technology, 510006, Guangzhou, China;, China
| | - Rigbat Rozi
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Jingbo Ma
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Bensheng Fu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Zhengcao Lu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
- Department of Orthopaedics, School of Medicine, Jinzhou Medical University, 121001, Jinzhou, China
| | - Jiang Liu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Yu Ding
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China.
- Department of Orthopaedics, School of Medicine, South China University of Technology, 510006, Guangzhou, China;, China.
- Department of Orthopaedics, School of Medicine, Jinzhou Medical University, 121001, Jinzhou, China.
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Cai Y, Sha W, Deng H, Zhang T, Yang L, Wu Y, Luo J, Liu G, Yang Y, Feng D. Correlation between the triglyceride-glucose index and arterial stiffness in Japanese individuals with normoglycaemia: a cross-sectional study. BMC Endocr Disord 2024; 24:30. [PMID: 38443895 PMCID: PMC10913653 DOI: 10.1186/s12902-024-01551-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2023] [Accepted: 02/06/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND The association between the triglyceride-glucose (TyG) index and arterial stiffness in individuals with normoglycaemia remains unclear. We aimed to evaluate the relationship between the TyG index and arterial stiffness in Japanese individuals with normoglycaemia, providing additional evidence for predicting early arterial stiffness. METHODS This study included 15,453 adults who participated in the NAGALA Physical Examination Project of the Murakami Memorial Hospital in Gifu, Japan, from 2004 to 2015. Data on clinical demographic characteristics and serum biomarker levels were collected. The TyG index was calculated from the logarithmic transformation of fasting triglycerides multiplied by fasting glucose, and arterial stiffness was measured using the estimated pulse wave velocity calculated based on age and mean blood pressure. The association between the TyG index and arterial stiffness was analysed using a logistic regression model. RESULTS The prevalence of arterial stiffness was 3.2% (500/15,453). After adjusting for all covariates, the TyG index was positively associated with arterial stiffness as a continuous variable (adjusted odds ratio (OR) = 1.86; 95% Confidence Interval = 1.45-2.39; P<0.001). Using the quartile as the cutoff point, a regression analysis was performed for arterial stiffness when the TyG index was converted into a categorical variable. After adjusting for all covariates, the OR showed an upward trend; the trend test was P<0.001. Subgroup analysis revealed a positive association between the TyG index and arterial stiffness in Japanese individuals with normoglycaemia and different characteristics. CONCLUSION The TyG index in Japanese individuals with normoglycaemia is significantly correlated with arterial stiffness, and the TyG index may be a predictor of early arterial stiffness.
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Affiliation(s)
- Yuying Cai
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Wenyue Sha
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Hailian Deng
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Tuming Zhang
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Linlin Yang
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Yueying Wu
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Jinhua Luo
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Guangyan Liu
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China
| | - Yu Yang
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China.
| | - Dehui Feng
- Affiliated Hospital of Guangdong Medical University, No. 57 Renmin Street, 524000, Zhanjiang, China.
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Zheng D, Cao L. Association Between Myocardial Infarction and Triglyceride-Glucose Index: A Study Based on NHANES Database. Glob Heart 2024; 19:23. [PMID: 38404616 PMCID: PMC10885828 DOI: 10.5334/gh.1303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 02/05/2024] [Indexed: 02/27/2024] Open
Abstract
Objective To investigate differences in levels of the triglyceride-glucose (TyG) index between individuals with myocardial infarction (MI) and those without MI, as well as the association between TyG index and risk of MI. Methods Data from the National Health and Nutrition Examination Survey (NHANES) for US adults from 2013 to 2018 were included in this study. Using MI as an outcome variable and TyG index as an exposure variable, logistic regression models were employed to analyze relationship between MI and TyG index. Results The study included 6,695 participants. Compared to the non-MI group, patients with MI had significantly higher TyG index (8.89 vs. 8.63, P = 0.003). Higher TyG index was significantly associated with an increased risk of MI in US adults (OR: 1.69, 95% CI: 1.26-2.26, P < 0.001). Race, smoking status, and history of chronic obstructive pulmonary disease (COPD) had significant impacts on the association between TyG index and risk of MI (P for interaction < 0.05). Subgroup analysis demonstrated a significant positive correlation between TyG index and MI risk in non-Hispanic Black individuals, non-smokers, and individuals without COPD across multiple models (OR > 1.0, P < 0.05). Conclusion US adults with higher TyG index were more susceptible to MI, and TyG index may be used to identify individuals at high risk of MI in the US population.
