1
|
Wang X, Zheng K, Hu X, Pei J. The impact of sex-related disparities on the association between triglyceride-glucose index and renal function decline in patients with type 2 diabetes: Insights from the ACCORD trial. Diabetes Res Clin Pract 2025; 224:112163. [PMID: 40250809 DOI: 10.1016/j.diabres.2025.112163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2025] [Revised: 03/26/2025] [Accepted: 04/06/2025] [Indexed: 04/20/2025]
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has emerged as a surrogate marker for insulin resistance and is associated with the incidence and progression of chronic kidney disease (CKD) in patients with type 2 diabetes. METHODS Data from the ACCORD trial were used. The Cox proportional hazards model was employed to calculate hazard ratios (HRs), while generalized additive mixed models were used to capture the non-linear eGFR slope in each group. The primary outcome was CKD. RESULTS 9360 participants were included in this study, divided into tertiles based on their TyG index, with 3 119, 3 121, and 3 120 individuals in T1 (low), T2 (medium), and T3 (high), respectively. After a median follow-up of 4 years, 1 229 cases of CKD (13.30 %) occurred. Among women rather than men, CKD risk increased across ascending TyG index groups (adjusted HR for T3, Model 3, 1.46 [95 % CI, 1.13-1.88]) (p for interaction = 0.03). Additionally, longitudinal analysis revealed a rapid eGFR decline in women in the T3 group (-4.79 mL/min/1.73 m2) than the T1 group (-3.07 mL/min/1.73 m2, p < 0.05), but not in men. CONCLUSIONS A higher TyG index was associated with elevated CKD risk and accelerated eGFR decline, particularly in women.
Collapse
Affiliation(s)
- Xiaopu Wang
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China; The Libin Cardiovascular Institute of Alberta, Cumming School of Medicine, The University of Calgary, Calgary, Alberta, Canada
| | - Keyang Zheng
- Department of General Practice, Beijing Nuclear Industry Hospital, Beijing 100045, China
| | - Xinqun Hu
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Junyu Pei
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China; The Libin Cardiovascular Institute of Alberta, Cumming School of Medicine, The University of Calgary, Calgary, Alberta, Canada.
| |
Collapse
|
2
|
Gu B, Li D, Li M, Huang K. A Clinical Retrospective Study on the Combined Use of Monocyte-to-Lymphocyte Ratio and Triglyceride-Glucose Index to Predict the Severity of Coronary Artery Disease. Cardiol Res 2025; 16:110-119. [PMID: 40051668 PMCID: PMC11882235 DOI: 10.14740/cr2006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2024] [Accepted: 02/07/2025] [Indexed: 03/09/2025] Open
Abstract
Background Coronary artery disease (CAD) remains a leading cause of morbidity and mortality. Traditional risk models based on factors like age, hypertension, and lipid levels are limited in individualized prediction, especially for high-risk populations. This study evaluates the independent and combined predictive value of the monocyte-to-lymphocyte ratio (MLR) and triglyceride-glucose (TyG) index for assessing CAD severity. Methods In this single-center, retrospective study, 678 patients who underwent coronary angiography (CAG) between January 2022 and June 2024 were included. Eligible patients were aged ≥ 40 years with suspected or confirmed CAD. Clinical data and laboratory values were extracted from electronic records. MLR was calculated as the monocyte-to-lymphocyte ratio, and TyG index was derived from fasting triglycerides and glucose. CAD severity was categorized by SYNTAX scores into no CAD, mild, moderate, and severe CAD. Statistical analyses included Spearman correlation, multivariate logistic regression, and receiver operating characteristic (ROC) curve analysis to assess the diagnostic accuracy of MLR and TyG index. Results Of the 678 patients, 67.1% had CAD. Both MLR and TyG index were significantly associated with CAD severity, with MLR showing a stronger correlation with SYNTAX scores. Multivariate analysis confirmed MLR (odds ratio (OR) = 2.15) and TyG index (OR = 1.75) as independent predictors of CAD. The combined MLR-TyG model achieved an area under the curve (AUC) of 0.804, surpassing the predictive value of each marker alone. Subgroup analysis indicated high predictive accuracy in diabetic and hypertensive patients. Conclusions MLR and TyG index independently and jointly predict CAD severity, with the combined model enhancing diagnostic accuracy. Reflecting both inflammatory and metabolic dysfunction, this dual-marker approach offers a practical tool for CAD risk stratification, particularly in high-risk populations. Further multicenter studies are needed to validate these findings and examine additional biomarker combinations to refine CAD risk models.
Collapse
Affiliation(s)
- Bin Gu
- Department of Cardiology, Affiliated Hospital of Southwest Medical University, Luzhou 646000, Sichuan, China
| | - Dan Li
- Department of Cardiology, Neijiang Dongxing District People’s Hospital, Neijiang 641300, Sichuan, China
| | - Min Li
- Department of Cardiology, Neijiang Dongxing District People’s Hospital, Neijiang 641300, Sichuan, China
| | - Kaisen Huang
- Department of Cardiology, Affiliated Hospital of Southwest Medical University, Luzhou 646000, Sichuan, China
| |
Collapse
|
3
|
Liu H, Wang L, Wang H, Hao X, Du Z, Li C, Hou X. Triglyceride-glucose index correlates with the incidences and prognoses of cardiac arrest following acute myocardial infarction: data from two large-scale cohorts. Cardiovasc Diabetol 2025; 24:108. [PMID: 40057710 PMCID: PMC11890517 DOI: 10.1186/s12933-025-02641-8] [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: 12/18/2024] [Accepted: 02/10/2025] [Indexed: 05/13/2025] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index, renowned for its efficacy and convenience in assessing insulin resistance, has been validated as a reliable indicator for various cardiovascular conditions. The current study aims for clarifying the link of TyG with the incidences and prognoses of cardiac arrest (CA) following acute myocardial infarction (AMI). METHODS Our analysis is a multicenter, retrospective study utilizing data from the Medical Information Mart for Intensive Care IV and the eICU Collaborative Research Database. Patients with AMI for whom TyG could be calculated within the first 24 h after admission were included. The main endpoints were in-hospital and ICU mortalities. Correlations between TyG and outcomes were evaluated using logistic regression models, restricted cubic splines (RCS), as well as correlation and linear analyses. Overlap weighting (OW), inverse probability of treatment weighting (IPTW), and propensity score matching (PSM) methodologies were utilized to balance the cohorts, thereby minimizing potential biases. Subgroup analyses were performed in accordance with identified modifiers. RESULTS In total, 5208 individuals diagnosed with AMI, among whom 371 developed CA, were ultimately included. Higher TyG levels were observed among AMI populations with CA compared to those without [9.2 (8.7-9.7) vs. 9.0 (8.5-9.4)], and TyG demonstrated a moderate discriminatory capacity for identifying CA occurrences within entire AMI populations. Multivariate logistic regressions revealed TyG serves a significant risk indicator for both in-hospital (OR 1.711) and ICU mortalities (OR 1.520) in AMI-CA patients, and it is also associated with prolonged LOSs. RCS analyses confirmed linear relationships of ascending TyG with increased mortality risks for AMI-CA (P for nonlinearity: 0.592 and 0.816, respectively), which persisted following PSM, OW, and IPTW adjustments. Subgroup analyses further identified a strong link of the TyG with mortality rates among elders, females, individuals with BMI < 28 kg/m2, and those with hypertension. CONCLUSIONS Elevated TyG levels were found to apparently correlate with higher prevalence and adverse outcomes regarding CA in patients with AMI. Our findings point a fresh insight into the significance of the TyG in critically ill coronary conditions.
Collapse
Affiliation(s)
- Huiruo Liu
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Liangshan Wang
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Hong Wang
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Xing Hao
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Zhongtao Du
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Chenglong Li
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China
| | - Xiaotong Hou
- Centre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, 100029, People's Republic of China.
| |
Collapse
|
4
|
D'Elia L. Is the triglyceride-glucose index ready for cardiovascular risk assessment? Nutr Metab Cardiovasc Dis 2025; 35:103834. [PMID: 39939250 DOI: 10.1016/j.numecd.2024.103834] [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: 10/24/2024] [Revised: 12/06/2024] [Accepted: 12/11/2024] [Indexed: 02/14/2025]
Abstract
AIMS Insulin resistance is a major risk factor for cardiovascular disease. Thus, early identification of insulin resistance is important for classifying individuals at high cardiovascular risk. All the tools commonly used in epidemiological studies and clinical practice to assess insulin resistance require measuring insulin levels, which is a limitation. Hence, simpler methods have been proposed to overcome these limitations. One of the most promising is the triglyceride-glucose index. Therefore, this narrative review focuses on the most significant epidemiological findings concerning the relationship between the triglyceride-glucose index and cardiovascular risk. Furthermore, it also highlights this new tool's strengths, limitations, and perspectives for assessing cardiovascular risk. DATA SYNTHESIS Even though the assessment of this index is relatively recent, there are numerous papers on this topic, and their number is constantly increasing. Observational studies have shown a substantial positive association between the triglyceride-glucose index and cardiovascular risk, although some conflicting results have been observed. CONCLUSIONS The index is strongly associated with cardiovascular mortality and cardiovascular risk factors. However, some gaps need to be addressed.
Collapse
Affiliation(s)
- Lanfranco D'Elia
- Department of Clinical Medicine and Surgery, ESH Excellence Center of Hypertension, "Federico II" University of Naples Medical School, Naples, Italy.
| |
Collapse
|
5
|
Saffar Soflaei S, Salehi‐Sangani P, Fallahi Z, Imanparast F, Marousi M, Tajfard M, Ferns GA, Moohebati M, Ghayour‐Mobarhan M. Triglyceride-Glucose Index Association With Severity of Coronary Artery Disease. Endocrinol Diabetes Metab 2025; 8:e70025. [PMID: 40084433 PMCID: PMC11907200 DOI: 10.1002/edm2.70025] [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] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 11/03/2024] [Accepted: 12/16/2024] [Indexed: 03/16/2025] Open
Abstract
BACKGROUND Despite previous studies, the relationship between the triglyceride-glucose (TyG) index and coronary artery disease (CAD) is still undetermined. So we aimed to investigate the association between the TyG index and CAD. METHOD A total of 2346 subjects were enrolled in the study and were categorised into 5: those with no CAD, angiogram negative (Ang-) patients, those with single-vessel disease (SVD), or two-vessel disease (2VD) or three-vessel disease (3VD). Demographic characteristics, disease history and biochemical investigations were recorded. TyG index was calculated as Ln [fasting TG (mg/dL) × fasting glucose (mg/dL)/2]. RESULTS Adjusted regression models demonstrated that the odds of 3VD (OR, 5.847; 95% CI, 4.391-7.784), 2VD (OR, 4.943; 95% CI, 3.597-6.791), SVD (OR, 4.722; 95% CI 3.448-6.647) and a negative coronary angiogram (OR, 3.137; 95% CI, 2.431-4.049), increased significantly per each unit elevation of the TyG index, compared to the healthy participants. Also, the odds for being 3VD (1.864, 95%CI 1.402-2.477, p-value < 0.001), 2VD (1.575, 95%CI 1.143-2.171, p-value = 0.005) and SVD (1.505, 95%CI 1.097-2.065, p-value = 0.011) were increased significantly by one-unit elevation of TyG index, compared to Ang- group. CONCLUSION Our study demonstrates a significant association between elevated TyG index and the presence and severity of CAD. Higher TyG index values were consistently linked to an increased likelihood of multivessel CAD, especially in diabetic patients. These findings suggest that the TyG index could serve as a valuable marker for assessing CAD risk and stratification.
