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Wang D, Miao J, Zhang L, Zhang L. Research advances in the diagnosis and treatment of MASLD/MASH. Ann Med 2025; 57. [DOI: 10.1080/07853890.2024.2445780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/01/2024] [Accepted: 12/02/2024] [Indexed: 01/06/2025] Open
Affiliation(s)
- Dekai Wang
- Department of General Practice, The First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Jinxian Miao
- Department of General Practice, The First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Lihua Zhang
- Department of General Practice, The First Affiliated Hospital of Kunming Medical University, Kunming, China
| | - Lin Zhang
- Department of General Practice, The First Affiliated Hospital of Kunming Medical University, Kunming, China
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Yang YX, Xiang JC, Ye GC, Luo KD, Wang SG, Xia QD. Association of insulin resistance indices with kidney stones and their recurrence in a non-diabetic population: an analysis based on NHANES data from 2007-2018. Ren Fail 2025; 47:2490203. [PMID: 40275575 PMCID: PMC12035944 DOI: 10.1080/0886022x.2025.2490203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2025] [Revised: 03/06/2025] [Accepted: 04/01/2025] [Indexed: 04/26/2025] Open
Abstract
OBJECTIVE To systematically evaluate the association between insulin resistance indices and the risk of kidney stones and their recurrence in U.S. non-diabetic individuals, while identifying predictive indicators. MATERIALS AND METHODS This cross-sectional study analyzed data from the 2007-2018 NHANES. Five IR indices were calculated. Weighted logistic regression, restricted cubic spline, and mediation analyses were used to assess the independent associations between these indices and the risk of kidney stones and recurrence in non-diabetic individuals. RESULT This study of 9,605 non-diabetic participants showed an overall kidney stones incidence of 8.63% and a recurrence rate of 2.70%. Weighted logistic regression and RCS analyses revealed significant positive associations between METs-IR, HOMA-IR, TyG-BMI, and the risk of kidney stones and their recurrence. Every unit increase in METs-IR was linked to a 2% rise in the incidence of kidney stones (95% CI: 1.014-1.027, p < 0.001) and a 3.3% rise in recurrence (95% CI: 1.018-1.048, p < 0.001); each unit increase in HOMA-IR raised incidence by 5% (95% CI: 1.025-1.078, p < 0.001) and recurrence by 7.9% (95% CI: 1.041-1.118, p < 0.001). Adjusting for confounders shifted these relationships from nonlinear to linear (p > 0.05). METs-IR demonstrated the strongest diagnostic accuracy for predicting recurrence, with uric acid and vitamin D mediating associations between IR indices and the risk of kidney stones and their recurrence in non-diabetic individuals. CONCLUSION This study found that elevated IR indices (METs-IR, HOMA-IR, TyG-BMI) significantly increased kidney stone risk in a non-diabetic population. Serum uric acid and vitamin D mediated this association, with METs-IR best predicting kidney stones incidence and recurrence.
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Affiliation(s)
- Yu-Xuan Yang
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Jia-Cheng Xiang
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Gui-Chen Ye
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Kuang-Di Luo
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Shao-Gang Wang
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qi-Dong Xia
- Department and Institute of Urology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Liu J, Liu Z, Zhou Y, Liu Y, Song W, Wang N, Wu L, Liu X, Yin X, Wang Y, Tao Y, Wu Q, Liang L. The joint effect of triglyceride-glucose related indices and depression on cardio-renal-metabolic multimorbidity among middle-aged and older Chinese adults. J Affect Disord 2025; 382:549-557. [PMID: 40274114 DOI: 10.1016/j.jad.2025.04.072] [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: 09/03/2024] [Revised: 03/18/2025] [Accepted: 04/18/2025] [Indexed: 04/26/2025]
Abstract
BACKGROUND The triglyceride-glucose (TyG) related indices, indicators for insulin resistance, and depression are both established predictors of cardiovascular diseases. However, the single and combined effect of TyG related indices and depression on cardio-renal-metabolic multimorbidity (CRMM) risk remain uncertain. METHODS This study included 7848 respondents aged 45 years and older, derived from the China Health and Retirement Longitudinal Study (CHARLS) 2011, 2020. Cox regression was used to determine independent and joint effect of TyG indices and depression on CRMM incidence. Restricted cubic spline (RCS) was further performed to identify associations of TyG indices with CRMM. RESULTS Results demonstrated that both TyG indices (including TyG-WC, TyG-WHtR, and TyG-BMI) and depression were independently linked to increased risk of CRMM. The RCS model further confirmed the significant dose-response relationships. Participants experiencing both elevated TyG indices and depression exhibited the highest CRMM risk, in contrast to those with neither condition (HR = 1.630, 95%CI: 1.467-1.811; HR = 1.631, 95%CI: 1.465-1.817; HR = 1.582, 95%CI: 1.419-1.764; HR = 1.532, 95%CI: 1.372-1.711, respectively). LIMITATIONS Firstly, disease diagnoses in the CHARLS were self-reported, which might cause recall bias. Then, data was specific to the population over 45 years old, so the results may not apply broadly to all populations. CONCLUSIONS This study revealed both the single and joint effect of TyG, TyG-WC, TyG-WHtR, as well as TyG-BMI and depression on CRMM risk. Combined evaluations of the TyG index with depression screening is crucial for identifying related risk factors and enhancing prevention strategies against CRMM.
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Affiliation(s)
- Junping Liu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Zhaoyue Liu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Yue Zhou
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Yaping Liu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Weijian Song
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Nan Wang
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Lin Wu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Xinru Liu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Xinle Yin
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Yanfu Wang
- Heilongjiang Center for Disease Control and Prevention, Harbin, China.
| | - Yuchun Tao
- Department of Health Education, School of Health Management, Harbin Medical University, Harbin, China.
| | - Qunhong Wu
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China
| | - Libo Liang
- Department of Social Medicine, School of Health Management, Harbin Medical University, Harbin, China; Institute for Medical Demography, Harbin Medical University, Harbin, China.
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Gao H, Yan B, Cheng F, Zhang S, Liao P, Li D, Zhang L, Chen F, Lei P. The triglyceride-glucose index mediates associations between dietary inflammation index/Composite Dietary Antioxidant Index and cardiovascular disease incidence: insights from NHANES study. Exp Gerontol 2025; 206:112779. [PMID: 40348295 DOI: 10.1016/j.exger.2025.112779] [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: 02/11/2025] [Revised: 03/27/2025] [Accepted: 05/03/2025] [Indexed: 05/14/2025]
Abstract
AIMS This study investigates how Dietary Inflammatory Index (DII) and Composite Dietary Antioxidant Index (CDAI) patterns relate to cardiovascular disease, with particular focus on their metabolic connections, providing novel insights for prophylaxis and remedy. METHODS Data from NHANES (2009-2014) were utilized in this retrospective cross-sectional research. Binary logistic regression and the generalized linear model (GLM) were applied to assess the correlations among DII, CDAI, metabolic factors, and CVD. Moreover, causal mediation analysis was carried out to further probe into the mediating role of the TyG-index. RESULTS Significant positive correlations between DII (odds ratio [OR] 1.08, 95 % confidence interval [CI] 1.01-1.16, p = 0.036) and CVD were observed, while CDAI exhibits a nonlinear association with the risk of CVD. The combined effect analysis indicated that the group with a low DII and high CDAI combination had the least risk (OR 0.52, 95 % CI 0.35-0.78, p = 0.002). TyG-index was found to mediate 4.95 % of the connection between DII and CVD and 8.02 % of the linkage between CDAI and CVD, respectively. CONCLUSIONS This study manifests that DII and CDAI are respectively correlated with the risk of CVD incidence. The diet low in inflammation and rich in antioxidants can safeguard against disease occurrence. Serving as a metabolic marker, the TyG-index serves to establish the connection among DII, CDAI, and the progression of CVD.
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Affiliation(s)
- Han Gao
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Bo Yan
- Department of Gastroenterology, The Central Hospital of Enshi Tujia and Miao Autonomous Prefecture, Enshi, China
| | - Fangyuan Cheng
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Shishuang Zhang
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Pan Liao
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; The School of Medicine, Nankai University, Tianjin, China
| | - Dai Li
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Lin Zhang
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China
| | - Fanglian Chen
- Department of Neurology, Xuanwu Hospital, Capital Medical University, National Clinical Research Center for Geriatric Diseases, Beijing, China.
| | - Ping Lei
- Department of Geriatrics, Tianjin Medical University General Hospital, Tianjin, China; Tianjin Geriatrics Institute, Tianjin Medical University General Hospital, Tianjin, China.
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Horton WB, Love KM, Gregory JM, Liu Z, Barrett EJ. Metabolic and vascular insulin resistance: partners in the pathogenesis of cardiovascular disease in diabetes. Am J Physiol Heart Circ Physiol 2025; 328:H1218-H1236. [PMID: 40257392 DOI: 10.1152/ajpheart.00826.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2024] [Revised: 12/29/2024] [Accepted: 04/16/2025] [Indexed: 04/22/2025]
Abstract
Vascular insulin resistance has emerged as a pivotal factor in the genesis of cardiovascular disease (CVD) in people with diabetes. It forms a complex pathogenic partnership with metabolic insulin resistance to significantly amplify the CVD risk of diabetes and other affected populations. Metabolic insulin resistance (characterized by quantitatively diminished insulin action on glucose metabolism in skeletal muscle, liver, and adipose tissue) is a hallmark of diabetes, obesity, and related conditions. In contrast, vascular insulin resistance is a less appreciated and not well-quantified complication of these conditions. Importantly, an impaired vascular response to insulin contributes directly to vascular dysfunction and over 40 years of research has convincingly shown that vascular and metabolic insulin resistance synergize to create an environment that predisposes individuals to CVD. In this review, we examine the multifaceted vascular actions of insulin, including its roles in regulating blood pressure, blood flow, endothelial health, and arterial stiffness. We also examine how these processes become disrupted in the setting of vascular insulin resistance, which subsequently undermines endothelial function, compromises tissue microvascular perfusion, and promotes vascular rigidity and atherosclerosis. We then highlight potential therapeutic strategies with demonstrated efficacy to improve vascular insulin sensitivity in people with diabetes and suggest that targeting disordered vascular insulin signaling holds promise not only for refining the functional understanding of vascular insulin resistance but also for developing innovative treatments with potential to reduce CVD risk and improve cardiovascular outcomes in people with diabetes.