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Affiliation(s)
- Dandan Zheng
- The Department of Cardiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang City, Hubei Province, China
| | - Ligong Cao
- The Department of Cardiology, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang City, Hubei Province, China
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Teng YJ, Yang YX, Yang JJ, Lu QY, Shi JY, Xu JH, Bao J, Wang QH. Association between triglyceride-glucose index and colorectal polyps: A retrospective cross-sectional study. World J Gastrointest Endosc 2024; 16:55-63. [PMID: 38464818 PMCID: PMC10921154 DOI: 10.4253/wjge.v16.i2.55] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 11/16/2023] [Accepted: 01/08/2024] [Indexed: 01/31/2024] Open
Abstract
BACKGROUND Colorectal polyps (CPs) are frequently occurring abnormal growths in the colorectum, and are a primary precursor of colorectal cancer (CRC). The triglyceride-glucose (TyG) index is a novel marker that assesses metabolic health and insulin resistance, and has been linked to gastrointestinal cancers. AIM To investigate the potential association between the TyG index and CPs, as the relation between them has not been documented. METHODS A total of 2537 persons undergoing a routine health physical examination and colonoscopy at The First People's Hospital of Kunshan, Jiangsu Province, China, between January 2020 and December 2022 were included in this retrospective cross-sectional study. After excluding individuals who did not meet the eligibility criteria, descriptive statistics were used to compare characteristics between patients with and without CPs. Logistic regression analyses were conducted to determine the associations between the TyG index and the prevalence of CPs. The TyG index was calculated using the following formula: Ln [triglyceride (mg/dL) × glucose (mg/dL)/2]. The presence and types of CPs was determined based on data from colonoscopy reports and pathology reports. RESULTS A nonlinear relation between the TyG index and the prevalence of CPs was identified, and exhibited a curvilinear pattern with a cut-off point of 2.31. A significant association was observed before the turning point, with an odds ratio (95% confidence interval) of 1.70 (1.40, 2.06), P < 0.0001. However, the association between the TyG index and CPs was not significant after the cut-off point, with an odds ratio (95% confidence interval) of 0.57 (0.27, 1.23), P = 0.1521. CONCLUSION Our study revealed a curvilinear association between the TyG index and CPs in Chinese individuals, suggesting its potential utility in developing colonoscopy screening strategies for preventing CRC.
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Affiliation(s)
- Ya-Jie Teng
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Ying-Xue Yang
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Jing-Jing Yang
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Qiu-Yan Lu
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Jia-Yi Shi
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Jian-Hao Xu
- Department of Pathology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Jie Bao
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
| | - Qing-Hua Wang
- Department of Gastroenterology, The First People's Hospital of Kunshan, Suzhou 215300, Jiangsu Province, China
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Sun YH, Hu NQ, Huang XY, Liu ZX, Li QY, Li QL, Li LH. Central and peripheral blood pressures in relation to the triglyceride-glucose index in a Chinese population. Cardiovasc Diabetol 2024; 23:3. [PMID: 38172813 PMCID: PMC10765647 DOI: 10.1186/s12933-023-02068-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 11/15/2023] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a surrogate marker of insulin resistance. However, the relationship between the TyG index and central blood pressure (BP), has not been well studied in adults. METHODS A total of 715 Chinese adult participants were enrolled in this study. Anthropometric and BP were assessed. The TyG index was calculated as ln[fasting triglycerides(mg/dL) × fasting glucose(mg/dL)/2]. Central BP was measured using SphygmoCor system. RESULTS The participants were stratified into three groups based on the TyG index, and significant differences were observed in metabolic and cardiovascular parameters and the prevalence of hypertension among the groups. Both brachial (β = 1.38, P = 0.0310; group highest vs. lowest, β = 2.66, P = 0.0084) and aortic (β = 2.38, P = 0.0002; group highest vs. lowest, β = 3.96, P = 0.0001) diastolic BP were significantly and independently associated with the TyG index and increasing TyG index tertile. However, there was no independent association between the TyG index and systolic BP. A one-unit increase in the TyG index was associated with a 46% higher risk of hypertension (P = 0.0121), and compared with the lowest group, participants in the highest group had a 95% higher risk of hypertension (P = 0.0057). CONCLUSIONS Our study demonstrates a significant and independent association between the TyG index and both brachial and aortic diastolic BP in Chinese adults. Furthermore, the TyG index was found to be an independent predictor of hypertension.
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Affiliation(s)
- Yin-Hua Sun
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Nai-Qing Hu
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Xian-Yi Huang
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Zheng-Xin Liu
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Qi-Yan Li
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Qing-Lu Li
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China
| | - Li-Hua Li
- Department of Gerontology, The First Affiliated Hospital of Dali University, Jiashibo Road 32, Dali, 671000, Yunnan Province, China.