Collapse
Affiliation(s)
- Sara Saffar Soflaei
- Metabolic Syndrome Research CenterMashhad University of Medical SciencesMashhadIran
| | | | - Zahra Fallahi
- School of Nursing and MidwiferyMashhad University of Medical SciencesMashhadIran
| | - Fatemeh Imanparast
- School of MedicineNorth Khorasan University of Medical SciencesBojnurdIran
| | - Mahdieh Marousi
- Faculty of MedicineIslamic Azad University Medical Branch of MashhadMashhadIran
| | - Mohammad Tajfard
- Department of Health Education and Health, Faculty of Health PromotionMashhad University of Medical SciencesMashhadIran
| | - Gordon A. Ferns
- Brighton and Sussex Medical SchoolDivision of Medical EducationBrightonUK
| | - Mohsen Moohebati
- Heart and Vascular Research CenterMashhad University of Medical SciencesMashhadIran
- Department of Cardiology, Faculty of MedicineMashhad University of Medical SciencesMashhadIran
| | - Majid Ghayour‐Mobarhan
- Metabolic Syndrome Research CenterMashhad University of Medical SciencesMashhadIran
- International UNESCO Center for Health‐Related Basic Sciences and Human Nutrition Mashhad University of Medical SciencesMashhad University of Medical SciencesMashhadIran
| |
Collapse
|
6
|
Sun X, Wu Z, Guo D, Chen S, Song C, Ran X, Liu L, Zhang Y, Liu X, Cao G, Yang J. Triglyceride-glucose index as a superior marker of insulin resistance for predicting long-term major adverse cardiovascular events following coronary artery bypass grafting in China. Sci Rep 2025; 15:6450. [PMID: 39987346 PMCID: PMC11846878 DOI: 10.1038/s41598-025-87967-9] [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: 08/22/2024] [Accepted: 01/23/2025] [Indexed: 02/24/2025] Open
Abstract
Insulin resistance (IR) has emerged as a risk factor for coronary artery disease (CAD), but there are currently insufficient data on the association of non-insulin-based IR indexes [triglyceride to high-density lipoprotein cholesterol (TG/HDL-C) ratio, triglyceride and glucose (TyG) index, and metabolic score for IR (METS-IR)] with the postoperative prognosis in patients undergoing coronary artery bypass grafting (CABG). Therefore, the present study aimed to examine the predictive power of the above non-insulin-based IR indexes for postoperative prognosis of CABG patients, and to further compare the predictive power of the three indexes. This study included 1472 consecutive CABG patients from June 2014 to January 2019. These patients were divided into two groups based on major adverse cardiovascular events (MACE): without MACE (n = 1136) and with MACE (n = 336). Formulas were used to calculate TyG index, TG/HDL-C, and METS-IR. The Cox regression was done. The study examined how TyG index, TG/HDL-C, and METS-IR improved model performance. Net reclassification improvement (NRI) and integrated discrimination improvement (IDI) were used to evaluate this. The evaluation of model goodness-of-fit was conducted by employing the Akaike information criterion (AIC), Bayesian information criterion (BIC), and χ2 likelihood ratio test. During follow-up, 336 patients experienced the MACE. The associations of TyG index, TG/HDL-C, and METS-IR with MACE were significant. Patients with higher TyG index were at higher risk of MACE (Kaplan-Meier analysis: log-rank P < 0.001; Cox regression: HR = 2.077; 95% CI 1.549-2.784, P < 0.001). The TyG index had the highest area under the curve (AUC) value of 0.593 (95% confidence interval [CI]: 0.557-0.629). The addition of the TyG index yielded a significant improvement in prognostic prediction and model fit [continuous NRI (95% CI): 0.274 (0.1533-0.395), P < 0.001; IDI (95% CI): 0.01(0.0042-0.0159), P < 0.001; AIC: 4662.01; BIC: 4738.35; likelihood ratio test: P < 0.001). The study highlights the prognostic significance of the TyG index, TG/HDL-C, and METS-IR in individuals with CABG. Among these markers, the TyG index had the most robust capacity for predicting MACE. It resulted to be a valuable marker for risk classification and long-term outcome prediction.
Collapse
Affiliation(s)
- Xiangfei Sun
- Department of Cardiovascular Surgery, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No. 9677 Jingshi Road, Jinan, 250021, Shandong, China
- Department of Cardiovascular Surgery, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan, 250021, Shandong, China
- Shandong Boaoke Biotechnology Co., LTD, Liaocheng, 252000, Shandong, China
| | - Zhenguo Wu
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Dachuan Guo
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Sha Chen
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Chunfei Song
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Xiangzhen Ran
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Li Liu
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Yerui Zhang
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Xiaoyu Liu
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China
| | - Guangqing Cao
- Department of Cardiovascular Surgery, Qilu Hospital of Shandong University, No. 107, West Wenhua Road, Jinan, 250012, Shandong, China.
| | - Jianmin Yang
- State Key Laboratory for Innovation and Transformation of Luobing Theory, Key Laboratory of Cardiovascular Remodeling and Function Research of MOE, NHC, CAMS and Shandong Province; Department of Cardiology, Qilu Hospital of Shandong University, Jinan, 250012, China.
| |
Collapse
|
7
|
Wang L, Gao L, Chen Q, Chen L, Xu H, Sun L, Hu Y. Effect of ticagrelor combined with metoprolol extended-release tablets on cardiac function and clinical prognosis in elderly patients with acute coronary syndrome after percutaneous coronary intervention. Front Cardiovasc Med 2025; 12:1492569. [PMID: 39935713 PMCID: PMC11810974 DOI: 10.3389/fcvm.2025.1492569] [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: 09/07/2024] [Accepted: 01/13/2025] [Indexed: 02/13/2025] Open
Abstract
Background Acute coronary syndrome (ACS) poses significant risks to older individuals. This study sought to assess the impact of combining ticagrelor and metoprolol extended-release tablets on clinical prognosis and cardiac function in elderly ACS patients following percutaneous coronary intervention (PCI). Methods From February 2022 to February 2023, 90 elderly ACS patients who underwent PCI at our institution were retrospectively enrolled and divided into two groups: an observation group (OG) and a control group (CG), with 45 patients in each group. The CG received oral metoprolol extended-release tablets, while the OG received both oral metoprolol extended-release tablets and ticagrelor. Prognostic indicators and cardiac function were evaluated before and after treatment. Results The treatment effectiveness rate in the OG was 97.78%, significantly higher than the CG's rate of 77.78% (P < 0.05). Post-treatment, the OG displayed notable improvements in cardiac function, including significantly higher left ventricular ejection fraction (LVEF), stroke volume (SV), cardiac output (CO), and cardiac index (CI) compared to the CG (P < 0.05). Both groups experienced enhanced exercise capacity, as evidenced by longer exercise duration (ED) and improved 6-min walking test (6MWT) results, with the OG showing superior gains (P < 0.05). Additionally, the OG had significantly higher serum levels of cardiac troponin T (cTnT) and creatine kinase isoenzyme (CK-MB) than the CG (P < 0.05). Decreases in serum levels of sICAM-1, MMP-9, and hs-CRP were observed in both groups, with more pronounced improvements in the OG (P < 0.05). The incidence of adverse prognostic events in the OG was significantly lower at 8.89%, compared to 37.78% in the CG (P < 0.05). Conclusion Ticagrelor combined with metoprolol extended-release tablets can significantly improve cardiac function, motor performance, and quality of life in ACS patients after PCI. Additionally, it effectively increases myocardial injury markers and reduces serum inflammatory factor levels.
Collapse
Affiliation(s)
- Lili Wang
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Linlin Gao
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Qin Chen
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Li Chen
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Hui Xu
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Ling Sun
- Department of Orthopedics, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| | - Youbin Hu
- Department of Cardiovascular Disease, Taizhou Jiangyan Hospital of Traditional Chinese Medicine, Taizhou, Jiangsu, China
| |
Collapse
|
8
|
Kan Y, Ma X, Zhao Z, Dong S, Xu Y, Sun Y, Cheng Y, Zhang D, Liu Y, Liu X, Shi D, Zhou Y. Effect of hyperhomocysteinemia on the prognostic value of triglyceride glucose index in patients with acute coronary syndrome. Front Cardiovasc Med 2025; 11:1517437. [PMID: 39866806 PMCID: PMC11757877 DOI: 10.3389/fcvm.2024.1517437] [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: 10/26/2024] [Accepted: 12/30/2024] [Indexed: 01/28/2025] Open
Abstract
Background The prognostic value of triglyceride-glucose (TyG) has been well described in patients with coronary artery disease (CAD). Hyperhomocysteinemia (HHcy) promotes insulin resistance and has also been regarded as a potential risk factor for cardiovascular disease. However, the prognostic value of TyG in acute coronary syndrome (ACS) patients undergoing percutaneous coronary intervention (PCI) and the interaction between TyG and HHcy remain unclear. Methods A total of 1,734 ACS patients undergoing PCI were continuously enrolled between June 2016 and November 2017 at Beijing Anzhen Hospital. Patients were categorized into four groups based on HHcy status and the optimal cut-off value of TyG. The primary endpoint was major adverse cardiovascular events (MACE), a composite of all-cause death, nonfatal myocardial infarction, nonfatal stroke, and unplanned repeat revascularization. Results Over a median follow-up of 927 days, 358 patients (20.6%) experienced MACE. The Kaplan-Meier curves showed significant differences in the cumulative incidence of MACE among prespecified groups (p < 0.001). Multivariable Cox regression analysis revealed that higher TyG was significantly associated with an increased risk of MACE in patients without HHcy (HR: 2.36, 95% CI: 1.53-3.64, p < 0.001), but not in patients with HHcy (HR: 1.31, 95% CI: 0.60-2.87, p = 0.503). Restricted cubic splines only demonstrated the prognostic value of TyG in patients without HHcy. A significant interaction was observed for MACE between TyG and HHcy (p for interaction = 0.01). Conclusions The prognostic value of TyG was modified by HHcy in ACS patients undergoing PCI. Higher TyG was only associated with an increased risk of MACE in ACS patients without HHcy, but not in ACS patients with HHcy.