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Affiliation(s)
- William B Horton
- Division of Endocrinology and Metabolism, Department of Medicine, University of Virginia School of Medicine, Charlottesville, Virginia, United States
| | - Kaitlin M Love
- Division of Endocrinology and Metabolism, Department of Medicine, University of Virginia School of Medicine, Charlottesville, Virginia, United States
| | - Justin M Gregory
- Ian M. Burr Division of Pediatric Endocrinology and Diabetes, Vanderbilt University School of Medicine, Nashville, Tennessee, United States
| | - Zhenqi Liu
- Division of Endocrinology and Metabolism, Department of Medicine, University of Virginia School of Medicine, Charlottesville, Virginia, United States
| | - Eugene J Barrett
- Division of Endocrinology and Metabolism, Department of Medicine, University of Virginia School of Medicine, Charlottesville, Virginia, United States
- Department of Pharmacology, University of Virginia School of Medicine, Charlottesville, Virginia, United States
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Zhao M, Liang C, Huang J, Dai L, Wang H, Zhang X, Zhao S, Guo C, Liu Z, Zhang T. Association between triglyceride-glucose related indices and severe infection requiring hospital admission or resulting in mortality among individuals with metabolic dysfunction-associated steatotic liver disease. Clin Nutr 2025; 49:1-10. [PMID: 40222088 DOI: 10.1016/j.clnu.2025.04.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2024] [Revised: 02/28/2025] [Accepted: 04/04/2025] [Indexed: 04/15/2025]
Abstract
BACKGROUND AND AIMS Despite increasing evidence linking triglyceride-glucose (TyG) related indices with metabolic and cardiovascular outcomes, the associations with severe infection in individuals with metabolic dysfunction-associated steatotic liver disease (MASLD) remain unclear. METHODS We analyzed data from a large population-based cohort, which included participants who were diagnosed with MASLD and enrolled in 2016 and 2017, with follow-up until December 2022. Severe infections were defined as those requiring hospital admission or resulting in mortality. Multivariate Cox and restricted cubic spline (RCS) regression models were used to evaluate the associations between TyG-related indices and severe infection among participants with MASLD. Additionally, we examined these associations within subgroups defined by age, sex, hypertension, diabetes, obesity, and hyperlipidemia. RESULTS Among the 11,782 eligible participants with MASLD (mean age 57.02 years; 34.36 % male), a total of 898 (7.62 %) severe infections occurred during the median follow-up of 5.71 years. The multivariate Cox regression analyses revealed that high levels of TyG (HR = 1.175, 95%CI = 1.049-1.315), TyG-BMI (HR = 1.004, 95%CI = 1.001-1.006), and TyG-WC (HR = 1.002, 95%CI = 1.001-1.003) indices were significantly associated with the severe infection in patients with MASLD. The RCS curves showed positive linear correlations between three TyG-related indices with severe infection in MASLD. Subgroup analyses showed these associations were more pronounced among MASLD patients without obesity. Additionally, incorporating TyG-related indices into the basic model considerably improved the predictive ability for severe infection. CONCLUSIONS Our study indicated that a high TyG-related indices are associated with an increased risk of severe infection in MASLD patients. TyG-related indices would be the surrogate biomarkers for the follow-up of the MASLD population.
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Affiliation(s)
- Ming Zhao
- Shanghai Institute of Infectious Disease and Biosecurity, School of Public Health, Fudan University, Shanghai, China; Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Chenyu Liang
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Jiayi Huang
- Shanghai Institute of Infectious Disease and Biosecurity, School of Public Health, Fudan University, Shanghai, China; Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Luojia Dai
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Haili Wang
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Xin Zhang
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Shuzhen Zhao
- Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Chengnan Guo
- Shanghai Institute of Infectious Disease and Biosecurity, School of Public Health, Fudan University, Shanghai, China; Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China
| | - Zhenqiu Liu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences, Fudan University, Shanghai, China; Fudan University Taizhou Institute of Health Sciences, Taizhou, China
| | - Tiejun Zhang
- Shanghai Institute of Infectious Disease and Biosecurity, School of Public Health, Fudan University, Shanghai, China; Department of Epidemiology, School of Public Health, Fudan University, Shanghai, China; Key Laboratory of Public Health Safety (Fudan University), Ministry of Education, Shanghai, China; Fudan University Taizhou Institute of Health Sciences, Taizhou, China; Yiwu Research Institute, Fudan University, Yiwu, China.
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Zhou J, Zhou E, He Q, Zhang K, Zhang T, Mao C, Zhang J, Zhang Z. Association Between Insulin Resistance and Incomplete Endothelization of LAAC Devices in Patients with Atrial Fibrillation: A Retrospective Study. Cardiol Ther 2025:10.1007/s40119-025-00418-4. [PMID: 40450175 DOI: 10.1007/s40119-025-00418-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2025] [Accepted: 05/13/2025] [Indexed: 06/03/2025] Open
Abstract
INTRODUCTION Incomplete endothelialization (IDE) of left atrial appendage closure (LAAC) devices increases the risk of device-related thrombosis (DRT) and stroke. Insulin resistance (IR) may contribute to IDE by impairing endothelial function, but its role remains unclear. This study aimed to investigate the association between IR markers and IDE and develop a predictive model for identifying high-risk patients. METHODS This retrospective observational study included 168 patients with nonvalvular atrial fibrillation (AF) who underwent successful LAAC at Shanghai Ninth People's Hospital between January 2022 and December 2023. IDE was assessed using transesophageal echocardiography (TEE) and cardiac computed tomography angiography (CCTA) at 6 months post-procedure. IR was evaluated using the triglyceride-glucose (TyG) index, triglyceride-to-high-density lipoprotein cholesterol (TG/HDL-c) ratio, and metabolic score for insulin resistance (METs-IR). Logistic regression analysis was performed to identify independent predictors of IDE, and a predictive model was constructed. RESULTS Among the 168 patients included in the analysis, 43 (25.5%) exhibited IDE, as determined by TEE or CCTA at 6 months post-procedure. Patients with IDE had a significantly higher body mass index, triglyceride (TG) levels, total TG/high-density lipoprotein ratio, TyG index, METs-IR index, and D-dimer levels, as well as a larger maximum LAA orifice diameter (p < 0.05). Multivariate logistic regression identified D-dimer, METs-IR, and maximum LAA orifice diameter as independent predictors of IDE. The predictive probability model incorporating these factors demonstrated high discriminatory ability (area under the curve 0.800, 95% confidence interval 0.71-0.89, p < 0.0001). The optimal predicted probability cut-off value was 0.284, achieving a sensitivity of 76.2% and a specificity of 85.2%. CONCLUSION IR markers, D-dimer levels, and LAA orifice size are significant predictors of IDE following LAAC. The logistic regression model proposed here provides an effective risk stratification tool for identifying patients at higher risk for IDE, enabling personalized anticoagulation strategies and optimizing post-procedural management. Future research should explore whether metabolic interventions can enhance endothelialization and improve long-term outcomes in patients undergoing LAAC.
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Affiliation(s)
- Jing Zhou
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - En Zhou
- Department of Cardiovascular Surgery, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - Qing He
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - Kandi Zhang
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - Tiantian Zhang
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - Chengyu Mao
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China
| | - Junfeng Zhang
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China.
| | - Zongqi Zhang
- Department of Cardiology, School of Medicine, Shanghai Ninth People's Hospital-Shanghai Jiao Tong University, No.280 Mohe Road, Baoshan District, Shanghai, 201900, China.
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Xu J, Hu H, Jiang H, Wei Q, Zhang H, Lu Q. The therapeutic mechanisms of quercetin on inflammatory diseases: an update. Inflammopharmacology 2025:10.1007/s10787-025-01795-x. [PMID: 40448820 DOI: 10.1007/s10787-025-01795-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2025] [Accepted: 05/12/2025] [Indexed: 06/02/2025]
Abstract
Bioactive compounds derived from medicinal plants have become a significant source of drugs for inflammatory diseases treatment, particularly those caused by immune system abnormalities. Quercetin, a flavonol found in a wide variety of herbs, fruits, and vegetables, has garnered attention for its diverse biological properties, including anti-inflammatory, anticancer, and antiviral activities. Numerous in vivo and ex vivo studies have validated quercetin's role in treating inflammatory diseases through multiple pathways, mainly involving anti-oxidative stress, modulation of metabolism, intestinal flora, apoptosis, endoplasmic reticulum stress, and macrophage polarization, indicating it a promising pharmaceutical candidate for managing inflammatory and autoimmune conditions. We aimed to systematically review quercetin's anti-inflammatory activity and the mechanisms of action across various inflammatory diseases in the digestive, respiratory, endocrine, neurological, and osteoarticular systems. By summarizing the therapeutic potential of quercetin in these multifaceted conditions, this review seeks to provide a solid foundation for future clinical research and application strategies involving quercetin.
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Affiliation(s)
- Jie Xu
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, 102488, China
| | - Haikun Hu
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, 102488, China
| | - Haixu Jiang
- School of Chinese Pharmacy, Beijing University of Chinese Medicine, Beijing, China
| | - Qiuzhu Wei
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, 102488, China
| | - Honglin Zhang
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, 102488, China
| | - Qingyi Lu
- School of Life Sciences, Beijing University of Chinese Medicine, Beijing, 102488, China.
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Li G, Yang W, Kuang Z, Cai Y, You J. Association of the estimated glucose disposal rate with and mortality risk in patients with atherosclerotic cardiovascular disease: A cohort study from the NHANES 1999-2018. Diabetes Res Clin Pract 2025:112263. [PMID: 40409724 DOI: 10.1016/j.diabres.2025.112263] [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: 02/16/2025] [Revised: 05/01/2025] [Accepted: 05/17/2025] [Indexed: 05/25/2025]
Abstract
AIM To investigate the association between estimated glucose disposal rate (eGDR) and mortality risk among patients with atherosclerotic cardiovascular disease (ASCVD). METHODS NHANES (1999-2018) data were analyzed using weighted Cox regression and restricted cubic splines (RCS) to assess the association between eGDR and mortality. Improvement in predictive performance was evaluated. Subgroup, mediation, and sensitivity analyses were conducted. RESULTS Among 4,425 ASCVD patients (67.40 % ≥60 years, 44.66 % female), 1,815 deaths (35.62 %) and 751 CVD deaths (18.48 %) occurred over 7.7 years. Compared to the highest quartile, the lowest eGDR quartile had HRs of 2.13 and 2.06 for CVD and all-cause mortality, respectively. RCS demonstrated linearity (P-nonlinear > 0.05). Addition of eGDR improved the predictive performance for both CVD and all-cause mortality (P < 0.001), whereas other insulin resistance indicators did not yield comparable improvements. Diabetes status modified its association with CVD mortality (P-interaction = 0.029). Neutrophil-to-lymphocyte ratio and estimated pulse wave velocity were key mediators. CONCLUSIONS Lower eGDR was associated with increased mortality risk in ASCVD, particularly among patients without diabetes. eGDR enhances mortality prediction, supporting its role as a prognostic marker in ASCVD.