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Liu G. Association between the metabolic score for insulin resistance (METS-IR) and arterial stiffness among health check-up population in Japan: a retrospective cross-sectional study. Front Endocrinol (Lausanne) 2024; 14:1308719. [PMID: 38229737 PMCID: PMC10789854 DOI: 10.3389/fendo.2023.1308719] [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: 10/07/2023] [Accepted: 11/28/2023] [Indexed: 01/18/2024] Open
Abstract
Aim This study examined the association between the metabolic score for insulin resistance (METS-IR), a novel surrogate indicator of insulin resistance, and brachial-ankle pulse wave velocity (baPWV) in Japanese health check participants. Methods A cross-sectional research was conducted involving individuals in a program of medical health screening at the Medical Health Check-up Center in Japan. The study assessed the connection between METS-IR and baPWV in 912 participants who joined the program between 3/1/2004 and 12/31/2012. Serum laboratory tests and lifestyle surveys were the covariates. Multivariate linear regression analysis and subgroup analyses were performed. Results 912 participants were involved in this cross-sectional study. Adjusted for age, sex, BMI, AST, UA, HDL, eGFR, ankle-brachial index (ABI), alcohol consumption, and smoking status, multivariate linear regression analysis showed that METS-IR and baPWV showed a significant positive association (adjusted β=15.3, 95% confidence interval (CI): 6.61~23.98) with METS-IR as a continuous variable. When converting METS-IR to quartile categorical variables, higher quartile METS-IR indices had longer baPWV (Q3 vs Q1, β=86.14, 95% CI: 23.45~148.83; Q4 vs Q1, β=125.41, 95% CI: 39.99~210.84). In subgroup analysis, METS-IR was associated with baPWV in people with eGFR > 60 ml/min (adjusted β= 14.44, 95% CI: 5.61~23.26, P=0.001), none or light alcohol consumption (adjusted β=16.92, 95% CI: 6.85~27, P=0.001), non-smokers (adjusted β=15.48, 95% CI: 5.86~25.1, P=0.002), non-regular exercisers(adjusted β=17.34, 95% CI: 8.03~26.65, P<0.001), non-fatty liver (adjusted β=17.65, 95% CI: 5.92~29.39, P=0.003), and non-hypertensive (adjusted β=16.13, 95% CI:8.45~23.8, P<0.001). Conclusion METS-IR are remarkably associated with baPWV among health check-up participants in Gifu, Japan. As a simple, easily calculated predictor of arterial stiffness, METS-IR could be considered for primary care as a monitoring tool to identify people with high risk of cardiovascular disease in order to intervene early on risk factors. Future prospective, large-sample researches are still needed to confirm this.
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Affiliation(s)
- Gailing Liu
- Department of Nephrology, People’s Hospital of Zhengzhou University, He’nan Provincial People’s Hospital, He’nan Provincial Key Laboratory of Kidney Disease and Immunology, Zhengzhou, China
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Du L, Xu X, Wu Y, Yao H. Association between the triglyceride glucose index and cardiovascular mortality in obese population. Nutr Metab Cardiovasc Dis 2024; 34:107-111. [PMID: 37949711 DOI: 10.1016/j.numecd.2023.08.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/26/2023] [Accepted: 08/09/2023] [Indexed: 11/12/2023]
Abstract
BACKGROUND AND AIM The triglyceride and glucose (TyG) index, as a surrogate marker of insulin resistance, was related to increased mortality. Our study aimed to investigate the specific relationship between the TyG index and all-cause mortality among obese population. METHODS AND RESULTS 6731 participants with obesity were enrolled from the National Health and Nutrition Examination Survey (NHANES). The TyG index was calculated as log [fasting triglycerides (mg/dL) x fasting glucose (mg/dL)/2]. The baseline levels of TyG associated with the risk of all-cause and cardiovascular mortality were evaluated by Cox proportional hazards models. After a follow-up of 16.7 years, 693 all-cause death and 133 cardiovascular deaths occurred. Dose-response curve showed that the association of the risk of all-cause mortality was non-linear (p = 0.019) and the corresponding TyG index ranged 8.78 to 9.64 for the lowest risk. Compared with the reference quartile of 8.79-9.22, the multivariate-adjusted hazards ratios were 1.32 ((95% confidence interval 1.03-1.70; p = 0.030) in the lowest quartile for all-cause mortality, and 0.55 (0.32-0.93; p = 0.025) in the second quartile for cardiovascular mortality. CONCLUSIONS TyG index was associated with the risk of all-cause mortality in obese participants and the level associated with the lowest risk was 8.78-9.64.
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Affiliation(s)
- Lin Du
- Department of Cardiology, The Affiliated Hospital of Yangzhou University, Yangzhou University, Yangzhou, China
| | - Xiaotian Xu
- Department of Neurology, The Affiliated Hospital of Yangzhou University, Yangzhou University, Yangzhou, China
| | - Yong Wu
- Department of Cardiology, The Affiliated Hospital of Yangzhou University, Yangzhou University, Yangzhou, China
| | - Hongsu Yao
- Department of Anesthesiology, The Affiliated Hospital of Yangzhou University, Yangzhou, China.
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Nishigoori S, Shirakabe A, Okazaki H, Matsushita M, Shibata Y, Shigihara S, Sawatani T, Tani K, Kiuchi K, Kobayashi N, Asai K. Clinical Significance of the Triglyceride-Glucose Index in Patients Requiring Nonsurgical Intensive Care. Int Heart J 2024; 65:180-189. [PMID: 38556329 DOI: 10.1536/ihj.23-409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/02/2024]
Abstract
The evaluation of triglyceride-glucose (TyG) index has not been sufficient in patients requiring nonsurgical intensive care.A total of 3,906 patients who required intensive care were enrolled. We computed the TyG index using the value on admission by the following formula: ln [triglyceride (mg/dL) × glucose (mg/dL) /2]. Patients were divided into three groups according to the TyG index quartiles: low (quartile 1 [Q1]; TyG index ≤ 8.493, n = 977), middle (Q2/Q3; 8.494 ≤ TyG index ≤ 9.536, n = 1,953), and high (Q4; TyG index > 9.537, n = 976). The median (interquartile range) TyG index was 9.00 (8.50-9.54); acute coronary syndrome (ACS) had the highest TyG index among all etiologies at 9.12 (8.60-9.68). A multivariate logistic regression model showed that ACS (odds ratio [OR], 2.133; 95% confidence interval [CI], 1.783-2.552) were independently correlated with high TyG index. A Cox proportional hazards regression model revealed that, in ACS, the Q2/Q3 and Q4 groups were independent predictors of 30-day all-cause mortality (hazard ratio [HR], 1.778; 95% CI, 1.014-3.118; HR, 2.986; 95% CI, 1.680-5.308; respectively) and that in acute heart failure [AHF], the Q4 group was a converse independent predictor of 30-day all-cause mortality (HR, 0.488; 95% CI, 0.241-0.988).High TyG index was linked to ACS and negative outcomes in the ACS group; in contrast, low TyG index was associated with adverse outcomes in the AHF group.