Collapse
Affiliation(s)
| | - Xiaoteng Ma
- Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, China
| | | | | | | | | | | | | | | | | | | | - Yujie Zhou
- Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, China
| |
Collapse
|
9
|
Jayaram S, Santhosh S, Vaidya N, Bakerywala A, Anadkat H, Shaikh H. Triglyceride-Glucose Index and its Relationship to Erectile Dysfunction in Subjects without Heart Disease. JOURNAL OF PHARMACY AND BIOALLIED SCIENCES 2024; 16:S4034-S4036. [PMID: 39926738 PMCID: PMC11805102 DOI: 10.4103/jpbs.jpbs_1395_24] [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: 10/04/2024] [Revised: 10/13/2024] [Accepted: 10/15/2024] [Indexed: 02/11/2025] Open
Abstract
Aim This study primarily focused on evaluating the triglyceride-glucose (TyG) index in patients experiencing erectile dysfunction (ED) and examining its potential role as a predictive tool in diagnosing ED. Materials and Methods The study involved a cohort of 50 patients diagnosed with erectile dysfunction, forming the study group, alongside 50 individuals exhibiting normal sexual function, who served as the control group. The assessment of erectile function was conducted using the International Index of Erectile Function-5 (IIEF-5) questionnaire. All participants underwent the calculation of the TyG index. Results The examination indicated that there were no notable disparities between the two groups regarding smoking rates, alcohol intake, or measurements of high-density lipoprotein cholesterol, haemoglobin, creatinine levels, and leukocyte and platelet counts. Individuals experiencing erectile dysfunction were found to be older and exhibited significantly higher levels of total cholesterol, low-density lipoprotein cholesterol, glucose, triglycerides, and the TyG index compared to the control group. Conclusion I n patients with erectile dysfunction, the TyG index-a simple test for insulin resistance (IR) -was found to be predictive.
Collapse
Affiliation(s)
- Sudeep Jayaram
- Department of General and Internal Medicine, Ystrad Mynach, Wales, UK
| | - S Santhosh
- Manipal Hospital Malleshwaram, Bengaluru, Karnataka, India
| | - Nikhil Vaidya
- Trust Doctor CT1, Calderdale and Huddersfield NHS foundation Trust, Huddersfield, England
| | - Arifa Bakerywala
- Department of Pediatric Dentistry, Tufts University School of Dental Medicine, USA
| | - Harsh Anadkat
- Department of Surgery, Government Medical College, Baroda, Gujarat, India
| | - Heena Shaikh
- MBBS, Government Medical College, Baroda, Gujarat, India
| |
Collapse
|
10
|
Bilgin M, Akkaya E, Dokuyucu R. Inflammatory and Metabolic Predictors of Mortality in Pulmonary Thromboembolism: A Focus on the Triglyceride-Glucose Index and Pan-Immune Inflammation Value. J Clin Med 2024; 13:6008. [PMID: 39408068 PMCID: PMC11477710 DOI: 10.3390/jcm13196008] [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: 09/04/2024] [Revised: 09/27/2024] [Accepted: 10/08/2024] [Indexed: 10/20/2024] Open
Abstract
Objectives: We aimed to evaluate the importance of metabolic and inflammatory markers, specifically the Triglyceride-Glucose Index (TGI) and pan-immune inflammation value (PIV), in predicting mortality among patients diagnosed with pulmonary thromboembolism (PTE). Materials and Methods: A total of 450 patients diagnosed with PTE between December 2018 and December 2023 were included in his study. The diagnosis of PTE was confirmed by clinical presentation, laboratory tests, and imaging studies such as computed tomography pulmonary angiography (CTPA). Data were obtained from medical records, including demographic information, medical history, laboratory results, and clinical outcomes. Results: In terms of age, non-survivors were older on average (66.1 ± 11.8 years) compared to survivors (58.3 ± 12.4 years) (p = 0.03). In terms of gender, 55% of non-survivors and 45% of survivors were male (p = 0.111). Non-survivors had higher BMIs (28.3 ± 5.1) than survivors (25.7 ± 4.5) (p = 0.04). In terms of hypertension, 40% of non-survivors and 30% of survivors had hypertension (p = 0.041). In terms of diabetes, 35% of those who did not survive and 20% of those who survived had diabetes (p = 0.001). In terms of smoking, 25% of non-survivors and 15% of survivors smoke (p = 0.022). In terms of TGI, non-survivors had higher TGI values (12.1 ± 1.5) than survivors (5.9 ± 1.2) (p < 0.001). In terms of PIV, non-survivors had significantly higher PIV (878.2 ± 85.4) than survivors (254.5 ± 61.1) (p < 0.001). The risk factors found to be significantly associated with differentiation in the multiple logistic regression analysis included age, BMI, TGI, and PIV (p = 0.005, p = 0.002, p = 0.013, and 0.022, respectively). As a result, according to ROC analysis for patients who are non-survivors, age, BMI, TGI, and PIV were significant prognostic factors. The cut-off points for these values were >60, >27, >10, and >500, respectively. Conclusions: the TGI and PIV are strong markers for predicting mortality in PTE patients. The independent predictive value of age and BMI further demonstrates their role in risk stratification. We think that high TGI values and PIVs reflect underlying metabolic and inflammatory disorders that may contribute to worse outcomes in these patients.
Collapse
Affiliation(s)
- Murat Bilgin
- Department of Cardiology, Private Aktif International Hospital, Yalova 77720, Turkey;
| | - Emre Akkaya
- Department of Cardiology, Bossan Hospital, Gaziantep 27580, Turkey;
| | - Recep Dokuyucu
- Department of Physiology, Medical Specialization Training Center (TUSMER), Ankara 06230, Turkey
| |
Collapse
|
11
|
Nayak SS, Kuriyakose D, Polisetty LD, Patil AA, Ameen D, Bonu R, Shetty SP, Biswas P, Ulrich MT, Letafatkar N, Habibi A, Keivanlou MH, Nobakht S, Alotaibi A, Hassanipour S, Amini-Salehi E. Diagnostic and prognostic value of triglyceride glucose index: a comprehensive evaluation of meta-analysis. Cardiovasc Diabetol 2024; 23:310. [PMID: 39180024 PMCID: PMC11344391 DOI: 10.1186/s12933-024-02392-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: 06/11/2024] [Accepted: 08/05/2024] [Indexed: 08/26/2024] Open
Abstract
OBJECTIVE The present umbrella review aims to collate and summarize the findings from previous meta-analyses on the Triglyceride and Glucose (TyG) Index, providing insights to clinicians, researchers, and policymakers regarding the usefulness of this biomarker in various clinical settings. METHODS A comprehensive search was conducted in PubMed, Scopus, and Web of Science up to April 14, 2024, without language restrictions. The AMSTAR2 checklist assessed the methodological quality of the included meta-analyses. Statistical analyses were performed using Comprehensive Meta-Analysis (CMA) software. RESULTS A total of 32 studies were finally included. The results revealed significant associations between the TyG index and various health outcomes. For kidney outcomes, a high TyG index was significantly associated with an increased risk of contrast-induced nephropathy (CIN) (OR = 2.24, 95% CI: 1.82-2.77) and chronic kidney disease (CKD) (RR = 1.46, 95% CI: 1.32-1.63). High TyG index was significantly associated with an increased risk of type 2 diabetes mellitus (T2DM) (RR = 3.53, 95% CI: 2.74-4.54), gestational diabetes mellitus (GDM) (OR = 2.41, 95% CI: 1.48-3.91), and diabetic retinopathy (DR) (OR = 2.34, 95% CI: 1.31-4.19). Regarding metabolic diseases, the TyG index was significantly higher in patients with obstructive sleep apnea (OSA) (SMD = 0.86, 95% CI: 0.57-1.15), metabolic syndrome (MD = 0.83, 95% CI: 0.74-0.93), and non-alcoholic fatty liver disease (NAFLD) (OR = 2.36, 95% CI: 1.88-2.97) compared to those without these conditions. In cerebrovascular diseases, a higher TyG index was significantly associated with an increased risk of dementia (OR = 1.14, 95% CI: 1.12-1.16), cognitive impairment (OR = 2.31, 95% CI: 1.38-3.86), and ischemic stroke (OR = 1.37, 95% CI: 1.22-1.54). For cardiovascular outcomes, the TyG index showed significant associations with an increased risk of heart failure (HF) (HR = 1.21, 95% CI: 1.12-1.30), atrial fibrillation (AF) (SMD = 1.22, 95% CI: 0.57-1.87), and hypertension (HTN) (RR = 1.52, 95% CI: 1.25-1.85). CONCLUSION The TyG index is a promising biomarker for screening and predicting various medical conditions, particularly those related to insulin resistance and metabolic disorders. However, the heterogeneity and methodological quality of the included studies suggest the need for further high-quality research to confirm these findings and refine the clinical utility of the TyG index.