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Affiliation(s)
- Guoming Li
- Cerebrovascular Disease Department, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Dade Road No. 111, Guangzhou, Guangdong 510120, China; Guangdong Provincial Chinese Emergency Key Laboratory, Guangzhou, Guangdong 510120, China.
| | - Weilin Yang
- Cerebrovascular Disease Department, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Dade Road No. 111, Guangzhou, Guangdong 510120, China.
| | - Zhuoran Kuang
- Cerebrovascular Disease Department, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Dade Road No. 111, Guangzhou, Guangdong 510120, China.
| | - Yefeng Cai
- Encephalopathy Center, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Dade Road No. 111, Guangzhou, Guangdong 510120, China.
| | - Jingsong You
- Cerebrovascular Disease Department, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Dade Road No. 111, Guangzhou, Guangdong 510120, China; Guangdong Provincial Chinese Emergency Key Laboratory, Guangzhou, Guangdong 510120, China.
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Zhao S, Duan J. Association of the triglyceride-glucose index with all-cause and cardiovascular mortality among individuals with cardiovascular-kidney-metabolic syndrome: a population-based cohort study using data from the US National Health and Nutrition Examination Survey, 1999-2018. BMJ Open 2025; 15:e093383. [PMID: 40398946 PMCID: PMC12096975 DOI: 10.1136/bmjopen-2024-093383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 04/17/2025] [Indexed: 05/23/2025] Open
Abstract
OBJECTIVE The study investigated the association between the triglyceride-glucose (TyG) index (a surrogate measure for insulin resistance) and all-cause and cardiovascular disease (CVD) mortality among individuals with cardiovascular-kidney-metabolic syndrome. DESIGN Population-based cohort study. SETTING US National Health and Nutrition Examination Survey, 1999-2018. PARTICIPANTS A total of 13 585 participants who had valid data were included in this analysis. OUTCOME MEASURES Data from the participants were linked to death certificates to obtain follow-up mortality information from the National Death Index. Cox proportional hazards models were used to assess the associations between the TyG index and all-cause and CVD mortality. Non-linear associations and threshold effects were investigated using restricted cubic spline regression and a two-piecewise Cox proportional hazards model. RESULTS During a median follow-up of 99 months, a total of 2876 (16.24%) deaths occurred, of which 961 were attributed to CVD. Each one-unit increase in the TyG index was associated with an 8.9% relative increase in the hazard of all-cause mortality (HR 1.089, 95% CI 1.013 to 1.171) and a 19.5% relative increase in the hazard of CVD mortality (HR 1.195, 95% CI 1.027 to 1.390). Non-linear relationships were identified between the TyG index and all-cause and CVD mortality, with threshold values of 8.97 and 8.81 for all-cause and CVD mortality, respectively. A significant interaction effect was found between age and the TyG index. CONCLUSION There was a U-shaped relationship between the TyG index and both all-cause and CVD mortality. The thresholds of the TyG index may serve as potential tools for managing populations with cardiovascular-kidney-metabolic syndrome to reduce mortality risk.
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Affiliation(s)
- Songfeng Zhao
- Peking Union Medical College Hospital, Beijing, China
- Department of Neurosurgery, Third Xiangya Hospital of Central South University, Changsha, Hunan, China
| | - Jiayue Duan
- Department of Endocrinology, Peking Union Medical College Hospital, Beijing, Beijing, China
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Zhang H, Huang L, Li F. A nomogram based on the TyG index for the prediction of lower-limb venous thrombosis in patients with intracerebral hemorrhage. Sci Rep 2025; 15:17406. [PMID: 40389507 PMCID: PMC12089349 DOI: 10.1038/s41598-025-01923-1] [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: 11/21/2024] [Accepted: 05/09/2025] [Indexed: 05/21/2025] Open
Abstract
Venous thrombosis is a serious complication that adversely impacts the prognosis of patients with intracerebral hemorrhage (ICH) and even threatens their lives. Triglyceride glucose product (TyG) index is closely related to the pathophysiological process of cerebral hemorrhage and venous thrombosis. A total of 308 ICH patients were divided into training (n = 215) and validation groups (n = 93). Single factor logistic regression analysis and multiple factor logistic regression analysis were performed. Seven factors associated with lower extremity venous thrombosis were identified: emergency cranial surgery, pneumonia, stroke history, age, TyG index, capryini score ≥ 10, and glomerular filtration rate. The area under the curve was found to be 0.79 (95% CI: 0.72-0.86) in the training group and 0.70 (95% CI: 0.58-0.83) in the validation group. Calibration plots demonstrated strong concordance between predicted probabilities from our model and observed outcomes; Decision curve analysis further confirmed that our nomogram provides substantial clinical net benefit. By integrating the TyG index with recognized clinical risk factors for ICH patients, we have developed a predictive nomogram that aids in early identification of individuals at high risk for lower extremity venous thrombosis as well as supports personalized management strategies for these patients.
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Affiliation(s)
- Hanyan Zhang
- Department of Neurosurgery, Changshu Hospital Affiliated to Soochow University,Changshu No. 1 People's Hospital, Changshu, 215500, Jiangsu Province, China
| | - Lijie Huang
- Department of Neurosurgery, Changshu Hospital Affiliated to Soochow University,Changshu No. 1 People's Hospital, Changshu, 215500, Jiangsu Province, China
| | - Fengda Li
- Department of Neurosurgery, Changshu Hospital Affiliated to Soochow University,Changshu No. 1 People's Hospital, Changshu, 215500, Jiangsu Province, China.
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Pan W, Ji TF, Hu BT, Yang J, Lu L, Wei J. Association between triglyceride glucose body mass index and 1 year all cause mortality in stage 4 CKM syndrome patients. Sci Rep 2025; 15:17019. [PMID: 40379745 PMCID: PMC12084581 DOI: 10.1038/s41598-025-01549-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Accepted: 05/07/2025] [Indexed: 05/19/2025] Open
Abstract
The triglyceride-glucose body mass index (TyG-BMI) is acknowledged as a dependable surrogate biomarker for the evaluation of insulin resistance (IR). Current research indicates a significant correlation between TyG-BMI and the risk of subsequent cardiovascular events in individuals diagnosed with cardiovascular-kidney-metabolic syndrome (CKM) at stages 0-3. Nevertheless, the prognostic significance of TyG-BMI in patients with CKM stage 4 has not been extensively investigated, and there is a paucity of evidence available on this topic. The study utilized patient data from the Medical Information Mart for Intensive Care (MIMIC-IV) database, categorizing the data into quartiles based on the TyG-BMI index. The primary outcomes of interest were all-cause mortality at 180 days and at one year. To assess the relationship between the TyG-BMI index and these outcomes in patients diagnosed with stage 4 CKM, a Cox proportional hazards model was employed. Additionally, a restricted cubic splines(RCS) model was applied to further investigate the associations between the TyG-BMI index and the specified outcomes. A total of 1,885 patients participated in the study, with 62.49% of the cohort being male. The all-cause mortality rates were recorded at 30.50% at 180 days and 35.12% at one year. Analysis using a multivariate Cox proportional hazards model revealed that an increase in the TyG-BMI index was significantly correlated with a reduction in the risk of all-cause mortality at both the 180-day and one-year marks. Specifically, for each standard deviation increase in the TyG-BMI index, the risk of all-cause mortality decreased by 17% within 180 days (HR = 0.83, 95% CI: 0.76-0.91) and by 21% within one year (HR = 0.79, 95% CI: 0.71-0.87). Furthermore, regression analysis utilizing RCS indicated a linear decrease in all-cause mortality rates associated with increasing TyG-BMI index values over both the 180-day and one-year periods (P for nonlinearity = 0.171 and P for nonlinearity = 0.141, respectively). In patients diagnosed with stage 4 CKM syndrome, a reduced TyG-BMI index was found to be significantly correlated with a heightened risk of all-cause mortality within both 180 days and one year. Consequently, the TyG-BMI index may be utilized as an effective instrument for risk stratification and prognostic assessment in this patient population.
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Affiliation(s)
- Wen Pan
- Department of Cardiovascular Internal Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China
| | - Teng-Fei Ji
- Department of Cardiovascular Internal Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China
| | - Bing-Tao Hu
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China
| | - Jing Yang
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China
| | - Lei Lu
- Department of Rehabilitation Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China
| | - Jin Wei
- Department of Cardiovascular Internal Medicine, The Second Affiliated Hospital of Xi 'an Jiaotong University, Xi 'an, China.
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Gao A, Peng B, Gao Y, Yang Z, Li Z, Guo T, Qiu H, Gao R. Evaluation and comparison of inflammatory and insulin resistance indicators on recurrent cardiovascular events in patients undergoing percutaneous coronary intervention: a single center retrospective observational study. Diabetol Metab Syndr 2025; 17:157. [PMID: 40380257 PMCID: PMC12082960 DOI: 10.1186/s13098-025-01687-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Accepted: 03/30/2025] [Indexed: 05/19/2025] Open
Abstract
BACKGROUND The aim of this study was to evaluate and compare the usefulness of the C-reactive protein (CRP)-triglyceride glucose (TyG) index (CTI) and other insulin resistance (IR) or inflammatory indexes for predicting recurrent cardiovascular events in percutaneous coronary intervention (PCI)-treated patients. In addition, the mediating effects of systemic inflammation, represented by high-sensitive CRP (hs-CRP), on TyG index-associated adverse cardiovascular events across different subgroups were also evaluated. METHODS The formula for calculating the CTI was 0.412 × ln [high-sensitivity CRP (mg/L)] + ln [triglyceride (mg/dl) × fasting glucose (mg/dl)/2]. The primary endpoint was defined as the incidence of major adverse cerebrovascular and cardiovascular events (MACCEs), including cardiovascular death, nonfatal acute myocardial infarction (AMI), nonfatal ischemic stroke and repeat coronary revascularization. RESULTS Among the 2383 PCI-treated patients, 413 experienced MACCEs during a median of 34 months follow-up. Correlation analysis showed CTI was significantly associated with cardiometabolic factors. The CTI was the strongest predictor for MACCEs (adjusted HR 1.85, 95% CI 1.44-2.38) among the inflammatory and IR indicators. CTI had an incremental effect on the predictive ability of the prognostic model for MACCEs (NRI: 0.220, p < 0.001; IDI: 0.009, p < 0.001). Subgroup analysis revealed that the prognostic value of the CTI remained significant across all subgroups (all p < 0.05) whereas the predictive abilities of other IR or inflammatory indicators were more or less influenced by the metabolic abnormalities. Finally, mediation analysis revealed that the effects of systemic inflammation on TyG index-associated MACCEs were more prominent in patients with metabolic disorders. CONCLUSIONS CTI was a practical indicator for evaluating cardiometabolic diseases. Among the IR and inflammatory indicators, CTI was the most promising index for predicting recurrent cardiovascular risks in PCI-treated patients. TyG index-associated cardiovascular risks were partially mediated by systemic inflammation in patients with metabolic abnormalities.