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Affiliation(s)
- Suguru Nishigoori
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Akihiro Shirakabe
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Hirotake Okazaki
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Masato Matsushita
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Yusaku Shibata
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Shota Shigihara
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Tomofumi Sawatani
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Kenichi Tani
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Kazutaka Kiuchi
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Nobuaki Kobayashi
- Division of Intensive Care Unit, Nippon Medical School Chiba Hokusoh Hospital
| | - Kuniya Asai
- Department of Cardiovascular Medicine, Nippon Medical School
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Zhang N, Chi X, Zhou Z, Song Y, Li S, Xu J, Li J. Triglyceride-glucose index is associated with a higher risk of stroke in a hypertensive population. Cardiovasc Diabetol 2023; 22:346. [PMID: 38093283 PMCID: PMC10720217 DOI: 10.1186/s12933-023-02082-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Accepted: 11/29/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND This study aimed to evaluate the association of triglyceride-glucose (TyG) index, an insulin resistance surrogate biomarker, with first stroke in a hypertensive population and to explore potential influencing factors. METHODS This study, a cohort study among a rural Chinese hypertensive population, utilized data from the China Stroke Primary Prevention Trial (CSPPT). The TyG index was calculated as ln [fasting triglyceride (mg/dL) × fasting glucose (mg/dL)/2]. Multivariate analysis using Cox proportional hazards models was conducted. RESULTS A total of 7569 hypertensive patients were included in this study. When TyG index was assessed as quartiles, compared with the reference group (Quartile 1), the hazard ratio of stroke was 1.04 in Quartile 2, 1.43 in Quartile 3, and 1.45 in Quartile 4, with a significant trend test (P = 0.013). When Quartiles 3 and 4 were combined (≥ 8.8), the hazard ratio was 1.41 compared with combined Quartiles 1 and 2 (< 8.8). Similar findings were observed for the association of TyG index with ischemic stroke. Further, a joint effect of baseline TyG index and age on first stroke was found. Using the group with TyG < 8.8 and age < 60 years as a reference, the highest hazard ratio of stroke was found in the group with a higher TyG index and aged 60 or greater (HR: 2.15, 95% CI 1.50, 3.07, P < 0.001). CONCLUSIONS In a hypertensive population, baseline TyG index was associated with a significantly higher risk of first stroke. In addition, age was a significant effect modifier for this association.
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Affiliation(s)
- Nan Zhang
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku St, Xicheng District, Beijing, 100034, China
| | - Xiying Chi
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku St, Xicheng District, Beijing, 100034, China
| | - Ziyi Zhou
- Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China
| | - Yun Song
- Shenzhen Evergreen Medical Institute, Shenzhen, China
| | - Shuqun Li
- Department of Gastrointestinal Surgery, Beijing Shijitan Hospital, Capital Medical University, Beijing, China
| | - Jiafeng Xu
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou, Guangdong, China
| | - Jianping Li
- Department of Cardiology, Peking University First Hospital, No. 8 Xishiku St, Xicheng District, Beijing, 100034, China.
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Tao S, Yu L, Li J, Xie Z, Huang L, Yang D, Tan Y, Zhang W, Huang X, Xue T. Prognostic value of triglyceride-glucose index in patients with chronic coronary syndrome undergoing percutaneous coronary intervention. Cardiovasc Diabetol 2023; 22:322. [PMID: 38017540 PMCID: PMC10685592 DOI: 10.1186/s12933-023-02060-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 11/10/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a reliable surrogate marker of insulin resistance and an independent predictor of major adverse cardiovascular events (MACEs). Several recent studies have shown the relationship between the TyG index and cardiovascular outcomes; however, the role of the TyG index in chronic coronary syndrome (CCS) progression has not been extensively assessed especially in population after revascularization. This study aimed to investigate the prognostic value of the TyG index in predicting MACEs in CCS patients undergoing percutaneous coronary intervention (PCI). METHODS The data for the study were taken from the Hospital Information System database in China-Japan Friendship Hospital over the period 2019-2021. Eligible participants were divided into groups according to the TyG index tertiles. The Boruta algorithm was performed for feature selection. Multivariate Cox proportional hazards models and restricted cubic spline (RCS) analysis were applied to examine the dose-response relationship between the TyG index and endpoint, and the results were expressed with hazard ratio (HR) and 95% confidence interval (CI) values. The area under the receiver operating characteristic (ROC) curve (AUC), decision curve analysis (DCA), and clinical impact curve (CIC) were plotted to comprehensively evaluate the predictive accuracy and clinical value of the model. The goodness-of-fit of models was evaluated using the calibration curve and χ2 likelihood ratio test. RESULTS After applying inclusion and exclusion criteria, 1353 patients with CCS undergoing PCI were enrolled in the study. After adjusting for all confounders, we found that those with the highest TyG index had a 59.5% increased risk of MACEs over the 1-year follow-up (HR 1.595, 95% CI 1.370 ~ 1.855). Using the lowest TyG index tertile as the reference (T1), the fully adjusted HRs (95% CIs) for endpoints was 1.343 (1.054 ~ 1.711) in the middle (T2) and 2.297 (1.842 ~ 2.864) in highest tertile (T3) (P for trend < 0.001). The TyG index had an excellent predictive performance according to the results of AUC 0.810 (0.786, 0.834) and χ2 likelihood ratio test (χ2 = 7.474, P = 0.486). DCA and CIC analysis also suggested a good overall net benefit and clinical impact of the multivariate model. The results in the subgroup analysis were consistent with the main analyses. RCS model demonstrated that the TyG index was nonlinearly associated with the risk of MACEs within one year (P for nonlinear < 0.001). CONCLUSION The elevated TyG index is associated with an increased risk of cardiovascular events and predicts future MACEs in patients with CCS undergoing PCI independently of known cardiovascular risk factors, indicating that the TyG index may be a potential marker for risk stratification and prognosis in CCS patients undergoing PCI.