Collapse
Affiliation(s)
- Sandeep Samethadka Nayak
- Division of Hospital Medicine, Department of Internal Medicine, Bridgeport Hospital, Yale New Heaven, Bridgeport, CT, USA
| | - Dona Kuriyakose
- St. Joseph's Mission Hospital, Kollam District, Anchal, Kerala, India
| | - Lakshmi D Polisetty
- Division of Hospital Medicine, Department of Internal Medicine, Bridgeport Hospital, Yale New Heaven, Bridgeport, CT, USA
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, John Dempsey Hospital, University of Connecticut, Bridgeport, CT, USA
| | - Anjali Avinash Patil
- Rajarshee Chhatrapati Shahu Maharaj Government Medical College Kolhapur Shenda park, Kolhapur, Maharashtra, India
| | - Daniyal Ameen
- Division of Hospital Medicine, Department of Internal Medicine, Bridgeport Hospital, Yale New Heaven, Bridgeport, CT, USA
| | - Rakshita Bonu
- Vydehi Institute of Medical Sciences and Research Centre, Bengaluru. 82, Nallurahalli Main Road, Whitefield, Bengaluru, Karnataka, India
| | - Samatha P Shetty
- Director of Capacity Management, NYC Health Hospitals, Elmhurst, USA
| | - Pubali Biswas
- Vydehi Institute of Medical Sciences and Research Centre, Bengaluru. 82, Nallurahalli Main Road, Whitefield, Bengaluru, Karnataka, India
| | - Micheal T Ulrich
- Riverside University Health System Medical Center, Moreno Valley, CA, USA
| | | | - Arman Habibi
- Guilan University of Medical Sciences, Rasht, Iran
| | | | - Sara Nobakht
- Guilan University of Medical Sciences, Rasht, Iran
| | | | - Soheil Hassanipour
- Gastrointestinal and Liver Diseases Research Center, Guilan University of Medical Sciences, P.O. Box: 41448-95655, Rasht, Iran
| | | |
Collapse
|
12
|
Tian C, Chen Y, Xu B, Tan X, Zhu Z. Association of triglyceride-glucose index with the risk of incident aortic dissection and aneurysm: a large-scale prospective cohort study in UK Biobank. Cardiovasc Diabetol 2024; 23:282. [PMID: 39095822 PMCID: PMC11297767 DOI: 10.1186/s12933-024-02385-x] [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: 05/27/2024] [Accepted: 07/31/2024] [Indexed: 08/04/2024] Open
Abstract
BACKGROUND Triglyceride-glucose (TyG) index is an emerging surrogate indicator of insulin resistance, which has been demonstrated as a risk factor for various cardiovascular diseases including coronary syndrome, in-stent restenosis, and heart failure. However, association of TyG index with incident aortic dissection (AD) and aortic aneurysm (AA) remains to be investigated. METHODS This study included 420,292 participants without baseline AD/AA from the large-scale prospective UK Biobank cohort. The primary outcome was incident AD/AA, comprising AD and AA. Multivariable-adjusted Cox proportional hazards regression models and restricted cubic spline (RCS) analyses were applied to assess the relationship between TyG index and the onset of AD/AA. In addition, the association between TyG index and incident AD/AA was examined within subgroups defined by age, gender, smoking status, drinking status, diabetes, hypertension, and BMI. RESULTS Over a median follow-up period of 14.8 (14.1, 15.5) years, 3,481 AD/AA cases occurred. The incidence of AD/AA rose along with elevated TyG index. RCS curves showed a linear trend of TyG index with risk of incident AD/AA. TyG index was positively associated with risk of incident AD/AA after adjusting for age, gender, smoking status, drinking status, BMI, hypertension, LDL-c, and HbA1c, with adjusted HRs of 1.0 (reference), 1.20 (95% CI 1.08-1.35), 1.21 (95% CI 1.08-1.35), and 1.30 (95% CI 1.16-1.45) for TyG index quartiles 2, 3, and 4, respectively. Especially, participants in the highest TyG index quartile had highest risk of developing AA, with an adjusted HR of 1.35 (95% CI 1.20-1.52). CONCLUSIONS TyG index is independently associated with a higher risk of incident AD/AA, indicating the importance of using TyG index for risk assessment of AD/AA, especially for AA.
Collapse
Affiliation(s)
- Cuihong Tian
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, Guangdong, China
- Human Phenome Institute, Shantou University Medical College, Shantou, 515041, Guangdong, China
- Guangdong Engineering Research Center of Human Phenome, Shantou, 515041, Guangdong, China
- Glycome Research Institute, Shantou University Medical College, Shantou, 515041, Guangdong, China
- Clinical Medical Research Center, First Affiliated Hospital of Shantou University Medical College, No. 22 Xinling Road, Jinping District, Shantou, 515041, Guangdong, China
- Molecular Cardiology Laboratory, First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, Guangdong, China
| | - Yequn Chen
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, Guangdong, China
- Human Phenome Institute, Shantou University Medical College, Shantou, 515041, Guangdong, China
- Guangdong Engineering Research Center of Human Phenome, Shantou, 515041, Guangdong, China
| | - Binyi Xu
- Department of Cardiology, Second Xiangya Hospital of Central South University, No.139 Renmin Middle Road, Furong District, Changsha, 410012, Hunan, China
| | - Xuerui Tan
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, 515041, Guangdong, China.
- Human Phenome Institute, Shantou University Medical College, Shantou, 515041, Guangdong, China.
- Guangdong Engineering Research Center of Human Phenome, Shantou, 515041, Guangdong, China.
- Clinical Medical Research Center, First Affiliated Hospital of Shantou University Medical College, No. 22 Xinling Road, Jinping District, Shantou, 515041, Guangdong, China.
| | - Zhaowei Zhu
- Department of Cardiology, Second Xiangya Hospital of Central South University, No.139 Renmin Middle Road, Furong District, Changsha, 410012, Hunan, China.
| |
Collapse
|
13
|
Zhang X, Du Y, Zhang T, Zhao Z, Guo Q, Ma X, Shi D, Zhou Y. Prognostic significance of triglyceride-glucose index in acute coronary syndrome patients without standard modifiable cardiovascular risk factors. Cardiovasc Diabetol 2024; 23:270. [PMID: 39044255 PMCID: PMC11267681 DOI: 10.1186/s12933-024-02345-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 06/28/2024] [Indexed: 07/25/2024] Open
Abstract
BACKGROUND A significant percentage of patients with acute coronary syndrome (ACS) without standard modifiable cardiovascular risk factors (SMuRFs) are being identified. Nonetheless, the prognostic influence of the TyG index on adverse events in this type of patient remains unexplored. The aim of this study was to assess the prognostic value of the TyG index among ACS patients without SMuRFs for predicting adverse outcomes. METHODS This study involved 1140 consecutive patients who were diagnosed with ACS without SMuRFs at Beijing Anzhen Hospital between May 2018 and December 2020 and underwent coronary angiography. Each patient was followed up for a period of 35 to 66 months after discharge. The objective of this study was to examine major adverse cardiac and cerebrovascular events (MACCE), which included all-cause mortality, non-fatal myocardial infarction, non-fatal ischemic stroke, as well as ischemia-driven revascularization. RESULTS During the median follow-up period of 48.3 months, 220 (19.3%) MACCE events occurred. The average age of the participants was 59.55 ± 10.98 years, and the average TyG index was 8.67 ± 0.53. In the fully adjusted model, when considering the TyG index as either a continuous/categorical variable, significant associations with adverse outcomes were observed. Specifically, for each 1 standard deviation increase in the TyG index within the highest TyG index group, there was a hazard ratio (HR) of 1.245 (95% confidence interval CI 1.030, 1.504) for MACCE and 1.303 (95% CI 1.026, 1.653) for ischemia-driven revascularization (both P < 0.05), when the TyG index was analyzed as a continuous variable. Similarly, when the TyG index was examined as a categorical variable, the HR (95% CI) for MACCE in the highest TyG index group was 1.693 (95% CI 1.051, 2.727) (P < 0.05) in the fully adjusted model, while the HR (95% CI) for ischemia-driven revascularization was 1.855 (95% CI 0.998, 3.449) (P = 0.051). Additionally, the TyG index was found to be associated with a poor prognosis among the subgroup. CONCLUSION The TyG index is correlated with poor prognosis in patients with ACS without SMuRFs, suggesting that it may be an independent predictive factor of adverse events among these individuals.
Collapse
Affiliation(s)
- Xiaoming Zhang
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Yu Du
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Tianhao Zhang
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Zehao Zhao
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Qianyun Guo
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Xiaoteng Ma
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Dongmei Shi
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China
| | - Yujie Zhou
- Department of Cardiology, Beijing Anzhen Hospital, Beijing Institute of Heart Lung and Blood Vessel Disease, Beijing Key Laboratory of Precision Medicine of Coronary Atherosclerotic Disease, Clinical Center for Coronary Heart Disease, Capital Medical University, Beijing, 100029, China.
| |
Collapse
|
14
|
Wang W, Yang J, Wang K, Niu J, Liu Y, Ge H. Association between the triglyceride-glucose index and in-hospital major adverse cardiovascular events in patients with acute coronary syndrome: results from the Improving Care for Cardiovascular Disease in China (CCC)-Acute Coronary Syndrome project. Cardiovasc Diabetol 2024; 23:170. [PMID: 38750553 PMCID: PMC11097581 DOI: 10.1186/s12933-024-02270-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Accepted: 05/07/2024] [Indexed: 05/18/2024] Open
Abstract
OBJECTIVE Although the TyG index is a reliable predictor of insulin resistance (IR) and cardiovascular disease, its effectiveness in predicting major adverse cardiac events in hospitalized acute coronary syndrome (ACS) patients has not been validated in large-scale studies. In this study, we aimed to explore the association between the TyG index and the occurrence of MACEs during hospitalization. METHODS We recruited ACS patients from the CCC-ACS (Improving Cardiovascular Care in China-ACS) database and calculated the TyG index using the formula ln(fasting triglyceride [mg/dL] × fasting glucose [mg/dL]/2). These patients were classified into four groups based on quartiles of the TyG index. The primary endpoint was the occurrence of MACEs during hospitalization, encompassing all-cause mortality, cardiac arrest, myocardial infarction (MI), and stroke. We performed Cox proportional hazards regression analysis to clarify the correlation between the TyG index and the risk of in-hospital MACEs among patients diagnosed with ACS. Additionally, we explored this relationship across various subgroups. RESULTS A total of 101,113 patients were ultimately included, and 2759 in-hospital MACEs were recorded, with 1554 (49.1%) cases of all-cause mortality, 601 (21.8%) cases of cardiac arrest, 251 (9.1%) cases of MI, and 353 (12.8%) cases of stroke. After adjusting for confounders, patients in TyG index quartile groups 3 and 4 showed increased risks of in-hospital MACEs compared to those in quartile group 1 [HR = 1.253, 95% CI 1.121-1.400 and HR = 1.604, 95% CI 1.437-1.791, respectively; p value for trend < 0.001], especially in patients with STEMI or renal insufficiency. Moreover, we found interactions between the TyG index and age, sex, diabetes status, renal insufficiency status, and previous PCI (all p values for interactions < 0.05). CONCLUSIONS In patients with ACS, the TyG index was an independent predictor of in-hospital MACEs. Special vigilance should be exercised in females, elderly individuals, and patients with renal insufficiency.