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Affiliation(s)
- Ang Gao
- Department of Cardiology, Cardio-Metabolic Medicine Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Bo Peng
- Department of Cardiology, 3 Ward of Structural Heart Disease, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yanan Gao
- Department of Cardiology, Cardio-Metabolic Medicine Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhiqiang Yang
- Department of Cardiology, Cardio-Metabolic Medicine Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhifan Li
- Department of Cardiology, Cardio-Metabolic Medicine Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Tingting Guo
- Intensive Care Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
- People's Hospital of Xizang Autonomous Region, Lhasa, China.
| | - Hong Qiu
- Department of Cardiology, Cardio-Metabolic Medicine Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.
- Department of Cardiology, Fuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
| | - Runlin Gao
- Department of Cardiology, Coronary Artery Disease Center, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Pan L, Lu S, Xia Q, Deng Y, Wu J, Luo S, Deng C, Gu N, Yang S, Zhou G, Fu X, Zhao R, Wang Z, Zhao Y, Shi B. Relationship and prognostic value of the triglyceride-glucose index and optical coherence tomography-derived physiological index in patients with acute coronary syndrome. Sci Rep 2025; 15:16788. [PMID: 40369097 PMCID: PMC12078566 DOI: 10.1038/s41598-025-96991-8] [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] [Subscribe] [Scholar Register] [Received: 12/16/2024] [Accepted: 04/01/2025] [Indexed: 05/16/2025] Open
Abstract
The optical flow ratio (OFR), derived from optical coherence tomography (OCT) images, serves as a physiological index, while the Triglyceride-Glucose Index (TyG) is an alternative measure of insulin resistance. Both indices are positively correlated with poor prognosis in patients with acute coronary syndrome (ACS), but the relationship between the TyG index, OFR, and their prognostic value remains unclear. We included ACS patients who underwent OCT between January 1, 2021, and March 31, 2023. The TyG index was calculated as Ln[fasting triglycerides (mg/dL) × fasting blood glucose (mg/dL)/2]. Patients were grouped into three categories (T1, T2, and T3) based on TyG tertiles. The primary endpoint was major adverse cardiovascular events (MACE). In our analysis, the T3 group showed a significantly higher incidence of MACE (P < 0.05), with a progressive decrease in vessel-level OFR observed as the TyG index increased, demonstrating a linear correlation (r = - 0.0146, P < 0.001). The restricted cubic splines (RCS) model revealed a nonlinear relationship between the TyG index and the likelihood of MACE (P for nonlinear < 0.021). Additionally, the cumulative incidence of MACE was significantly higher in patients with a higher TyG index (all Log-rank P < 0.001).These findings suggest a nonlinear relationship between the TyG index and MACE, and a linear association between the TyG index and vessel-level OFR. The combination of the TyG index and OFR significantly improved discriminatory ability (c-index: 0.720 vs. 0.757; P < 0.001) and reclassification ability (net reclassification index [NRI]: 0.373; integrated discrimination improvement [IDI]: 0.031; P < 0.0001) for predicting MACE compared to vessel-level OFR alone. This combination effectively identifies high-risk ACS patients.
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Affiliation(s)
- Li Pan
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Shiwan Lu
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Qianhang Xia
- Department of Cardiology, The Third Affiliated Hospital of Zunyi Medical University, No. 98 Fenghuang North Road, Xima Road Street, Huichuan District, Zunyi, 563000, China
| | - Yi Deng
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Junlin Wu
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Shitao Luo
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Chancui Deng
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Ning Gu
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Shuangya Yang
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Guangtao Zhou
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Xiaoling Fu
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China
| | - Ranzun Zhao
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China.
| | - Zhenglong Wang
- Department of Cardiology, The Third Affiliated Hospital of Zunyi Medical University, No. 98 Fenghuang North Road, Xima Road Street, Huichuan District, Zunyi, 563000, China.
| | - Yongchao Zhao
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China.
| | - Bei Shi
- Department of Cardiology, Affiliated Hospital of Zunyi Medical University, Zunyi, 563000, China.
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15
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Zhao B, Yu Z, Tang F, Feng Z, Wang J, Wang Z. Insulin resistance assessed by estimated glucose disposal rate and the risk of abdominal aortic calcification: findings from a nationwide cohort study. Front Endocrinol (Lausanne) 2025; 16:1560577. [PMID: 40421241 PMCID: PMC12104058 DOI: 10.3389/fendo.2025.1560577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Accepted: 04/21/2025] [Indexed: 05/28/2025] Open
Abstract
Purpose The estimated glucose disposal rate (eGDR) serves as a straightforward and noninvasive indicator of insulin resistance (IR). This study aims to explore the association between eGDR and the risk of abdominal aortic calcification (AAC). Methods We utilized data from adult participants (≥40 years old, n=3006) from the 2013-2014 National Health and Nutrition Examination Survey (NHANES) database. AAC was measured by dual-energy X-ray absorptiometry and quantified using the Kauppila score. Severe AAC (SAAC) was defined as an AAC score > 6. Logistic regression, restricted cubic spline (RCS), and subgroup analysis were used to analyze the relationship between eGDR and SAAC risk. Results In fully adjusted models, eGDR was found to be negatively associated with SAAC (OR=0.86, 95%CI:0.79-0.94, P<0.001). Compared to participants in the lowest eGDR quantile, those in the highest quantile exhibited a lower risk of SAAC (OR=0.47, 95%CI:0.25-0.91, P=0.026). The RCS analysis indicates a nonlinear relationship between eGDR and SAAC risk, with a turning point at 7.05 mg/kg/min. Subgroup analysis showed that the association between eGDR and SAAC risk was more significant in women. Conclusions The degree of IR assessed by eGDR is associated with SAAC risk. The eGDR shows promise as an epidemiological tool for evaluating the influence of IR on AAC.
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Affiliation(s)
- Bo Zhao
- Department of Cardiology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
| | - Zongliang Yu
- Department of Cardiology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
| | - Fengyan Tang
- Department of Endocrinology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
| | - Zhenqin Feng
- Department of Cardiology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
| | - Junfeng Wang
- Department of Cardiology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
| | - Zhaoxiang Wang
- Department of Endocrinology, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China
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Xiao J, Li Y, Gao X, Yan B, Chen F, Zhang C, Wang C, Han T, Zhang Y. Association between triglyceride-glucose index and all cause mortality in critically ill patients with heart failure. Sci Rep 2025; 15:16157. [PMID: 40346064 PMCID: PMC12064809 DOI: 10.1038/s41598-025-00129-9] [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: 09/22/2024] [Accepted: 04/25/2025] [Indexed: 05/11/2025] Open
Abstract
The triglyceride-glucose (TyG) index is regarded as a surrogate marker of systemic insulin resistance (IR). Studies have substantiated the impact of IR on cardiovascular diseases. Nonetheless, the prognostic value of the TyG index in critical patients with heart failure (HF) with intensive care unit (ICU) admission remains unclear. This study aims to assess the association between the TyG index and all-cause mortality in critically ill patients with HF. Patients with HF requiring ICU admission were identified from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database and subsequently stratified into quartiles based on their TyG index. The primary outcome was 30-day all-cause mortality, and the secondary outcome was 1-year all-cause mortality. The relationship between the TyG index and all-cause mortality in HF patients was analyzed using multivariable Cox proportional hazards models and restricted cubic splines. A total of 1220 patients (62.4% men) were enrolled, with a mean age of 70.6 years. The 30-day and one-year all-cause mortality rate were 15.7% and 34.6%, respectively. Multivariable Cox regression revealed that TyG index was significantly associated with an elevated risk of 30-day all-cause mortality (adjusted HR, 1.360; 95% CI, 1.093-1.694; P = 0.006), but not with one-year mortality (adjusted HR 1.046; 95% CI 0.895-1.222, P = 0.574). Restricted cubic splines showed a progressively increasing risk of 30-day mortality was linearly related to an elevated TyG index. Subgroup analyses indicated a more prominent association between TyG index and 30-day mortality in patients with age ≤ 65, female or BMI > 30 kg/m2. In critically ill patients with HF, the TyG index is significantly associated with short-term all-cause mortality. Our results highlight that the TyG index can be useful in identifying HF patients at high risk of all-cause mortality and require close follow-up after discharge.
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Affiliation(s)
- Jing Xiao
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Ying Li
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Xiyu Gao
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Bao'e Yan
- Department of Cardiology, Affiliated Hospital of Yan'an University, Yan'an, 716000, China
| | - Fangyao Chen
- Department of Epidemiology and Health Statistics, School of Public Health, Xi'an Jiaotong University Health Science Center, Xi'an, 710061, China
| | - Chunyan Zhang
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Congxia Wang
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China
| | - Tuo Han
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China.
| | - Yan Zhang
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, China.