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Affiliation(s)
- Shiyi Tao
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Lintong Yu
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Jun Li
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
| | - Zicong Xie
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Li Huang
- Department of Integrative Cardiology, China-Japan Friendship Hospital, Beijing, China
| | - Deshuang Yang
- Department of Integrative Cardiology, China-Japan Friendship Hospital, Beijing, China
| | - Yuqing Tan
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Wenjie Zhang
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Xuanchun Huang
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Tiantian Xue
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Wang H, Mo Z, Sui H, Qi Y, Xu P, Zheng J, Zhang T, Qi X, Cui C. Association of baseline and dynamic arterial stiffness status with dyslipidemia: a cohort study. Front Endocrinol (Lausanne) 2023; 14:1243673. [PMID: 38075050 PMCID: PMC10704037 DOI: 10.3389/fendo.2023.1243673] [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: 06/21/2023] [Accepted: 11/08/2023] [Indexed: 12/18/2023] Open
Abstract
Background and aims Dyslipidemia is known to contribute to arterial stiffness, while the inverse association remains unknown. This study aimed to explore the association of baseline arterial stiffness and its changes, as determined by brachial-ankle pulse wave velocity (baPWV), with dyslipidemia onset in the general population. Methods This study enrolled participants from Beijing Health Management Cohort using measurements of the first visit from 2012 to 2013 as baseline, and followed until the dyslipidemia onset or the end of 2019. Unadjusted and adjusted Cox proportional regression models were used to evaluate the associations of baseline baPWV and baPWV transition (persistent low, onset, remitted and persistent high) with incident dyslipidemia. Results Of 4362 individuals (mean age: 55.5 years), 1490 (34.2%) developed dyslipidemia during a median follow-up of 5.9 years. After adjusting for potential confounders, participants with elevated arterial stiffness at baseline had an increased risk of dyslipidemia (HR, 1.194; 95% CI, 1.050-1.358). Compared with persistent low baPWV, new-onset and persistent high baPWV were associated with a 51.2% and 37.1% excess risk of dyslipidemia. Conclusion The findings indicated that arterial stiffness is an early risk factor of dyslipidemia, suggesting a bidirectional association between arterial stiffness and lipid metabolism.
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Affiliation(s)
| | | | | | | | | | | | | | - Xin Qi
- China-Japan Union Hospital of Jilin University, Jilin University, Jilin, China
| | - Cancan Cui
- China-Japan Union Hospital of Jilin University, Jilin University, Jilin, China
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Liang H, Mu HB, Zhang FH, Li WQ, Li GC, Li WD, Liang M, He ZL. Causal relationship between linoleic acid and type 2 diabetes and glycemic traits: a bidirectional Mendelian randomization study. Front Endocrinol (Lausanne) 2023; 14:1277153. [PMID: 38075067 PMCID: PMC10703485 DOI: 10.3389/fendo.2023.1277153] [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: 08/14/2023] [Accepted: 10/30/2023] [Indexed: 12/18/2023] Open
Abstract
Objective To investigate the causal relationships between linoleic acid and type 2 diabetes, and between linoleic acid and glycemic traits in European populations. Methods This study employed a two-sample Mendelian randomization approach to infer causality between linoleic acid and type 2 diabetes, as well as between linoleic acid and glycemic traits, leveraging genetic variations. Data were sourced from genome-wide association study summary datasets. Random-effects inverse-variance weighted, weighted median, and MR-Egger methods were used for the two-sample Mendelian randomization analyses. Results were presented as odds ratios with a 95% confidence interval. Multiple sensitivity analyses were conducted to assess result robustness. Results MR findings indicated a correlation between linoleic acid levels and the risk of type 2 diabetes, fasting blood glucose, and glycated hemoglobin (HbA1c), but not with fasting insulin. Specifically: type 2 diabetes (OR: 0.811, 95% CI: 0.688-0.956, P=0.013<0.05),fasting blood glucose (β_IVW): -0.056, 95% CI: (-0.091,-0.021), P=0.002< 0.0125), glycated hemoglobin (β_IVW: -0.032, 95% CI: (-0.048,-0.015), P=0.0002< 0.0125) and Fasting insulin (β_IVW: -0.024, 95% CI: (-0.056,-0.008), P=0.136 >0.05).Reverse MR analyses showed a correlation between type 2 diabetes and reduced levels of linoleic acid (β_IVW: -0.033, 95% CI: (-0.059,-0.006), P=0.014<0.05). Multiple sensitivity analyses also detected study heterogeneity but found no evidence of horizontal pleiotropy. Conclusion High levels linoleic acid can reduce the risk of type 2 diabetes, fasting blood glucose, and glycated hemoglobin, but has no significant relation with fasting insulin. Type 2 diabetes can lower linoleic acid levels; however, no significant causal relationship was observed between the three glycemic traits and reduced levels of linoleic acid.