Collapse
Affiliation(s)
- Wenjie Wang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China
| | - Jiaxin Yang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China
| | - Kexin Wang
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China
| | - Jialong Niu
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China
| | - Yixuan Liu
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China
| | - Hailong Ge
- Department of Cardiology, Beijing Anzhen Hospital, Capital Medical University, Anzhen Avenue #2, Chaoyang District, 100029, Beijing, People's Republic of China.
| |
Collapse
|
15
|
Weyman-Vela Y, Guerrero-Romero F, Simental-Mendía LE. The triglycerides and glucose index is more strongly associated with metabolically healthy obesity phenotype than the lipid and obesity indices. J Endocrinol Invest 2024; 47:865-871. [PMID: 37768526 DOI: 10.1007/s40618-023-02201-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 09/13/2023] [Indexed: 09/29/2023]
Abstract
PURPOSE The triglycerides and glucose (TyG) index is a reliable biomarker for estimating insulin resistance; however, evidence regarding the use of the TyG index in individuals with metabolically healthy obesity (MHO) is scarce. Thus, we examined the association between the TyG index and the MHO phenotype. METHODS Apparently healthy men and women aged 18 years or more with obesity (body mass index [BMI] ≥ 30 kg/m2) were allocated into the following groups: MHO and metabolically unhealthy obesity (MUO). The MHO phenotype was defined by obesity and the absence of the following metabolic disorders: elevated triglyceride concentrations, elevated glucose levels, elevated blood pressure, and low HDL-C. The MUO was defined by individuals with obesity and at least one of the aforementioned cardiovascular risk factors. RESULTS A total 827 individuals, 605 (73.1%) women and 222 (26.9%) men were enrolled and allocated into the MHO (n = 104) and MUO (n = 723) groups. The adjusted regression analysis by age, sex, BMI, and waist circumference showed that fasting glucose (OR = 0.90; 95% CI: 0.88-0.93), and triglycerides (OR = 0.97; 95% CI: 0.96-0.98), as well as the triglycerides/HDL-C (OR = 0.18; 95% CI: 0.13-0.26), lipid accumulation product (OR = 0.95; 95% CI: 0.93-0.96), visceral adipose index (OR = 0.38; 95% CI: 0.31-0.46), and TyG index (OR = 0.001; 95% CI: 0.000-0.004) are inversely associated with the MHO, while the HDL-C (OR = 1.10; 95% CI: 1.07-1.12) had a direct association. CONCLUSIONS Our results show that the TyG index is more strongly associated with the MHO phenotype than the lipid and obesity indices.
Collapse
Affiliation(s)
- Y Weyman-Vela
- Unidad de Investigación Biomédica, Instituto Mexicano del Seguro Social, Delegación Durango, Durango, México
| | - F Guerrero-Romero
- Unidad de Investigación Biomédica, Instituto Mexicano del Seguro Social, Delegación Durango, Durango, México
| | - L E Simental-Mendía
- Unidad de Investigación Biomédica, Instituto Mexicano del Seguro Social, Delegación Durango, Durango, México.
| |
Collapse
|
16
|
Jiang Y, Chen P, Zhao Y, Cai J, Liang J, Cheng S, Zhang Y. Association between triglyceride glucose index and all-cause mortality in patients with cerebrovascular disease: a retrospective study. Diabetol Metab Syndr 2024; 16:1. [PMID: 38173012 PMCID: PMC10763128 DOI: 10.1186/s13098-023-01243-2] [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: 11/01/2023] [Accepted: 12/18/2023] [Indexed: 01/05/2024] Open
Abstract
BACKGROUND Triglyceride glucose (TyG) is associated with stroke, atherosclerosis, and adverse clinical outcomes. However, its correlation with cerebrovascular disease (CVD) mortality remains unclear. This study aimed to investigate the relationship between TyG index and mortality in patients with CVD. METHODS Patient data sourced from the Medical Information Mart for Intensive Care -IV database were categorized based on TyG quartiles. Kaplan-Meier survival analysis was used to estimate survival disparities among the TyG subgroups. Cox proportional risk modeling was used to examine the association between the TyG index and mortality. Generalized summation models were applied to fit the smoothed curves. log-likelihood ratio test were used to analyze the non-linear relationship. RESULTS The study comprised 1,965 patients (50.18% were male). The 28-day and 90-day mortality rates were 20.10% and 24.48%, respectively. The TyG index exhibited a linear relationship with the 28-day mortality (Hazards ratio (HR), 1.16; 95% confidence interval (CI), 0.99-1.36) and the 90-day mortality (HR, 1.18; 95% CI, 1.02-1.37). In the TyG Q4 group, each 1 mg/dl increase was linked to a 35% rise in the risk of 28-day mortality and a 38% increase in the risk of 90-day mortality. Subgroup analyses highlighted a more substantial association between TyG index and 90-day mortality in the diabetic group. CONCLUSION Our findings underscore the positive association between TyG and the 28- and 90-day mortality rates in patients with CVD. This insight may prove pivotal for identifying at-risk populations and enhancing risk prediction in the clinical management of CVD.
Collapse
Affiliation(s)
- Yong'An Jiang
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
- Nanchang University, Nanchang, Jiangxi, 330008, P. R. China
| | - Peng Chen
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
- Nanchang University, Nanchang, Jiangxi, 330008, P. R. China
| | - YangYang Zhao
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
- Nanchang University, Nanchang, Jiangxi, 330008, P. R. China
| | - JiaHong Cai
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
- Nanchang University, Nanchang, Jiangxi, 330008, P. R. China
| | - JiaWei Liang
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
- Nanchang University, Nanchang, Jiangxi, 330008, P. R. China
| | - ShiQi Cheng
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China
| | - Yan Zhang
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi, 330006, P. R. China.
| |
Collapse
|
17
|
Pang J, Qian L, Che X, Lv P, Xu Q. TyG index is a predictor of all-cause mortality during the long-term follow-up in middle-aged and elderly with hypertension. Clin Exp Hypertens 2023; 45:2272581. [PMID: 37902269 DOI: 10.1080/10641963.2023.2272581] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 10/14/2023] [Indexed: 10/31/2023]
Abstract
BACKGROUND The triglyceride and glucose (TyG) index has been found to be significantly associated with a higher risk of mortality. However, there has been a lack of studies exploring the specific relationship between the TyG index and all-cause and cardiovascular mortality among middle-aged and elderly with hypertension. METHODS A total of 3,614 participants with hypertension were enrolled from the National Health and Nutrition Examination Survey. The TyG index was calculated using the formula log [fasting triglycerides (mg/dL) x fasting glucose (mg/dL)/2]. The Cox proportional hazard ratios were used to evaluate the association between the TyG index and the risk of mortality. RESULTS Over a follow-up period of 7.87 years, 991 all-cause death and 189 cardiovascular deaths occurred. Compared with the reference quartile, the multivariate-adjusted hazard ratios and 95% confidence intervals were 1.28 (1.07-1.53; p = .006) in the fourth quartile for all-cause mortality and 0.63 (0.42-0.96; p = .031) in the second quartile for cardiovascular mortality. Dose-response analysis indicated an L-shaped relationship. CONCLUSIONS The TyG index exhibited an L-shaped association with the risk of all-cause mortality among middle-aged and elderly with hypertension.
Collapse
Affiliation(s)
- Jie Pang
- Heart Center, Department of Cardiovascular Medicine, Zhejiang Provincical People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Linyan Qian
- Heart Center, Department of Cardiovascular Medicine, Zhejiang Provincical People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Xiaoru Che
- Heart Center, Department of Cardiovascular Medicine, Zhejiang Provincical People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Ping Lv
- Heart Center, Department of Cardiovascular Medicine, Zhejiang Provincical People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Qiang Xu
- Heart Center, Department of Cardiovascular Medicine, Zhejiang Provincical People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, Zhejiang, China
| |
Collapse
|
18
|
Li X, Wang J, Niu L, Tan Z, Ma J, He L, Yu P, Liu X, Li J. Prevalence estimates of the insulin resistance and associated prevalence of heart failure among United Status adults. BMC Cardiovasc Disord 2023; 23:294. [PMID: 37301866 PMCID: PMC10257843 DOI: 10.1186/s12872-023-03294-9] [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: 08/17/2022] [Accepted: 05/11/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND The triglyceride glucose (TyG) index, a metric for estimating insulin resistance (IR), is linked with cardiovascular disease (CVD) morbidity and mortality among the population regardless of diabetic status. However, IR prevalence and the association between the TyG index and heart failure (HF) in Americans is unclear. METHODS The Nation Health and Nutrition Examination Survey (NHANES) (2009-2018) dataset was used. IR was defined by homeostatic model assessment of insulin resistance (HOMA-IR) > 2.0 and 1.5. The TyG index was calculated as Ln [fasting triglycerides (mg/dL) × fasting glucose (mg/dL)/2]. A weighted logistic regression was applied to evaluate the association between the TyG index and the prevalence of HF. RESULTS This study comprised 12,388 people, including 322 (2.6%) individuals with HF. The average prevalence of IR was found to be 13.9% and 22.7% for cutoff values greater than 2.0 and 1.5, respectively. HOMA-IR and the TyG index showed a moderate correlation (r = 0.30). There is a significant positive association between the TyG index and HF prevalence (per 1-unit increment; adjusted OR [aOR]: 1.34; 95% confidence interval [CI]: 1.02-1.76). Patients with higher TyG values were associated with a prevalence of HF (OR:1.41; 95% CI: 1.01,1.95) (quartiles 4 vs 1-3). The TyG index is associated with a higher prevalence of dyslipidemia, coronary heart disease, and hypertension but not a stroke (cerebrovascular disease). CONCLUSIONS Our results show that IR does not considerably increase from 2008 to 2018 in American adults. A moderate correlation is noted between HOMA-IR and the TyG index. TyG index is associated with the prevalence of HF, as were other cardiovascular diseases.
Collapse
Affiliation(s)
- Xiaozhong Li
- Department of Cardiovascular Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Jihong Wang
- Department of Cardiovascular Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Liyan Niu
- Department of Cardiovascular Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Ziqi Tan
- Department of Cardiovascular Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Jianyong Ma
- Department of Pharmacology and Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Ling He
- Department of Geriatrics Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Peng Yu
- Department of Endocrinology Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China
| | - Xiao Liu
- Department of Cardiology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, 510080, Guangdong, China.