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Zhou L, Wang J, Zhou Z, Wang L, Guo Q, Zeng H, Zhong Z, Zhang Y. Long-term dual-trajectories of TyG and LAP and their association with cardiometabolic multimorbidity in midlife: the CARDIA study. Cardiovasc Diabetol 2025; 24:198. [PMID: 40346669 PMCID: PMC12065194 DOI: 10.1186/s12933-025-02761-1] [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: 11/12/2024] [Accepted: 04/26/2025] [Indexed: 05/11/2025] Open
Abstract
BACKGROUND Insulin resistance and central obesity are major risk factors for cardiometabolic diseases. The triglyceride-glucose index (TyG) and lipid accumulation product (LAP) are markers that independently predict cardiometabolic risk. However, their combined long-term trajectories and impact on cardiometabolic multimorbidity (CMM) development remain unclear. METHODS This cohort study utilized data from the Coronary Artery Risk Development in Young Adults (CARDIA) study, which tracked 3467 participants at baseline. Dual-trajectory of TyG and LAP were identified using a group-based dual-trajectory model. Cox proportional hazards models were employed to assess the relationships between dual-trajectory groups and primary cardiometabolic outcomes, including first cardiometabolic disease (FCMD), CMM (two or more conditions such as type 2 diabetes, coronary heart disease, or stroke), and all-cause mortality. Multi-state models were performed to assess the associations of dual-trajectory with CMM development. RESULTS The study included 3467 participants with a mean age of 25.08 years (SD = 3.59). Of these, 43.4% (n = 1505) were male, and 53.2% (n = 1561) were White. Three distinct dual-trajectory groups were identified: low-increasing (61.5%), high-amplitude fluctuation (7.6%), and high-increasing (30.9%). After multivariate adjustment, compared with the low-increasing group, the high-amplitude fluctuation group exhibited significantly higher risks for FCMD (hazard ratio [HR] 1.38, 95% confidence interval [CI]: 1.08-1.77), CMM (HR 2.63, 95% CI 1.21-5.71), and all-cause mortality (HR 2.16, 95% CI 1.30-3.56), as well as elevated risks for transitions from baseline to FCMD (HR 1.41, 95% CI 1.17-1.63), FCMD to CMM (HR 2.07, 95% CI 1.53-3.96), CMM to death (HR 2.87, 95% CI 1.19-7.62). The high-increasing group showed similar results. CONCLUSIONS Elevated and fluctuating trajectories of TyG and LAP from early adulthood are associated with increased risks of CMM development in midlife.
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Affiliation(s)
- Lingqu Zhou
- Department of Ultrasonography and Electrocardiograms, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat‑sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Junjie Wang
- Department of Urology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, 510120, People's Republic of China
- Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, 510120, Guangdong, People's Republic of China
| | - Zirui Zhou
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, 107 West Yanjiang Road, Guangzhou, 510120, People's Republic of China
| | - Liangjiao Wang
- Department of Ultrasonography and Electrocardiograms, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat‑sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Qi Guo
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, 107 West Yanjiang Road, Guangzhou, 510120, People's Republic of China
| | - Hui Zeng
- Department of Ultrasonography and Electrocardiograms, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat‑sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Ziyue Zhong
- Department of Ultrasonography and Electrocardiograms, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat‑sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Yinyin Zhang
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, 107 West Yanjiang Road, Guangzhou, 510120, People's Republic of China.
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Chen Y, Zheng L, Zhou Y, Hou Y, Zhou Y, Shen H. The role of cardiovascular disease in the association between estimated glucose disposal rate and chronic kidney disease. Sci Rep 2025; 15:16034. [PMID: 40341196 PMCID: PMC12062300 DOI: 10.1038/s41598-025-00359-x] [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: 09/27/2024] [Accepted: 04/28/2025] [Indexed: 05/10/2025] Open
Abstract
Chronic kidney disease (CKD) is characterized as a progressive dysfunction of the kidney. The estimated glucose disposal rate (eGDR) is widely recognized as a dependable marker of insulin resistance (IR). Nonetheless, the potential link between eGDR and CKD incidence remains insufficiently clarified. This study utilized data from the China Health and Retirement Longitudinal Study (CHARLS). The outcome of this study was CKD events. We performed adjusted Cox proportional hazards regression, restricted cubic splines (RCS), and mediation analyses. Among the 6,737 participants followed for a median of 108 months, 1,356 (20.13%) developed CKD. Relative to the lowest quartile (Q1) of eGDR, the adjusted HR for the highest quartile (Q4) was 0.85 (95% CI: 0.72-0.99). Each standard deviation increase in eGDR was linked to a 7% reduction in CKD risk (HR: 0.93, 95% CI: 0.88-0.99). The RCS curve indicated a linear relationship between eGDR and CKD risk (threshold = 8.21). The cardiovascular disease (CVD) significantly mediated 27.0% of the association between eGDR and CKD risk. This study demonstrates a significant inverse correlation between eGDR levels and CKD risk in middle-aged and elderly individuals within the Chinese population. Moreover, CVD emerges as a key intermediary linking eGDR and the heightened risk of CKD.
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Affiliation(s)
- Yihuan Chen
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China
| | - Lei Zheng
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China
| | - Ying Zhou
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China
| | - Yucheng Hou
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China
| | - Yihong Zhou
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China
| | - Han Shen
- The First Affiliated Hospital of Soochow University, No.899 Pinghai Road, Suzhou, Jiangsu, China.
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Zeng X, Zhang Y, Xie X, Lan J, Li S. Triglyceride-glucose index predicts ventricular aneurysm formation in acute ST-segment elevation myocardial infarction. Front Endocrinol (Lausanne) 2025; 16:1423040. [PMID: 40405981 PMCID: PMC12094953 DOI: 10.3389/fendo.2025.1423040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/25/2024] [Accepted: 04/14/2025] [Indexed: 05/26/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index has been confirmed to be a predictor of cardiovascular diseases. The present study aimed to assess the predictive value of TyG index for left ventricular aneurysm (LVA) formation and prognosis in patients with acute ST-segment elevation myocardial infarction (STEMI) who underwent primary percutaneous coronary intervention (PCI). Methods This prospective study included 991 patients with acute STEMI who underwent primary PCI. Multivariable logistic regression and receiver operating characteristic (ROC) curve analysis were used to assess the predictive value of TyG index for LVA formation. Prognosis analysis was performed with cox proportional hazard regression. Results The prevalence of LVA was 14.4%. A higher TyG index was associated with a greater incidence of LVA (23.1% vs. 11.8%, P< 0.001). The TyG index was also higher in the LVA group than in the non-LVA group (9.4 ± 0.9 vs. 9.0 ± 0.8, P<0.001). Multivariable logistic regression analysis revealed that the TyG index was independently associated with the risk of LVA [odds ratio (OR)= 2.4, 95% confidence interval (CI)= 1.51-3.82, P< 0.001]. The predictive value of the TyG index remained significant even after cross-validation by dividing the study population into a training set (OR= 2.32, 95% CI= 1.24-4.35, P= 0.009) and validation set (OR= 3.19, 95% CI= 1.42-7.19, P= 0.005). Higher TyG index was correlated with increased risk of cardiac death (HR= 2.17, P= 0.04). The maximal length and width of LVA were significantly increased in patients with TyG index ≥ 9.68 compared with < 9.68 (P< 0.001). The discriminant power of TyG index for LVA was 0.742, which was superior to both triglyceride (C statistic= 0.666) and fasting blood glucose (C statistic= 0.613). The combination of TyG index, left ventricular ejection fraction, gensini score, and left anterior descending artery as the culprit vessel could significantly improve the predictive ability (C statistic= 0.908). Conclusions A higher TyG index was an independent predictor for LVA formation and increased risk of cardiac death in patients with STEMI who underwent primary PCI.
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Affiliation(s)
- Xiaobin Zeng
- Division of Cardiology, Panzhihua Central Hospital, Panzhihua, China
| | - Yanyu Zhang
- Clinical Laboratory, Panzhihua Central Hospital, Panzhihua, China
| | - Xiaoshuang Xie
- Division of Cardiology, Panzhihua Central Hospital, Panzhihua, China
| | - Jianjun Lan
- Division of Cardiology, Panzhihua Central Hospital, Panzhihua, China
| | - Shiyang Li
- Department of Geriatrics, Panzhihua Central Hospital, Panzhihua, China
- Department of Geriatrics, Panzhihua Central Hospital Affiliated to Dali University, Dali, China
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Zhang S, Wang Y, Wang X, Leng M, Liu R, Li Z, Li J, Xiao J, Hou D, Gao X, Li C. Effect of hypoglycemic agents with weight loss effect plus a high protein diet and moderate exercise on diabetes remission in adults with obesity and type 2 diabetes: a randomized controlled trial. BMC Med 2025; 23:270. [PMID: 40336033 PMCID: PMC12060396 DOI: 10.1186/s12916-025-04072-4] [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: 06/24/2024] [Accepted: 04/10/2025] [Indexed: 05/09/2025] Open
Abstract
BACKGROUND This study aimed to explore the effects of hypoglycemic agents with weight loss effect plus a high protein diet and moderate exercise on weight loss and diabetes remission in adults with obesity and newly diagnosed prediabetes/type 2 diabetes (T2D). METHODS Participants with obesity and newly diagnosed prediabetes or T2D (n = 61) were randomly allocated to standard treatment group (conventional medication and lifestyle guidance for 12 months) and intensive treatment group (in addition to conventional medication, a high protein diet and moderate exercise were given for 12 months). RESULTS By month 12, 60 (98.4%) participants completed the 12-month follow-up visit. In the intensive treatment group, 73.33% patients in the prediabetes subgroup returned to normoglycemia and the diabetes remission rate was 86.67% in the diabetes subgroup, which were much higher than the remission rate of prediabetes subgroup (7.69%) and diabetes subgroup (16.67%) in the standard treatment group (P < 0.001). The mean weight change was - 19.29 kg (95% CI, - 22.95 to - 15.63) in the intensive treatment group and - 1.52 kg (95% CI, - 5.12 to 2.07) in the standard treatment group from baseline after intervention. The weight change between the two groups was significantly different (net difference, - 17.77 kg; 95% CI, - 22.90 to - 12.64; P < 0.001). Percent of body fat, visceral fat area, and hepatic controlled attenuation parameter value reduced significantly in the intensive treatment group compared to the standard treatment group (P < 0.001). CONCLUSIONS Hypoglycemic agents with weight loss effect plus a high protein diet and moderate exercise could lead to a considerable proportion of patients with diabetes achieving diabetes remission. TRIAL REGISTRATION chictr.org.cn ChiCTR2100044305.
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Affiliation(s)
- Shi Zhang
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Yi Wang
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Xincheng Wang
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Mingxin Leng
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Renjiao Liu
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Zhouhuiling Li
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Jing Li
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Jixuan Xiao
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Dangmin Hou
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Xinying Gao
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China
| | - Chunjun Li
- Department of Health Management Center, Endocrinology, Tianjin Union Medical Center, The First Affiliated Hospital of Nankai University, Tianjin, China.