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Affiliation(s)
- Hao Liang
- Shandong University of Traditional Chinese Medicine, College of Traditional Chinese Medicine, Jinan, China
| | - Hai-Bo Mu
- Shandong University of Traditional Chinese Medicine, College of Traditional Chinese Medicine, Jinan, China
| | - Fei-Hu Zhang
- Centre for Emergency and Critical Care Medicine, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Wen-Qiang Li
- Centre for Emergency and Critical Care Medicine, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Guo-Chen Li
- Centre for Emergency and Critical Care Medicine, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Wen-Dong Li
- Department of Cardiovascular Disease, Tai’an Hospital of Traditional Chinese Medicine, Tai’an, China
| | - Min Liang
- Department of Nephrology, Tai’an First People's Hospital, Tai’an, China
| | - Zeng-Lin He
- School of Acupuncture and Massage, Shandong University of Traditional Chinese Medicine, Jinan, China
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Wan Y, Zhang Z, Ling Y, Cui H, Tao Z, Pei J, Maimaiti A, Bai H, Wu Y, Li J, Zhao G, Zaid M. Association of triglyceride-glucose index with cardiovascular disease among a general population: a prospective cohort study. Diabetol Metab Syndr 2023; 15:204. [PMID: 37845738 PMCID: PMC10580532 DOI: 10.1186/s13098-023-01181-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 10/03/2023] [Indexed: 10/18/2023] Open
Abstract
BACKGROUND The impact of triglyceride-glucose (TyG) index, a surrogate marker for insulin resistance, on the risk of cardiovascular disease (CVD) in general populations remains controversial. We aimed to comprehensively study the relationship between TyG index with the risk of incident CVD events in the general population in Shanghai. METHODS A total of 42,651 participants without previous history of CVD events from Shanghai Suburban Adult Cohort and Biobank (SSACB) were included. SSACB was a community-based natural population cohort study using multistage cluster sampling method. TyG index was calculated as Ln [fasting serum triglyceride (mg/dL) * fasting blood glucose (mg/dL)/2]. Kaplan-Meier curves, log-rank test and cox proportional hazards model were used to calculate the association between TyG index and incident CVD, including stroke and coronary heart disease (CHD). Restricted cubic spline analyses were used to determine whether there was a non-linear relationship between TyG index and CVD events. RESULTS During a median follow-up of 4.7 years, 1,422 (3.3%) individuals developed CVD, including 674 (1.6%) cases of stroke and 732 (1.7%) cases of CHD. A one unit increment higher TyG index was associated with [HR(95%CI)] 1.16(1.04-1.29) in CVD and with 1.39(1.19-1.61) in stroke. Only linear relationships between TyG and CVD/stroke were observed, while no relationship was observed with CHD after adjustments for confounders. In subgroup analyses, younger (< 50y) and diabetic participants had higher risk of CVD than their counterpart groups, while hypertensive and dyslipidemic participants depicted lower risks than their counterparts. CONCLUSION Elevated TyG index was associated with a higher risk of incident CVD and stroke. TyG index may help in the early stage of identifying people at high risk of CVD.
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Affiliation(s)
- Yiming Wan
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Ziliang Zhang
- Shanghai Depeac Biotechnology Co., Ltd, Shanghai, China
| | - Yong Ling
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Hui Cui
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Zihan Tao
- Department of Plastic Surgery, Changhai Hospital, Naval Medical University, Shanghai, China
| | - Jianfeng Pei
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Aikedan Maimaiti
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Haifan Bai
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Yiling Wu
- Songjiang Center for Disease Control and Prevention, Shanghai, China
| | - Jing Li
- Songjiang District Zhongshan Street Community Healthcare Center, Shanghai, China
| | - Genming Zhao
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China
| | - Maryam Zaid
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China.