- Guangzhou Key Laboratory of Molecular Mechanism and Translation in Major Cardiovascular Disease, Guangzhou, 510120, Guangdong, China.
| | - Juxiang Li
- Department of Cardiovascular Medicine, the Second Affiliated Hospital of Nanchang University, Nanchang, 330006, China.
| |
Collapse
|
19
|
Liu Y, Zhu B, Zhou W, Du Y, Qi D, Wang C, Cheng Q, Zhang Y, Wang S, Gao C. Triglyceride-glucose index as a marker of adverse cardiovascular prognosis in patients with coronary heart disease and hypertension. Cardiovasc Diabetol 2023; 22:133. [PMID: 37296406 PMCID: PMC10257289 DOI: 10.1186/s12933-023-01866-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 05/25/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a potential predictor of adverse prognosis of cardiovascular diseases (CVDs). However, its prognostic value in patients with coronary heart disease (CHD) and hypertension remains unclear. METHODS A total of 1467 hospitalized patients with CHD and hypertension from January 2021 to December 2021 were included in this prospective and observational clinical study. The TyG index was calculated as Ln [fasting triglyceride level (mg/dL) × fasting plasma glucose level (mg/dL)/2]. Patients were divided into tertiles according to TyG index values. The primary endpoint was a compound endpoint, defined as the first occurrence of all-cause mortality or total nonfatal CVDs events within one-year follow up. The secondary endpoint was atherosclerotic CVD (ASCVD) events, including non-fatal stroke/transient ischemic attack (TIA) and recurrent CHD events. We used restricted cubic spline analysis and multivariate adjusted Cox proportional hazard models to investigate the associations of the TyG index with primary endpoint events. RESULTS During the one-year follow-up period, 154 (10.5%) primary endpoint events were recorded, including 129 (8.8%) ASCVD events. After adjusting for confounding variables, for per standard deviation (SD) increase in the TyG index, the risk of incident primary endpoint events increased by 28% [hazard ratio (HR) = 1.28, 95% confidence interval (CI) 1.04-1.59]. Compared with subjects in the lowest tertile (T1), the fully adjusted HR for primary endpoint events was 1.43 (95% CI 0.90-2.26) in the middle (T2) and 1.73 (95% CI 1.06-2.82) in highest tertile (T3) (P for trend = 0.018). Similar results were observed in ASCVD events. Restricted cubic spline analysis also showed that the cumulative risk of primary endpoint events increased as TyG index increased. CONCLUSIONS The elevated TyG index was a potential marker of adverse prognosis in patients with CHD and hypertension.
Collapse
Affiliation(s)
- Yahui Liu
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Binbin Zhu
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Weicen Zhou
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Yao Du
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Datun Qi
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Chenxu Wang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Qianqian Cheng
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - You Zhang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Shan Wang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Chuanyu Gao
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China.
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China.
| |
Collapse
|
20
|
Özcan KS, Hayıroğlu MI, Çınar T. Admission triglyceride-glucose index is predictor of long-term mortality and appropriate implantable cardiac defibrillator therapy in patients with heart failure. Biomark Med 2023; 17:487-496. [PMID: 37522225 DOI: 10.2217/bmm-2023-0113] [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] [Indexed: 08/01/2023] Open
Abstract
Background: In this study, the main aim was to evaluate the relation of the triglyceride-glucose (TyG) index to long-term mortality and proper shock therapy in patients with an implantable cardiac defibrillator (ICD) implanted for heart failure with reduced ejection fraction. Methods: This retrospective study group consisted of 773 patients treated with ICD for heart failure with reduced ejection fraction. The long-term prognostic effect of the TyG index among tertiles was evaluated regarding mortality and appropriate ICD therapy. Results: In the adjusted model, the mortality rates were 14.0% (hazard ratio: 2.24; 95% CI: 1.42-6.88) in tertile 2 and 23.3% (hazard ratio: 3.88; 95% CI: 1.84-14.38) in tertile 3. Conclusion: The TyG index was found to be an independent predictive marker for both long-term mortality and appropriate ICD therapy.
Collapse
Affiliation(s)
- Kazım S Özcan
- Department of Cardiology, Dr Siyami Ersek Thoracic & Cardiovascular Surgery Training & Research Hospital, Istanbul, 34690, Turkey
| | - Mert I Hayıroğlu
- Department of Cardiology, Dr Siyami Ersek Thoracic & Cardiovascular Surgery Training & Research Hospital, Istanbul, 34690, Turkey
| | - Tufan Çınar
- Department of Cardiology, Haydarpasa Sultan II. Abdulhamid Han Training & Research Hospital, Istanbul, 34668, Turkey
| |
Collapse
|
21
|
Ye Z, Xu Y, Tang L, Wu M, Wu B, Zhu T, Wang J. Predicting long-term prognosis after percutaneous coronary intervention in patients with new onset ST-elevation myocardial infarction: development and external validation of a nomogram model. Cardiovasc Diabetol 2023; 22:87. [PMID: 37055777 PMCID: PMC10103457 DOI: 10.1186/s12933-023-01820-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 04/01/2023] [Indexed: 04/15/2023] Open
Abstract
BACKGROUND The triglyceride glucose (TyG) index is a well-established biomarker for insulin resistance (IR) that shows correlation with poor outcomes in patients with coronary artery disease. We aimed to integrate the TyG index with clinical data in a prediction nomogram for the long-term prognosis of new onset ST-elevation myocardial infarction (STEMI) following primary percutaneous coronary intervention (PCI) . METHODS This retrospective study included new-onset STEMI patients admitted at two heart centers for emergency PCI from December 2015 to March 2018 in development and independent validation cohorts. Potential risk factors were screened applying least absolute shrinkage and selection operator (LASSO) regression. Multiple Cox regression was employed to identify independent risk factors for prediction nomogram construction. Nomogram performance was assessed based on receiver operating characteristic curve analysis, calibration curves, Harrell's C-index and decision curve analysis (DCA). RESULTS In total, 404 patients were assigned to the development cohort and 169 to the independent validation cohort. The constructed nomogram included four clinical variables: age, diabetes mellitus, current smoking, and TyG index. The Harrell's C-index values for the nomogram were 0.772 (95% confidence interval [CI]: 0.721-0.823) in the development cohort and 0.736 (95%CI: 0.656-0.816) in the independent validation cohort. Significant correlation was found between the predicted and actual outcomes in both cohorts, indicating that the nomogram is well calibrated. DCA confirmed the clinical value of the development prediction nomogram. CONCLUSIONS Our validated prediction nomogram based on the TyG index and electronic health records data was shown to provide accurate and reliable discrimination of new-onset STEMI patients at high- and low-risk for major adverse cardiac events at 2, 3 and 5 years following emergency PCI.
Collapse
Affiliation(s)
- Zongwei Ye
- Department of Cardiology, Suzhou Ninth People's Hospital, Soochow University, Suzhou, Jiangsu Province, 215200, China
| | - Yanan Xu
- Department of Cardiology, Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Bengbu Medical College, Bengbu, Anhui, China
| | - Long Tang
- Department of Cardiology, People's Hospital of Xuancheng City, The Affiliated Xuancheng Hospital of Wannan Medical College, Anhui, 242000, China
| | - Min Wu
- Department of Oncology, Third People's Hospital of Honghe Prefecture, Gejiu, Yunnan Province, China
| | - Bing Wu
- Institute of Clinical Medicine, Department of Cardiology, Renmin Hospital, Hubei University of Medicine, Shiyan, Hubei, 442000, China.
| | - Tongjian Zhu
- Department of Cardiology, Institute of Cardiovascular Diseases, Xiangyang Central Hospital, Affiliated Hospital of Hubei University of Arts and Science, Xiangyang, Hubei, China.
| | - Jun Wang
- Department of Cardiology, Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Bengbu Medical College, Bengbu, Anhui, China.
| |
Collapse
|
22
|
Xiong S, Chen Q, Long Y, Su H, Luo Y, Liu H, Chen Y, Feng Q, Peng X, Jiang M, Yu X, Zhang Z, Cai L. Association of the triglyceride-glucose index with coronary artery disease complexity in patients with acute coronary syndrome. Cardiovasc Diabetol 2023; 22:56. [PMID: 36907849 PMCID: PMC10010005 DOI: 10.1186/s12933-023-01780-0] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 02/22/2023] [Indexed: 03/14/2023] Open
Abstract
AIM The triglyceride-glucose (TyG) index has been shown to be an independent predictor for the progression and prognosis of coronary artery disease (CAD). Whether the TyG index predicts the severity of CAD in patients presenting with acute coronary syndrome (ACS) remains unknown. METHODS A total of 1,007 individuals presenting with ACS undergoing coronary angiography were stratified according to the tertiles of the TyG index and The Synergy Between Percutaneous Coronary Intervention (SYNTAX) score (SYNTAX score ≤ 22 versus SYNTAX score > 22). CAD complexity was determined by the SYNTAX score. RESULTS After adjusting for multiple confounding factors, the TyG index was still an independent risk factor for mid/high SYNTAX scores (SYNTAX score > 22, OR 2.6452, 95% CI 1.9020-3.6786, P < 0.0001). Compared with the lowest tertile of the TyG (T1) group, the risk for a mid/high SYNTAX score in the T2 and T3 groups was 2.574-fold higher (OR, 2.574; 95% CI 1.610-4.112; P < 0.001) and 3.732-fold higher (OR, 3.732; 95% CI 2.330-5.975; P < 0.001), respectively. Furthermore, there was a dose‒response relationship between the TyG index and the risk of complicated CAD (SYNTAX score > 22; nonlinear P = 0.200). The risk for a mid/high SYNTAX score in the T2 and T3 groups was significantly higher in normoglycemia, prediabetes mellitus, and diabetes mellitus subgroups. CONCLUSIONS A higher TyG index was associated with the presence of a higher coronary anatomical complexity (SYNTAX score > 22) in ACS patients, irrespective of diabetes mellitus status. The TyG index might serve as a noninvasive predictor of CAD complexity in ACS patients and could potentially influence the management and therapeutic approach.
Collapse
Affiliation(s)
- Shiqiang Xiong
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Qiang Chen
- Department of Cardiology, Sichuan Mianyang 404 Hospital, Mianyang, 621000, Sichuan, China
| | - Yu Long
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Hong Su
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Yan Luo
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Hanxiong Liu
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Yingzhong Chen
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Qiao Feng
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Xiufen Peng
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Maoling Jiang
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Xiuqiong Yu
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China
| | - Zhen Zhang
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China.
| | - Lin Cai
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu Cardiovascular Disease Research Institute, Chengdu, 610014, Sichuan, China.
| |
Collapse
|
23
|
Pan W, Ren Y, Yang F, Wang M, Li X, Yin D. Triglyceride glucose index is associated with obstructive coronary artery disease in hypertensive patients. Cardiovasc Diabetol 2023; 22:9. [PMID: 36635731 PMCID: PMC9838016 DOI: 10.1186/s12933-023-01739-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 01/06/2023] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND Hypertension is a leading risk of coronary artery disease (CAD). Triglyceride glucose index (TyG) is a surrogate of insulin resistance (IR). Few studies explore the association between TyG and the incidence of obstructive CAD (OCAD) in hypertensive patients. METHODS We retrospectively screened 1841 hypertensive subjects who were free of a history of CAD and underwent coronary computed tomography angiography (CCTA) because of chest pain. TyG index was calculated as ln (fasting TG [mg/dL] * fasting glucose [mg/dL]/2). The outcome of this research was OCAD, which was defined as the presence of diameter stenosis ≥ 50% in any of the four major epicardial coronary arteries detected on CCTA. RESULTS A total of 310 (16.8%) patients developed obstructive CAD. The restricted cubic spline (RCS) analysis showed a J-shaped relationship between TyG and OCAD and the OR for OCAD increased as the TyG rose over 8.61 (OR perSD) 1.64, 95% CI 1.13-2.54, p = 0.008). After full adjustments for confounding covariates, patients with TyG index in tertile 3 (T3) had 2.12 times (95% CI 1.80 to 3.81) and in T2 had 2.01 times (95% CI 1.40 to 2.88) as high as the risk of OCAD compared with patients in T1 (p for trend = 0.001). When regarding TyG as a continuous variable, 1-SD increase elevated 49% (OR (95%CI), 1.49 (1.30-1.74)) risk of obstructive CAD (p = 0.007). This positive effect was still consistent across the subgroups (p for interaction > 0.05). CONCLUSION TyG index was associated with the incidence of obstructive CAD in hypertensive patients.