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Huo G, Tan Z, Tang Y, Huang J, Cao J, Zhou D. Association between triglyceride glucose weight adjusted waist index and stroke risk in different glucose metabolism status. Sci Rep 2025; 15:15813. [PMID: 40328907 PMCID: PMC12056119 DOI: 10.1038/s41598-025-99618-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 04/21/2025] [Indexed: 05/08/2025] Open
Abstract
The triglyceride glucose-weight adjusted waist index (TyG-WWI) has emerged as a straightforward and reliable alternative for assessing insulin resistance (IR). However, the relationship between the TyG-WWI index and the incidence of stroke, especially in individuals with different glucose metabolism status, is still unclear. The data for this study was obtained from the China Health and Retirement Longitudinal Study (CHARLS). The primary endpoint was the occurrence of stroke events. We utilized multivariate Cox proportional hazard models and restricted cubic spline (RCS) analysis to examine the relationship between the TyG-WWI index and the risk of stroke in individuals with different glycemic metabolic states. A total of 8895 participants were included in this study, 831 (9.3%) stroke events were recorded during the follow-up period. After fully adjusting for covariates, per SD increase in the TyG-WWI index was associated with a 11% increase in stroke risk (HR: 1.11, 95% CI 1.02, 1.20) in all participants. The TyG-WWI index was further categorized into quartiles, the adjusted HRs (95% CIs) for Q2, Q3, and Q4 compared to Q1 being 1.37 (95% CI 1.09, 1.72), 1.42 (95% CI 1.13, 1.78), and 1.50 (95% CI 1.17, 1.93), respectively. Furthermore, high levels of the TyG-WWI index were found to be linked to an increased risk of stroke in prediabetes mellitus (Pre-DM) participants across Cox models. However, this association was not observed in participants with normal glucose regulation (NGR) and diabetes mellitus (DM) (all P > 0.05). RCS analysis also demonstrated that higher baseline TyG-WWI index levels were associated with higher HRs for stroke in all participants and those with Pre-DM. The TyG-WWI index significantly associates with stroke risk in middle-aged and elderly Chinese populations. Moreover, this relationship exhibits distinct characteristics influenced by the individual's glucose metabolism status.
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Affiliation(s)
- Guijun Huo
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China
| | - Ziyi Tan
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China
| | - Yao Tang
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China
| | - Jian Huang
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China
| | - Junjie Cao
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China
| | - Dayong Zhou
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, No. 26 Daoqian Street, Suzhou, Jiangsu, China.
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Huo G, Yao Z, Yang X, Wu G, Chen L, Zhou D. Association Between Estimated Glucose Disposal Rate and Stroke in Middle-Aged and Older Chinese Adults: A Nationwide Prospective Cohort Study. J Am Heart Assoc 2025; 14:e039152. [PMID: 40281653 DOI: 10.1161/jaha.124.039152] [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: 09/28/2024] [Accepted: 03/25/2025] [Indexed: 04/29/2025]
Abstract
BACKGROUND The estimated glucose disposal rate (eGDR) is recognized as a reliable marker of insulin resistance. However, the association between eGDR and the risk of stroke remains unclear. METHODS AND RESULTS A total of 13 706 middle-aged and older participants were enrolled from CHARLS (China Health and Retirement Longitudinal Study). The primary end point was the occurrence of stroke events. The Kaplan-Meier curves, Cox proportional hazard models, and restricted cubic spline analysis were applied to explore the association between eGDR and the risk of stroke according to sex, age, and glycemic status. A total of 1101 stroke events were recorded. Our findings revealed a significant nonlinear relationship between eGDR and the occurrence of stroke. The association was similar between men (hazard ratio [HR], 0.83 [95% CI, 0.80-0.87]) and women (HR, 0.86 [95% CI, 0.80-0.87]), as well as among participants with normal glucose tolerance (HR, 0.83 [95% CI, 0.79-0.87]), prediabetes (HR, 0.85 [95% CI, 0.82-0.89]), and diabetes (HR, 0.87 [95% CI, 0.82-0.92]). However, the association was stronger in middle-aged participants (HR, 0.82 [95% CI, 0.78-0.86]) compared with older individuals (HR, 0.87 [95% CI, 0.83-0.90]; P for interaction=0.019). CONCLUSIONS This study demonstrates that lower eGDR levels are significantly linked to increased stroke risk. The relationship between eGDR and stroke risk was similar across different sexes and glycemic statuses and was stronger in middle-aged participants compared with older participants.
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Affiliation(s)
- Guijun Huo
- The Affiliated Suzhou Hospital of Nanjing Medical University Suzhou Municipal Hospital Suzhou Jiangsu China
| | - Zhichao Yao
- The Affiliated Suzhou Hospital of Nanjing Medical University Suzhou Municipal Hospital Suzhou Jiangsu China
| | - Xiaoqin Yang
- School of Biology and Basic Medical Sciences Suzhou Medical College of Soochow University Suzhou Jiangsu China
| | - Guanhui Wu
- The Affiliated Suzhou Hospital of Nanjing Medical University Suzhou Municipal Hospital Suzhou Jiangsu China
| | - Lei Chen
- The Affiliated Suzhou Hospital of Nanjing Medical University Suzhou Municipal Hospital Suzhou Jiangsu China
| | - Dayong Zhou
- The Affiliated Suzhou Hospital of Nanjing Medical University Suzhou Municipal Hospital Suzhou Jiangsu China
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23
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Hao QY, Gao JW, Zeng YH, Zhang SL, Xiong ZC, Li SC, Lin ZW, Yang PZ, Liu PM, Li ZH. Roles of triglyceride-glucose index in aortic valve calcification progression: a prospective and Mendelian randomization analysis. Clin Radiol 2025; 84:106860. [PMID: 40106977 DOI: 10.1016/j.crad.2025.106860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Accepted: 02/11/2025] [Indexed: 03/22/2025]
Abstract
AIM The triglyceride-glucose (TyG) index, recognized as a surrogate marker for insulin resistance, is an established cardiovascular risk factor. We aimed to prospectively investigate the association between the TyG index and aortic valve calcific (AVC) progression, as well as its relationship with incident calcific aortic valve stenosis (CAVS). MATERIALS AND METHODS A post hoc analysis was conducted on 5589 participants from the Multi-Ethnic Study of Atherosclerosis (MESA) database. The TyG index was calculated using ln (fasting triglycerides [mg/dL] × fasting glucose [mg/dL]/2). Multivariate Cox regression assessed the association between baseline TyG index and AVC progression. Two-sample Mendelian randomization (MR) analysis was employed to evaluate the potential causality between the TyG index and CAVS. RESULTS Over a median 2.4 years follow up, 567 cases of AVC progression were idenrified. After adjusting for traditional cardiovascular risk factors, each 1-SD increase in the TyG index was associated with a 20.8% increased risk of AVC progression. Robustness was confirmed in sensitivity analyses and nearly all subgroups. Two sample MR analysis supported a causal relationship between a higher TyG index and increased risk of CAVS. CONCLUSION A higher TyG index independently predicts AVC progression and causally influences CAVS incidence in the general population.
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Affiliation(s)
- Q-Y Hao
- Department of Cardiology, Laboratory of Heart Center, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - J-W Gao
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - Y-H Zeng
- Medical Apparatus and Equipment Deployment, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - S-L Zhang
- Department of Endocrinology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - Z-C Xiong
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China
| | - S-C Li
- Department of Organ Transplantation, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Z-W Lin
- Department of Joint and Orthopedics, Zhujiang Hospital of Southern Medical University, Guangzhou, China
| | - P-Z Yang
- Department of Cardiology, Laboratory of Heart Center, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - P-M Liu
- Department of Cardiology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.
| | - Z-H Li
- Department of Cardiology, Laboratory of Heart Center, Zhujiang Hospital, Southern Medical University, Guangzhou, China.
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Wang X, Miao S. Enhanced Stroke Risk Stratification Using Triglyceride-Glucose-Waist Circumference in Chinese Adults Without Diabetes. Am J Prev Med 2025; 68:932-943. [PMID: 39914644 DOI: 10.1016/j.amepre.2025.01.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2024] [Revised: 01/23/2025] [Accepted: 01/29/2025] [Indexed: 03/10/2025]
Abstract
INTRODUCTION Insulin resistance is a well-establsihed risk factor for stroke. However, the relationship between triglyceride-glucose (TyG) index; its modified indices‒TyG-waist circumference (TyG-WC); TyG-waist-to-height ratio (TyG-WHtR); and TyG-BMI and the risk of stroke in populations without diabetes remains underexplored. METHODS Data from the CHARLS on 4,029 participants without diabetes aged 45+ years at baseline (2011‒2012) were analyzed, with follow-ups through 2020. Statistical analysis and modeling were performed in 2024. Incident strokes occurring between 2015 and 2020 were examined. TyG and its modified indices were categorized into tertiles and analyzed based on baseline levels, changes over time, and cumulative measures. Changes in TyG and its modified indices were identified using K-means clustering, while cumulative indices were calculated using a formula: (TyG2012+TyG2015)/2 × time (2015-2012). RESULTS Between 2015 and 2020, 225 participants (5.6%) experienced a stroke. After full adjustment, for cofounders only TyG-WC remained significantly associated at each level across its baseline levels, changes, and cumulative measures (p<0.05), outperforming TyG, TyG-WHtR and TyG-BMI. Compared to Tertile 1, AORs (95% CIs) for stroke associated with TyG-WC were 1.64 (1.10, 2.47) in Tertile 2 and 1.79 (1.15, 2.82) in Tertile 3. For changes in TyG-WC, ORs (95% CIs) were 1.70 (1.14, 2.60) in Class 2 and 1.80 (1.11, 2.97) in Class 3. Regarding cumulative TyG-WC, the ORs (95% CIs) were 1.61 (1.08, 2.41) for Tertile 2 and 1.70 (1.10, 2.66) for Tertile 3. Additionally, TyG-WC demonstrated superior predictive performance for stroke compared to other indices. CONCLUSIONS TyG-WC is strongly associated with stroke risk in populations without diabetes, offering superior risk stratification compared to other TyG indices.
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Affiliation(s)
- Xiaoyan Wang
- Department of Clinical Nutrition, The First Affiliated Hospital of Chengdu Medical College, Chengdu, China
| | - Shuchuan Miao
- Department of Neurosurgery, Chengdu Seventh People's Hospital, Shuangliu District, Chengdu, Sichuan Province, China.