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Chen W, Wang X, Jiang Q, Wu J, Shi W, Wang X, Yin Y, Zheng J, Hu X, Lin C, Zhang X. Association between triglyceride glucose index and severity of diabetic foot ulcers in type 2 diabetes mellitus. J Foot Ankle Res 2023; 16:68. [PMID: 37794445 PMCID: PMC10552301 DOI: 10.1186/s13047-023-00663-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 09/04/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND Triglyceride glucose (TyG) index is a good surrogate biomarker to evaluate insulin resistance (IR). The study aimed to investigate whether the TyG index is related to the severity of diabetic foot ulcers (DFUs) in patients with type 2 diabetes mellitus (T2DM). METHODS A total of 1059 T2DM patients were enrolled in this observational, retrospective, single-center study. TyG index was calculated as ln[fasting triglycerides (mg/dl) × fasting glucose (mg/ dl)/2]. The severity of DFUs was classified into mild-to-moderate DFUs (Wagner grade score < 3) and severe DFUs (Wagner grade score ≥ 3) based on Wagner classification. Patients were stratified according to the tertiles of TyG index. Logistic regression models were implemented to explore the association between TyG index and the severity of DFUs. Subgroup analyses were used to verify the reliability of results. RESULTS Compared with the reference lowest TyG tertile (T1), the highest tertile (T3) was associated with 0.377-fold increased risk of prevalence of severe DFUs (odds ratio [OR] 1.377, 95% confidence interval [CI] 1.017-1.865) (P = 0.039). After adjusting for potential confounders, the multivariable-adjusted OR and 95% CI were 1.506 (1.079-2.103) (P = 0.016) in patients with highest tertile. Moreover, subgroup analyses indicated that the association was stronger among men, patients with age ≥ 65 years, duration of diabetes more than 10 years, or without PAD. CONCLUSIONS Elevated TyG index is independently associated with severity of DFUs even after adjusting conventional confounders.
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Affiliation(s)
- Weihao Chen
- Department of Burn and Wound Center, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China
| | - Xuedong Wang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China
| | - Qilin Jiang
- Department of Burn and Wound Center, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China
| | - Jiyan Wu
- Department of Burn and Wound Center, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China
| | - Wanyan Shi
- Department of Internal Medicine, Taishun County Hospital of Traditional Chinese Medicine, Wenzhou, Zhejiang, China
| | - Xiaoxiao Wang
- Department of Endocrine, Wencheng People's Hospital, Wenzhou, Zhejiang, China
| | - Yihu Yin
- Department of Burn and Wound Center, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China
| | - Jiayin Zheng
- Department of Clinical Laboratory, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xiang Hu
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China.
| | - Cai Lin
- Department of Burn and Wound Center, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China.
| | - Xingxing Zhang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Wenzhou Medical University, Shangcai Village, Wenzhou, 325000, Zhejiang, China.
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Guo W, Liu Z, Liu P, Lu Q, Chang Q, Zhang M, Huo Y, Lin X, Peng L, Liu T, Yan Y, Lei Z, Wang Y, Huang C, Zhang D, Wang F, Wu S. Association between Triglyceride-Glucose Index and 1-Year Recurrent Stroke after Acute Ischemic Stroke: Results from the Xi'an Stroke Registry Study of China. Cerebrovasc Dis 2023; 53:391-402. [PMID: 37757755 DOI: 10.1159/000534240] [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: 04/12/2023] [Accepted: 09/12/2023] [Indexed: 09/29/2023] Open
Abstract
INTRODUCTION The triglyceride-glucose (TyG) index is reported to be related to poor functional outcomes and all-cause mortality post-stroke. However, the association between TyG index and recurrent stroke after acute ischemic stroke (AIS) has not been well described. We aimed to identify whether the TyG index was associated with 1-year recurrent stroke after AIS. METHODS Baseline patient information was collected at admission, and the TyG index was calculated. Recurrent stroke events were followed up at 1, 3, 6, and 12 months after diagnosis. We then examined the association between the TyG index and risk of 1-year recurrent stroke using multivariable Cox regression models and restricted cubic spline analyses. RESULTS Among 2,288 participants, the mean TyG index was 8.8 ± 0.7. Those in the fourth quartile (Q4) demonstrated higher recurrent stroke risk than those in Q1 (adjusted hazard ratio [HR] = 1.63; 95% confidence interval [CI], 0.98-2.72; p = 0.059). Subgroup analysis revealed a sex-specific association between TyG index and recurrent stroke (p for interaction = 0.022). Additionally, restricted cubic splines analyses showed a nonlinear association between the TyG index and 1-year recurrent stroke. In females, patients in the Q4 had a 2.95-fold increased recurrent stroke risk than did patients in the Q1 (adjusted HR = 2.95; 95% CI: 1.09-7.94; p = 0.032); the risk increased when the TyG index was >8.73. However, no significant correlation was observed in males. CONCLUSION A nonlinear association was found between the TyG index and 1-year recurrent stroke risk. Subsequently, a high TyG index could predict an increased 1-year recurrent stroke risk in female AIS patients.