Collapse
Affiliation(s)
- Weili Pan
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Yongkui Ren
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Fan Yang
- Department of Cardiology, the Affiliated Zhongshan Hospital of Dalian University, Dalian, Liaoning, China
| | - Minxian Wang
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Xinsheng Li
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Da Yin
- Department of Cardiology, Shenzhen People's Hospital, 2nd Clinical Medical College of JINAN University, 1st Affiliated Hospital of the Southern University of Science and Technology. No. 1017 Dongmen North Road, Luohu District, Shenzhen, China.
| |
Collapse
|
24
|
Zhao SS, Jiang ZZ, Wei B, Zhu JB, Liu XT. The preoperative triglyceride-glucose index has a positive effect on predicting the risk of short-term restenosis after carotid artery stenting: a retrospective cohort study. Front Neurol 2023; 14:1159601. [PMID: 37139054 PMCID: PMC10149666 DOI: 10.3389/fneur.2023.1159601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 03/27/2023] [Indexed: 05/05/2023] Open
Abstract
Background Increasing evidence suggests that insulin resistance is linked to cardiovascular disease and atherosclerosis. The triglyceride-glucose (TyG) index has proven to be a convincing marker to quantitatively evaluate insulin resistance. However, there is no relevant information about the relationship between the TyG index and restenosis after carotid artery stenting. Methods A total of 218 patients were enrolled. Carotid ultrasound and computed tomography angiography were used to evaluate in-stent restenosis. A Kaplan-Meier analysis and Cox regression method were performed to analyze the correlation between TyG index and restenosis. Schoenfeld residuals were used to determine the proportional-hazards assumption. A restricted cubic spline method was used to model and visualize the dose-response relationship between the TyG index and the risk of in-stent restenosis. Subgroup analysis was also performed. Results Thirty-one participants (14.2%) developed restenosis. The preoperative TyG index had a time-varying effect on restenosis. Within 29 months post-surgery, an increasing preoperative TyG index was linked to a significant increased risk of restenosis (hazard ratio: 4.347; 95% confidence interval 1.886-10.023). However, after 29 months, the effect was decreased, although not statistically significant. The subgroup analysis showed that the hazard ratios tended to be higher in the age ≤ 71 years subgroup (p < 0.001) and participants with hypertension (p < 0.001). Conclusion The preoperative TyG index was significantly associated with the risk of short-term restenosis after CAS within 29 months post-surgery. The TyG index may be employed to stratify patients based on their risk of restenosis after carotid artery stenting.
Collapse
Affiliation(s)
- Shan-shan Zhao
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Zhen-zhen Jiang
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Bo Wei
- Department of Neurology, Shaoxing People’s Hospital, Shaoxing, China
| | - Jian-bo Zhu
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Xia-tian Liu
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
- *Correspondence: Xia-tian Liu,
| |
Collapse
|
25
|
Salvatori B, Linder T, Eppel D, Morettini M, Burattini L, Göbl C, Tura A. TyGIS: improved triglyceride-glucose index for the assessment of insulin sensitivity during pregnancy. Cardiovasc Diabetol 2022; 21:215. [PMID: 36258194 PMCID: PMC9580191 DOI: 10.1186/s12933-022-01649-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 09/28/2022] [Indexed: 11/21/2022] Open
Abstract
Background The triglyceride-glucose index (TyG) has been proposed as a surrogate marker of insulin resistance, which is a typical trait of pregnancy. However, very few studies analyzed TyG performance as marker of insulin resistance in pregnancy, and they were limited to insulin resistance assessment at fasting rather than in dynamic conditions, i.e., during an oral glucose tolerance test (OGTT), which allows more reliable assessment of the actual insulin sensitivity impairment. Thus, first aim of the study was exploring in pregnancy the relationships between TyG and OGTT-derived insulin sensitivity. In addition, we developed a new version of TyG, for improved performance as marker of insulin resistance in pregnancy. Methods At early pregnancy, a cohort of 109 women underwent assessment of maternal biometry and blood tests at fasting, for measurements of several variables (visit 1). Subsequently (26 weeks of gestation) all visit 1 analyses were repeated (visit 2), and a subgroup of women (84 selected) received a 2 h-75 g OGTT (30, 60, 90, and 120 min sampling) with measurement of blood glucose, insulin and C-peptide for reliable assessment of insulin sensitivity (PREDIM index) and insulin secretion/beta-cell function. The dataset was randomly split into 70% training set and 30% test set, and by machine learning approach we identified the optimal model, with TyG included, showing the best relationship with PREDIM. For inclusion in the model, we considered only fasting variables, in agreement with TyG definition. Results The relationship of TyG with PREDIM was weak. Conversely, the improved TyG, called TyGIS, (linear function of TyG, body weight, lean body mass percentage and fasting insulin) resulted much strongly related to PREDIM, in both training and test sets (R2 > 0.64, p < 0.0001). Bland–Altman analysis and equivalence test confirmed the good performance of TyGIS in terms of association with PREDIM. Different further analyses confirmed TyGIS superiority over TyG. Conclusions We developed an improved version of TyG, as new surrogate marker of insulin sensitivity in pregnancy (TyGIS). Similarly to TyG, TyGIS relies only on fasting variables, but its performances are remarkably improved than those of TyG. Supplementary Information The online version contains supplementary material available at 10.1186/s12933-022-01649-8.
Collapse
Affiliation(s)
| | - Tina Linder
- Department of Obstetrics and Gynaecology, Medical University of Vienna, 1090, Vienna, Austria
| | - Daniel Eppel
- Department of Obstetrics and Gynaecology, Medical University of Vienna, 1090, Vienna, Austria
| | - Micaela Morettini
- Department of Information Engineering, Università Politecnica Delle Marche, 60131, Ancona, Italy
| | - Laura Burattini
- Department of Information Engineering, Università Politecnica Delle Marche, 60131, Ancona, Italy
| | - Christian Göbl
- Department of Obstetrics and Gynaecology, Medical University of Vienna, 1090, Vienna, Austria
| | - Andrea Tura
- CNR Institute of Neuroscience, Corso Stati Uniti 4, 35127, Padua, Italy.
| |
Collapse
|
26
|
Ye Z, Xie E, Gao Y, Li P, Tu Y, Guo Z, Li Q, Wu Y, Yu X, Li Y, Yu C, Zheng J. The triglyceride glucose index is associated with future cardiovascular disease nonlinearly in middle-aged and elderly Chinese adults. BMC Endocr Disord 2022; 22:242. [PMID: 36192720 PMCID: PMC9531496 DOI: 10.1186/s12902-022-01157-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Accepted: 09/20/2022] [Indexed: 11/10/2022] Open
Abstract
OBJECTIVE We aimed to investigate the association between triglyceride glucose index and cardiovascular disease (CVD) development in the Chinese middle-aged and elderly population using the China Health and Retirement Longitudinal Study dataset 2011-2018. METHODS Basic characteristics of participants, including sociodemographic information, and health conditions, were acquired. Logistic regression analyses and restricted cubic spline regression analyses were conducted to investigate the association between the triglyceride glucose index and future CVD risks. Subgroup analyses were performed to evaluate potential interaction. RESULTS Seven hundred fifty-three of 6114 (12.3%) participants have developed CVD in 2018 over an approximately 7-year follow-up. The logistic regression analysis exhibited that compared to the lowest triglyceride glucose index group, the multivariable OR for future CVD was 0.985 (95%CI 0.811-1.198) in the T2 triglyceride glucose index group and 1.288 (95%CI 1.068-1.555) in the T3 TyG index (P for trend 0.006). The restricted cubic spline regression analysis showed the nonlinear association between triglyceride glucose index and CVD incidence; the cut-off values were 8.07 and 8.57, respectively, after total adjustment. Gender, fast blood glucose, and triglycerides interacted with triglyceride glucose index and CVD except for BMI. CONCLUSION The triglyceride glucose index was nonlinearly related to the risk of future cardiovascular disease in the middle-aged and elderly Chinese population.
Collapse
Affiliation(s)
- Zixiang Ye
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Enmin Xie
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China
| | - Yanxiang Gao
- Department of Cardiology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Peizhao Li
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Yimin Tu
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China
| | - Ziyu Guo
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Qing Li
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Yaxin Wu
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China
| | - Xiaozhai Yu
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China
| | - Yike Li
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China
| | - Changan Yu
- Department of Cardiology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Jingang Zheng
- Department of Cardiology, Peking University China-Japan Friendship School of Clinical Medicine, Beijing, 100029, China.
- Department of Cardiology, China-Japan Friendship Hospital, Beijing, 100029, China.
| |
Collapse
|
27
|
Liu X, Tan Z, Huang Y, Zhao H, Liu M, Yu P, Ma J, Zhao Y, Zhu W, Wang J. Relationship between the triglyceride-glucose index and risk of cardiovascular diseases and mortality in the general population: a systematic review and meta-analysis. Cardiovasc Diabetol 2022; 21:124. [PMID: 35778731 PMCID: PMC9250255 DOI: 10.1186/s12933-022-01546-0] [Citation(s) in RCA: 160] [Impact Index Per Article: 53.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2022] [Accepted: 05/09/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index is a new alternative measure for insulin resistance. This meta-analysis was conducted to assess the associations of the TyG index with the risks of cardiovascular diseases and mortality in the general population. METHODS The PubMed, Cochrane Library and Embase databases were searched for randomized controlled trials or observational cohort studies reporting associations of the TyG index with cardiovascular diseases and mortality from inception to April 16, 2022. Effect sizes were pooled using random-effects models. Robust error meta-regression methods were applied to fit nonlinear dose-response associations. Evidence quality levels and recommendations were assessed using the Grading of Recommendations Assessment, Development and Evaluation system (GRADE). RESULTS Twelve cohort studies (6 prospective and 6 retrospective cohorts) involving 6,354,990 participants were included in this meta-analysis. Compared with the lowest TyG index category, the highest TyG index was related to a higher incidence of coronary artery disease (CAD) (3 studies; hazard ratio [HR] = 2.01; 95% confidence interval [CI] 1.68-2.40; I2 = 0%), myocardial infarction (MI) (2 studies; HR = 1.36; 95% CI 1.18-1.56; I2 = 35%), and composite cardiovascular disease (CVD) (5 studies; HR = 1.46; 95% CI 1.23-1.74; I2 = 82%). However, there was no association between the TyG index and mortality (cardiovascular mortality [3 studies; HR = 1.10; 95% CI 0.82-1.47; I2 = 76%] or all-cause mortality [4 studies; HR = 1.08; 95% CI 0.92-1.27; I2 = 87%]). In the dose-response analysis, there was a linear association of the TyG index with the risk of CAD (Pnonlinear = 0.3807) or CVD (Pnonlinear = 0.0612). GRADE assessment indicated very low certainty for CVD, MI, cardiovascular mortality and all-cause mortality, and moderate certainty for CAD. CONCLUSIONS Based on our current evidence, a higher TyG index may be associated with an increased incidence of CAD (moderate certainty), MI (very low certainty) and CVD (very low certainty) in the general population. There is a potential linear association of the TyG index with CAD and the composite CVD incidence. Further prospective studies (especially in non-Asians) are needed to confirm our findings.