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Chen Y, Zhao J, Sun Y, Yang Z, Yang C, Zhu D. Association of the triglyceride glucose index with sudden cardiac death in the patients with diabetic foot ulcer. Diabetes Res Clin Pract 2025; 223:112143. [PMID: 40158857 DOI: 10.1016/j.diabres.2025.112143] [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: 01/11/2025] [Accepted: 03/25/2025] [Indexed: 04/02/2025]
Abstract
BACKGROUND This study examines the relationship between the TyG index and the risk of sudden cardiac death (SCD) in the patients with diabetic foot ulcer (DFU). METHODS 688 type 2 diabetes mellitus (T2DM) inpatients with DFU between January 2010 and December 2023 was included in this retrospective study. The 1:1 propensity score matching (PSM) method was applied. The relationship between TyG index and SCD risk was analyzed using the Kaplan-Meier (K-M) survival curve analysis, multivariate Cox proportional hazard regression model, Restricted cubic spline (RCS) model analysis and subgroup analyses. RESULTS Over a median follow-up period of 61 months, 38 cases of SCD were recorded. After PSM, 71 pairs of score-matched patients according to TyG index were generated. K-M survival curves revealed higher SCD rates in patients with TyG index ≥9.65. The Cox proportional hazard model, independently associated with the risk of SCD (HR: 75.98; 95 % CI: 9.16 ∼ 630.40; P < 0.001). RCS model showed that SCD risk was non-linearly correlated with gradual increases in TyG index levels. Stratified analyses indicated a consistent relationship between increasing TyG index and SCD risk across all subgroups. CONCLUSIONS Elevated TyG index independently confers an increased risk for SCD in individuals with DFU.
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Affiliation(s)
- Yi Chen
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China; Graduate School of China Medical University, Shenyang 110122, China
| | - Junyan Zhao
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China
| | - Yuchen Sun
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China
| | - Zhongjing Yang
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China
| | - Caizhe Yang
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China.
| | - Di Zhu
- Department of Endocrinology, Air Force Medical Center, Beijing 100142, China.
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Long Q, Li Y, Shi Z, Lee Y, Mao L. Investigation of the association between the triglyceride-glucose index and the incidence of frailty among middle-aged and older adults: evidence from the China health and retirement longitudinal study. Front Public Health 2025; 13:1548222. [PMID: 40371285 PMCID: PMC12074911 DOI: 10.3389/fpubh.2025.1548222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Accepted: 04/02/2025] [Indexed: 05/16/2025] Open
Abstract
Aim Limited researches have investigated the association between the Triglyceride-glucose index (TyG) and frailty vulnerability in middle-aged and older Chinese populations. This study aims to strengthen the scientific foundation for frailty prevention and management by analyzing the correlation between TyG and frailty, ultimately providing more targeted intervention strategies. Methods This study included middle-aged and older individuals who participated in the China Health and Retirement Longitudinal Study (CHARLS) from 2015. A multiple logistic regression model was constructed to assess the correlation between the TyG index and frailty. Additionally, restricted cubic spline (RCS) analysis was employed to evaluate the dose-response correlation between the two variables. Results Among the 3,978 participants included in the study, 667 individuals (16.8%) were identified with frailty. After adjusting for multiple factors in a logistic regression model, it was determined that individuals in the highest quartile group of the TyG index had a 1.43 times higher risk of frailty compared to those in the lowest quartile group (OR = 1.43, 95% CI: 1.10 ~ 1.85, p = 0.007). The RCS analysis further revealed a positive dose-response relationship, indicating that a higher TyG index was associated with an increased risk of frailty in middle-aged and older adults. Conclusion Research has shown a significant positive linear relationship between an increased TyG index and a higher prevalence of frailty in middle-aged and older individuals. Elevated TyG index levels could signal an increased vulnerability to frailty among individuals.
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Affiliation(s)
- Qingwen Long
- Department of Nursing, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
- Department of Nursing, North Sichuan Medical College, Nanchong, China
| | - Yongli Li
- Department of Nursing, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
- Department of Nursing, North Sichuan Medical College, Nanchong, China
| | - Zijuan Shi
- Department of Nursing, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
- Department of Nursing, North Sichuan Medical College, Nanchong, China
| | - Yujun Lee
- Department of Nursing, North Sichuan Medical College, Nanchong, China
| | - Lifang Mao
- Department of Nursing, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
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Gaspary JFP, Lopes LFD, Camara AG. Translational interdisciplinary research on human chorionic gonadotropin's enhancement of neuroendocrine crosstalk: a novel medical hypothesis for systemic adjunctive treatment of psychiatric disorders. Front Psychiatry 2025; 16:1537442. [PMID: 40365004 PMCID: PMC12070194 DOI: 10.3389/fpsyt.2025.1537442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Accepted: 03/12/2025] [Indexed: 05/15/2025] Open
Abstract
Introduction It is increasingly recognized that the brain continuously interacts with other body systems such as the immune system, the gut-brain axis, and the endocrine system. Dysfunctions in these systems can impact mental health by altering neurotransmitter levels and the neurochemical environment. This shift in understanding underscores the need for therapeutic strategies that address systemic health and mitochondrial function, alongside psychosocial aspects of the disease, offering a more personalized and adaptive approach to treatment. Methodology This study utilizes a translational research approach structured through the Work Breakdown Structure methodology, dividing the process into six interconnected Work Packages (WPs). These include systematic literature reviews on endocrine dysfunctions and hormonal therapies in mental disorders, application of Design Thinking for neuroendocrine innovation, and hypothesis exploration of hCG as a systemic adjunctive treatment for psychiatric disorders, culminating in result dissemination and evaluation. Results Work The study identified multiple mechanistic impacts of human chorionic gonadotropin (hCG) relevant to psychiatric treatment. Key findings from hCG Hormetic Therapy (HHT) include stimulation of sex hormone production, reduction of insulin resistance and systemic inflammation, enhancement of hypothalamic activity to regulate appetite, sleep, and emotions, and LH-like effects on cognition. HHT also increases IGF-1 availability, promoting neuroprotection, cognitive improvements, and reduced mitochondrial dysfunction, restoring cellular function critical for brain health. Implications for Clinical Practice The findings underscore the significance of enhancing endocrine and metabolic functions as a viable strategy for improving psychiatric care, aligning with trends that advocate holistic treatment strategies. The suggested dose for future research protocols is 500 IU IM per week for at least 10 weeks. Conclusion Supporting diverse and varied research is crucial for advancing medical knowledge. Continuous exploration of neuroendocrine dysfunctions in mental disorders using advanced tools from neuroscience, endocrinology, and psychiatry can provide new pathways for more effective and personalized treatments. The study of HHT effects offers insights into complex neuroendocrine interactions, underscoring the potential for innovative therapeutic strategies in psychiatry.
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Affiliation(s)
- João Francisco Pollo Gaspary
- Instituto AuBento – Center for Teaching, Clinical Practice and Research in Orthomolecular and Translational Health Innovation, Santa Maria, Brazil
- Federal University of Santa Maria, Santa Maria, Brazil
| | - Luis Felipe Dias Lopes
- Center for Social and Human Sciences, Postgraduate Program in Administration, Federal University of Santa Maria, Santa Maria, Brazil
| | - Antonio Geraldo Camara
- Institute Camara – Center for Clinical and Orthomolecular Practice, Ribeirão Preto, Brazil
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Li B, Yang X, Wang JH, Chen W, Wang Q, Zhong L. Nonlinear association between triglyceride-glucose index and 28-day mortality in intensive care units: a multi-center retrospective cohort study. Front Endocrinol (Lausanne) 2025; 16:1545478. [PMID: 40365226 PMCID: PMC12069036 DOI: 10.3389/fendo.2025.1545478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2024] [Accepted: 03/31/2025] [Indexed: 05/15/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index, derived from the calculation of two biomarkers, fasting plasma glucose and triglyceride levels, is a reliable indicator of insulin resistance and has been demonstrated to be associated with the adverse clinical outcomes of patients in the intensive care unit (ICU). This study aims to investigate the relationship between the TyG index and the 28-day all-cause mortality of these patients during their ICU stay. Methods This study employed a multicenter retrospective cohort design, analyzing data from 18,883 ICU patients in the eICU database. We calculated the TyG index for each patient and assessed its association with 28-day all-cause mortality. The Cox proportional hazards model was utilized for analysis, adjusting for various clinical and laboratory variables to control for confounding factors. We performed sensitivity analyses, subgroup analyses, and interaction analyses to evaluate the robustness of the results. Results The study identified a significant positive correlation between the TyG index and 28-day all-cause mortality. Specifically, each one-unit increase in the TyG index corresponded to a 58% increase in mortality risk (HR=1.58, 95% CI: 1.25-2.00, P=0.0001). Additionally, the analysis revealed a non-linear threshold effect of the TyG index on mortality, with a cutoff point at 8.82; mortality was lower below this value and significantly increased above it. Sensitivity and subgroup analyses indicated robust findings, while E-value analysis suggested resilience against unmeasured confounding. Conclusion This study establishes the TyG index as an independent predictor of 28-day all-cause mortality in critically ill patients, highlighting its potential value in clinical management and risk assessment. By recognizing the non-linear effect of the TyG index, clinicians can more effectively adjust treatment strategies to reduce mortality among high-risk patients.
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Affiliation(s)
- Bo Li
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Xiaoan Yang
- Department of Infectious Diseases, the 3rd Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Jiang Hua Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Weidong Chen
- Nutrition of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Qi Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Lintao Zhong
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
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Xiong Y, Knoedler S, Alfertshofer M, Kim BS, Jiang D, Liu G, Rinkevich Y, Mi B. Mechanisms and therapeutic opportunities in metabolic aberrations of diabetic wounds: a narrative review. Cell Death Dis 2025; 16:341. [PMID: 40280905 PMCID: PMC12032273 DOI: 10.1038/s41419-025-07583-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Revised: 01/28/2025] [Accepted: 03/21/2025] [Indexed: 04/29/2025]
Abstract
Metabolic aberrations are fundamental to the complex pathophysiology and challenges associated with diabetic wound healing. These alterations, induced by the diabetic environment, trigger a cascade of events that disrupt the normal wound-healing process. Key factors in this metabolic alternation include chronic hyperglycemia, insulin resistance, and dysregulated lipid and amino acid metabolism. In this review, we summarize the underlying mechanisms driving these metabolic changes in diabetic wounds, while emphasizing the broad implications of these disturbances. Additionally, we discuss therapeutic approaches that target these metabolic anomalies and how their integration with existing wound-healing treatments may yield synergistic effects, offering promising avenues for innovative therapies.