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Affiliation(s)
- Weiyan Guo
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Zhongzhong Liu
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
- Department of Epidemiology and Biostatistics, School of Public Health of Xi'an Jiaotong University Health Science Center, Xi'an, China
| | - Pei Liu
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Qingli Lu
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Qiaoqiao Chang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Mi Zhang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Yan Huo
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Xuemei Lin
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Linna Peng
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Tong Liu
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Yinfang Yan
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Zhen Lei
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Yuanji Wang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
| | - Congli Huang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
| | - Dandan Zhang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
| | - Fang Wang
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
| | - Songdi Wu
- Department of Neurology, Xi'an No. 1 Hospital, The First Affiliated Hospital of Northwest University, Xi'an, China
- Xi'an Key Laboratory of Innovation and Transformation of Neuroimmunological Diseases, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
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Guo W, Jia J, Zhan M, Li X, Zhu W, Lu J, Zhao X, Xu N, Zhang Q. Association of metabolically unhealthy non-obese and metabolically healthy obese individuals with arterial stiffness and 10-year cardiovascular disease risk: a cross-sectional study in Chinese adults. Nutr J 2023; 22:44. [PMID: 37726745 PMCID: PMC10510138 DOI: 10.1186/s12937-023-00870-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 08/13/2023] [Indexed: 09/21/2023] Open
Abstract
BACKGROUND The relationship between metabolically healthy obese individuals (MHO) and cardiovascular disease (CVD) risk is disputed. This study investigated the association of metabolically unhealthy non-obese(MUNO) individuals and MHO with arterial stiffness and 10-year CVD risk. METHODS A total of 13,435 participants were enrolled and further divided into the metabolically healthy non-obese (MHNO) phenotype (n = 4927), MUNO phenotype (n = 1971), MHO phenotype (n = 2537) and metabolically unhealthy obese (MUO) phenotype (n = 4000) according to body mass index (BMI) and metabolic status. We used brachial ankle pulse wave velocity (baPWV) to measure arterial stiffness and the Framingham risk score (FRS) to evaluate the 10-year CVD risk. RESULTS The MUO and MUNO phenotypes had higher mean baPWV values than the MHO and MHNO phenotypes, regardless of age (1446.19 ± 233.65 vs. 1423.29 ± 240.72 vs. 1283.57 ± 213.77 vs. 1234.08 ± 215.99 cm/s, P < 0.001). Logistic regression analysis indicated that the MUNO and MUO phenotypes were independently correlated with elevated baPWV and 10-year CVD risk, while the MHO phenotype was independently associated with only the 10-year CVD risk. In metabolically healthy subjects, BMI showed a dose-dependent increase in the risk of elevated baPWV, with an adjusted OR of 1.007 (95% CI 1.004-1.010, P < 0.001). However, in metabolically unhealthy participants, the estimate for the relationship between elevated baPWV and BMI was nonsignificant. CONCLUSIONS The MUNO phenotype exhibits increased arterial stiffness and 10-year CVD risk. However, BMI is positively and dose-dependently correlated with arterial stiffness only in metabolically healthy subjects. We speculate that metabolic status may be a strong confounder in the obesity-elevated baPWV association.
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Affiliation(s)
- Wen Guo
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Jue Jia
- Department of Endocrinology and Metabolism, the Affiliated Hospital of Jiangsu University, Zhenjiang, 212000 China
| | - Mengyao Zhan
- Department of Epidemiology, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, 211166 China
| | - Xiaona Li
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Wenfang Zhu
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Jing Lu
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Xin Zhao
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Nainzhen Xu
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
| | - Qun Zhang
- Department of Health Promotion Center, the First Affiliated Hospital with Nanjing Medical University, 300 Guangzhou Road, Nanjing, 210029 China
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Lee JH, Heo S, Kwon Y. Sex-Specific Comparison Between Triglyceride Glucose Index and Modified Triglyceride Glucose Indices to Predict New-Onset Hypertension in Middle-Aged and Older Adults. J Am Heart Assoc 2023; 12:e030022. [PMID: 37721166 PMCID: PMC10547265 DOI: 10.1161/jaha.123.030022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 08/18/2023] [Indexed: 09/19/2023]
Abstract
Background Triglyceride and glucose (TyG) index and TyG-related indices combined with obesity-related markers are considered important markers of insulin resistance. We aimed to examine the association between the TyG index and modified TyG indices with new-onset hypertension and their predictive ability stratified by sex. Methods and Results We analyzed data from 5414 Korean Genome and Epidemiology Study participants aged 40 to 69 years. Multiple Cox proportional hazard regression analyses were conducted to estimate the hazard ratio (HR) and 95% CI for new-onset hypertension according to sex-specific tertile groups after confounder adjustments. To evaluate the predictive performance of these indices for new-onset hypertension, we calculated Harrell's C-index (95% CI). Over a 9.5-year follow-up period, 1014 men and 1012 women developed new-onset hypertension. Compared with the lowest tertile (T) group, the adjusted HR and 95% CI for new-onset hypertension in T3 for TyG, TyG-body mass index, TyG-waist circumference, and TyG-waist-to-height ratio were 1.16 (0.95-1.40), 1.11 (0.84-1.48), 1.77 (1.38-2.27), and 1.68 (1.33-2.13) in men and 1.37 (1.13-1.66), 1.55 (1.16-2.06), 1.43 (1.15-1.79), and 1.64 (1.30-2.07) in women, respectively. The C-indices of TyG-waist-to-height ratio for new-onset hypertension were significantly higher than those of TyG and TyG-body mass index in both men and women. Conclusions TyG and TyG-body mass index were significantly associated with new-onset hypertension only in women. TyG-waist circumference and TyG-waist-to-height ratio were significantly associated with new-onset hypertension in both men and women. A sex-specific approach is required when using TyG and modified TyG indices to identify individuals at risk of incident hypertension.
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Affiliation(s)
- Joo Hyung Lee
- Department of Family Medicine, Yongin Severance HospitalYonsei University College of MedicineYonginRepublic of Korea
| | - Seok‐Jae Heo
- Division of Biostatistics, Department of Biomedical Systems InformaticsYonsei University College of MedicineSeoulRepublic of Korea
| | - Yu‐Jin Kwon
- Department of Family Medicine, Yongin Severance HospitalYonsei University College of MedicineYonginRepublic of Korea
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