Collapse
Affiliation(s)
- Xiao Liu
- Department of Cardiology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, 510080, Guangdong, China.
- Guangdong Province Key Laboratory of Arrhythmia and Electrophysiology, Guangzhou, 510120, Guangdong, China.
| | - Ziqi Tan
- Department of Endocrine, The Second Affiliated Hospital of Nanchang University, Nanchang, 330006, Jiangxi, China
| | - Yuna Huang
- Department of Cardiology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, 510080, Guangdong, China
- Guangdong Province Key Laboratory of Arrhythmia and Electrophysiology, Guangzhou, 510120, Guangdong, China
| | - Huilei Zhao
- Department of Anesthesiology, The Third Hospital of Nanchang, Nanchang, 330006, Jiangxi, China
| | - Menglu Liu
- Department of Cardiology, Seventh People's Hospital of Zhengzhou, Zhengzhou, 334000, Henan, China
| | - Peng Yu
- Department of Endocrine, The Second Affiliated Hospital of Nanchang University, Nanchang, 330006, Jiangxi, China
| | - Jianyong Ma
- Department of Pharmacology and Systems Physiology, University of Cincinnati College of Medicine, Cincinnati, OH, 45267, USA
| | - Yujie Zhao
- Department of Cardiology, Seventh People's Hospital of Zhengzhou, Zhengzhou, 334000, Henan, China
| | - Wengen Zhu
- Department of Cardiology, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, 510080, Guangdong, China.
| | - Jingfeng Wang
- Department of Cardiology, Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, 510080, Guangdong, China.
- Guangdong Province Key Laboratory of Arrhythmia and Electrophysiology, Guangzhou, 510120, Guangdong, China.
| |
Collapse
|
28
|
Feng X, Yao Y, Wu L, Cheng C, Tang Q, Xu S. Triglyceride-Glucose Index and the Risk of Stroke: A Systematic Review and Dose-Response Meta-Analysis. Horm Metab Res 2022; 54:175-186. [PMID: 35276743 DOI: 10.1055/a-1766-0202] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Insulin resistance (IR) is an independent risk factor of cardiovascular disease. Recent research has proposed a new inexpensive and reliable indicator of IR: triglyceride glucose index (TyG index). We aim to evaluate the dose-response association between the TyG index and stroke through meta-analysis. Literature published from inception until October 2021 were searched in PubMed, Embase, Cochrane Library and Web of science. Cohort studies published in English and focusing on the association between the TyG index and stroke were included in our meta-analysis. I2 statistic and Chi-square were used to assess the heterogeneity. When I2≥30% or p≤0.10, the random-effect model was used to pool the effect; otherwise, we chose the fixed-effect model. Eleven cohort studies, including 5 721 077 subjects and 95 490 stroke patients, were included in our study. After pooling the effect adjusted by multiple confounders, we found that compared with the lowest baseline TyG index group, the highest one was independently associated with increased stroke risk (RR: 1.27; 95% CI, 1.24 to 1.29; I2=6%). Dose-response meta-analysis showed that the association between the two variables had a non-linear trend (p-nonlinearity<0.0001; p-heterogeneity=0.28). Subgroup analysis showed that the risk of ischemic stroke was positively correlated with TyG index (RR: 1.48; 95% CI, 1.34 to 1.62; I2=15%), while we did not observe this correlation in hemorrhagic stroke patients. In patients with type 2 diabetes and acute coronary syndrome, the TyG index was linearly correlated with incident strokes. In conclusion, elevated TyG index is the independent risk factor for incident strokes (especially ischemic stroke).
Collapse
Affiliation(s)
- Xiao Feng
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| | - Yao Yao
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| | - Lingshan Wu
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| | - Chang Cheng
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| | - Qiaoqiao Tang
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| | - Shabei Xu
- Department of Neurology, Huazhong University of Science and Technology, Wuhan, China
| |
Collapse
|
29
|
Shi L, Liu J, Zhu X, Li T, Wen J, Wang X, Qi X. Triglyceride Glucose Index Was a Predictor of 6-Month Readmission Caused by Pulmonary Infection of Heart Failure Patients. Int J Endocrinol 2022; 2022:1131696. [PMID: 36311911 PMCID: PMC9605826 DOI: 10.1155/2022/1131696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/17/2022] [Revised: 08/16/2022] [Accepted: 10/01/2022] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVES Insulin resistance is associated with the prognosis of heart failure (HF) patients. The triglyceride glucose (TyG) index is a simple marker of insulin resistance. However, it remains unclear whether the TyG index is associated with the incidence of readmission in patients with HF. METHODS We enrolled 901 patients with completed records on serum triglyceride and glucose in our study. The TyG index was calculated as log (fasting triglycerides (mg/dL) x fasting glucose (mg/dL)/2). There were 310 cases of readmission and the average TyG index was 7.8 ± 0.7. Restricted cubic spline was fitted to explore the linearity of TyG index associating with 6-month readmission of HF patients. Logistic regression analysis was performed to explore the association between TyG index quartile and the incidence of 6-month readmission. RESULTS Only the 6-month readmission was significantly different among TyG quartiles, and it was the highest (41.9%) in the lowest quartile (ranging 6.17∼7.36). the TyG index was nonlinearly associated with 6-month readmission (p for nonlinearity = 0.009), with the lower level of TyG index increasing the risk of 6-month readmission. Besides, multivariable logistic analysis showed that the lowest TyG quartile was associated with a higher incidence of 6-month readmission in the unadjusted model (odds ratio [OR] 1.74, 95% confidence interval [CI] 1.18-2.57; p=0.005), partially adjusted model (OR 1.82, 95%CI 1.22-2.72; p=0.004), and fully-adjusted model (OR 1.65, 95%CI 1.09-2.45; p=0.024). The association was consistent across gender and diabetes group. CONCLUSION A lower TyG index independently increased the risk of 6-month readmission in HF patients, which could be a prognostic factor in heart failure.
Collapse
Affiliation(s)
- Licheng Shi
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Nanjing Medical University, 210029 Nanjing, China
- Department of Respiratory Medicine, Jiangsu Province Official Hospital, 212004 Nanjing, China
| | - Jianan Liu
- Department of Respiratory Medicine, Jiangsu Province Official Hospital, 212004 Nanjing, China
| | - Xuanfeng Zhu
- Department of Respiratory Medicine, Jiangsu Province Official Hospital, 212004 Nanjing, China
| | - Tiantian Li
- Department of Respiratory and Critical Care Medicine, XuZhou Central Hospital, 221009 Xuzhou, China
| | - Jingli Wen
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Nanjing Medical University, 210029 Nanjing, China
| | - Xinyu Wang
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Nanjing Medical University, 210029 Nanjing, China
| | - Xu Qi
- Department of Respiratory and Critical Care Medicine, First Affiliated Hospital of Nanjing Medical University, 210029 Nanjing, China
| |
Collapse
|
30
|
Hayıroğlu Mİ, Çınar T, Çiçek V, Palice A, Ayhan G, Tekkeşin Aİ. The Triglyceride-Glucose Index Can Predict Long-Term Major Adverse Cardiovascular Events in Turkish Patients With High Cardiovascular Risk. J Lipid Atheroscler 2022; 11:280-287. [PMID: 36212749 PMCID: PMC9515730 DOI: 10.12997/jla.2022.11.3.280] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 07/19/2022] [Accepted: 07/25/2022] [Indexed: 11/09/2022] Open
Abstract
Objective There is an evidence gap regarding the predictive accuracy of the triglyceride-glucose (TyG) index for long-term major adverse cardiovascular events (MACEs) in individuals with high cardiovascular risk. The aim of this investigation was to evaluate the predictive value of the TyG index for long-term MACEs in patients at high cardiovascular risk. Methods In total, 483 patients with high cardiovascular risk were included in this analysis. The study population was separated into 2 groups depending on the occurrence of long-term MACEs. The independent predictors of long-term MACEs in patients with high cardiovascular risk were investigated. The long-term prognostic value of the TyG index in these patients was evaluated in terms of MACEs. Results Age, male sex, diabetes mellitus, and the TyG index were demonstrated to be independent predictors of long-term MACE occurrence in patients with high cardiovascular risk. The TyG index was independently related to long-term MACEs in patients with high cardiovascular risk (hazard ratio, 1.003; 95% confidence interval [CI], 1.001–1.006; p=0.011). The receiver operating characteristic curve revealed that the optimum value of the TyG index to predict long-term MACEs in the overall study cohort was >9.68, with 65% sensitivity and 63% specificity (area under the curve, 0.71; 95% CI, 0.65–0.77; p<0.001). Conclusion The TyG index was demonstrated to be an independent predictor of long-term MACE occurrence in patients with high cardiovascular risk who had not been previously diagnosed with cardiovascular disease.
Collapse
Affiliation(s)
- Mert İlker Hayıroğlu
- Department of Cardiology, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Training and Research Hospital, Istanbul, Turkey
| | - Tufan Çınar
- Department of Cardiology, Haydarpasa Sultan II. Abdulhamid Han Training and Research Hospital, Istanbul, Turkey
| | - Vedat Çiçek
- Department of Cardiology, Haydarpasa Sultan II. Abdulhamid Han Training and Research Hospital, Istanbul, Turkey
| | - Ali Palice
- Department of Cardiology, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Training and Research Hospital, Istanbul, Turkey
| | - Görkem Ayhan
- Department of Cardiology, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Training and Research Hospital, Istanbul, Turkey
| | - Ahmet İlker Tekkeşin
- Department of Cardiology, Dr. Siyami Ersek Thoracic and Cardiovascular Surgery Training and Research Hospital, Istanbul, Turkey
| |
Collapse
|