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Affiliation(s)
- Yuan Xiong
- Department of Orthopedics, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
- Department of Orthopedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Samuel Knoedler
- Division of Plastic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, 02152, USA
- Institute of Regenerative Biology and Medicine, Helmholtz Zentrum München, 81377, Munich, Germany
| | - Michael Alfertshofer
- Department of Hand, Plastic and Aesthetic Surgery, Ludwig-Maximilians-University Munich, 80336, Munich, Germany
| | - Bong-Sung Kim
- Department of Plastic Surgery and Hand Surgery, University Hospital Zurich, Raemistrasse 100, 8091, Zurich, Switzerland
| | - Dongsheng Jiang
- Precision Research Centre for Refractory Diseases, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201620, China.
| | - Guohui Liu
- Department of Orthopedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.
| | - Yuval Rinkevich
- Institute of Regenerative Biology and Medicine, Helmholtz Zentrum München, 81377, Munich, Germany.
| | - Bobin Mi
- Department of Orthopedics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.
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Xie J, Pei X, Zhu S, Jiang W, Tang H, Wu D, Xie Y. Association of triglyceride-glucose-related indices with adverse clinical outcomes in individuals with normal body mass index. Front Cardiovasc Med 2025; 12:1570239. [PMID: 40342979 PMCID: PMC12058858 DOI: 10.3389/fcvm.2025.1570239] [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: 02/03/2025] [Accepted: 04/09/2025] [Indexed: 05/11/2025] Open
Abstract
Background and aims The triglyceride-glucose (TyG) index serves as a reliable indicator of insulin resistance and metabolic risk factors. Most research has focused on obese individuals, with limited exploration in those with a normal body mass index (BMI). Method This study analyzed 4,440 adults with normal BMI from NHANES 2003-2018. Logistic regression, linear regression, subgroup analysis, and survival analysis examined the relationship between TyG-related indices (TyG, TyG-BMI, TyG-WC, TyG-WHtR) and outcomes like liver fibrosis, stroke, cardiovascular disease (CVD), and mortality. Results In 4,440 individuals, 279 developed CVD, 134 had stroke, 1,382 developed liver fibrosis, and 548 died, with a median observation period of 100 months (IQR, 59-145 months). The TyG index was divided into four quartiles (Q1, Q2, Q3, Q4) and significant trends in various clinical indicators across the quartiles were observed (demographic characteristics, metabolic and biochemical indicators). Further analysis revealed linear correlations between TyG, TyG-WC, TyG-BMI, TyG-WHtR and liver function metrics (ALT, AST, GGT, FIB-4, APRI), kidney function metrics (creatinine, eGFR, uric acid), and blood lipids (triglycerides, cholesterol) (P < 0.01). Univariate logistic regression showed that compared to Q1, Q4 showed a significantly higher risk of liver fibrosis, CVD, stroke, and death for all TyG-related parameters (P < 0.001). After adjusting for cofounders, TyG Q4 still had a significantly higher risk of liver fibrosis (P < 0.05) and mortality (P < 0.001); TyG-BMI Q4 showed a higher risk of mortality (P < 0.001); TyG-WC Q4 showed a significantly higher risk of liver fibrosis (P < 0.001), stroke (P < 0.01), CVD (P < 0.001), and mortality (P < 0.001); TyG-WHtR Q4 showed a significantly higher risk of liver fibrosis (P < 0.001), stroke (P < 0.01), CVD (P < 0.001), and mortality (P < 0.001). Subgroup analysis yielded similar conclusions. Additionally. Survival analysis revealed significant differences in survival across the different quartiles of TyG, TyG-WC, TyG-BMI, and TyG-WHtR (P < 0.001). Conclusion The study identified a link between TyG-related markers and negative outcomes in individuals with a normal BMI, indicating that insulin resistance exists even in non-obese populations.
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Affiliation(s)
- Jiejie Xie
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xiong Pei
- Center of Infectious Diseases, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Shixuan Zhu
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Wei Jiang
- Center of Infectious Diseases, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Hong Tang
- Center of Infectious Diseases, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Dongbo Wu
- Center of Infectious Diseases, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yan Xie
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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Shu MJ, Han F, Zhai FF, Zhang DD, Zhou LX, Ni J, Yao M, Cui LY, Peng B, Jin ZY, Zhang SY, Zhu YC. The association between long-term trajectories of insulin resistance and brain structural integrity in middle-aged and older adults. J Alzheimers Dis 2025:13872877251336333. [PMID: 40267302 DOI: 10.1177/13872877251336333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2025]
Abstract
BackgroundThe triglyceride-glucose (TyG) index is considered a robust surrogate for insulin resistance (IR). The relationship between the trajectory patterns of the TyG index and subsequent brain structure changes is still unclear.ObjectiveThis study investigates the relationship between 10-year trajectories of TyG-related indices and brain structural integrity in a 10-year follow-up.MethodsThis prospective study included 898 participants (mean age 55.6 years, 34.4% males) from the community-based Shunyi Study. IR was assessed using the TyG index, TyG-body mass index (BMI) index, TyG-waist circumference index, and TyG-waist-to-height ratio (WHtR) index. The group-based trajectory model was employed to identify the 10-year trajectories. Structural brain measurements included structural changes of the whiter matter (white matter hyperintensities (WMHs), fractional anisotropy, and mean diffusivity) and gray matter (brain parenchymal fraction (BPF), cortical thickness, and hippocampal volume). General linear models were utilized to examine the association between the trajectory patterns of TyG-related indices and brain structure.ResultsThree distinct trajectories of TyG-related indices were identified from 2013 to 2023. The high-level trajectory groups of TyG-related indices exhibited a greater volume of WMHs and were more susceptible to disruptions in white matter microstructural integrity. This association was most significant for the TyG-BMI and TyG-WHtR trajectory groups. No significant correlations were found for BPF and cortical thickness among the different TyG-related indices trajectories.ConclusionsThe findings suggest that long-term IR primarily damages brain white matter rather than causing structural changes in gray matter.
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Affiliation(s)
- Mei-Jun Shu
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Fei Han
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Fei-Fei Zhai
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Ding-Ding Zhang
- Department of Central Research Laboratory, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Li-Xin Zhou
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Jun Ni
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Ming Yao
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Li-Ying Cui
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Bin Peng
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Zheng-Yu Jin
- Department of Radiology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Shu-Yang Zhang
- Department of Cardiology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
| | - Yi-Cheng Zhu
- Department of Neurology, Peking Union Medical College Hospital, Peking Union Medical College and Chinese Academy of Medical Science, Beijing, China
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Li D, Sun Y, Han J, Guo C, Xia L, Dou J, Jiang W, Deng J, Wei J. The relationship of glycosylated hemoglobin A1c and Apolipoprotein A‑1 ratio on short-term prognosis in STEMI patients following PCI: a retrospective study. Sci Rep 2025; 15:14110. [PMID: 40269200 PMCID: PMC12018918 DOI: 10.1038/s41598-025-99003-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 04/16/2025] [Indexed: 04/25/2025] Open
Abstract
The ST segment elevation myocardial infarction (STEMI) patients tend to experience cardiovascular events following percutaneous coronary intervention (PCI), and the prognosis remains suboptimal. The objective of this investigation was to examine the correlation between the ratio of glycosylated hemoglobin A1c/Apolipoprotein A1 (HbA1c/ApoA-1) and the short-term prognosis in STEMI patients following PCI. This study conducted a retrospective analysis of the clinical data of 182 patients diagnosed with STEMI following PCI and admitted to our hospital between January 2022 and June 2023. The patients were categorized into two groups based on the occurrence of major adverse cardiovascular events (MACEs), and a comparative analysis of baseline characteristics was performed. The significant correlation between HbA1c/ApoA-1 with short-term MACEs in STEMI patients post-PCI were determined through univariate and multivariate logistic regression analysis. Different models and Subgroup analysis demonstrated that HbA1c/ApoA-1 was independent risk factor for MACEs in STEMI patients post-PCI and exhibited high stability. Receiver operating characteristic (ROC) curve and area under curve (AUC) value were utilized to validate the predictive value of HbA1c/ApoA-1 in forecasting outcomes among STEMI patients post-PCI, with an AUC of 0.752 (95% CI: 0.68-0.86), sensitivity of 85.7%, and specificity of 56.8%. Restricted cubic spline (RCS) was employed to evaluate the potential non-linear relationship between HbA1c/ApoA-1 levels and MACEs in STEMI patients post-PCI. Our results demonstrated high and significant correlation between HbA1c/ApoA-1 and short-term prognosis, and indicated that HbA1c/ApoA-1 was independent risk factor for MACEs in STEMI patients following PCI and possessed significant predictive value, facilitating the early identification of high-risk cohorts and the anticipation of MACEs.
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Affiliation(s)
- Dani Li
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Yuyu Sun
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Jie Han
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Chen Guo
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Linying Xia
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Jiahao Dou
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Wei Jiang
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China
| | - Jie Deng
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China.
| | - Jin Wei
- Department of Cardiology, The Second Affiliated Hospital of Xi'an Jiao tong University, Xi'an, China.
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Zhang Y, Liu Y, Qiao H, Ma Q, Zhao B, Wu Q, Li H. Mediating role of triglyceride glucose-related index in the associations of composite dietary antioxidant index with cardiovascular disease and mortality in older adults with hypertension: a national cohort study. Front Nutr 2025; 12:1574876. [PMID: 40336963 PMCID: PMC12055501 DOI: 10.3389/fnut.2025.1574876] [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: 02/11/2025] [Accepted: 03/31/2025] [Indexed: 05/09/2025] Open
Abstract
Background This research investigates the relationships between the composite dietary antioxidant index (CDAI) and the likelihood of cardiovascular disease (CVD) and mortality in older adults with hypertension. Utilized data from the National Health and Nutrition Examination Survey (NHANES) to investigate the potential mediating role of the triglyceride-glucose (TyG) index in these relationships. Methods A cohort of 5,276 participants, aged 65 years or older and diagnosed with hypertension, was extracted from the NHANES database. The main outcomes examined were the odds of CVD and mortality, utilizing data from the National Center for Health Statistics (NCHS). Multivariate logistic regression models were utilized to evaluate the relationship between CDAI and CVD. Cox proportional hazards regression models and Kaplan-Meier survival curves were utilized to analyze the relationship between CDAI and mortality. Mediation analysis was conducted to assess the potential intermediary role of TyG-related indicators-specifically TyG, TyG-BMI, TyG-WC, and TyG-WHtR- in the connection between CDAI and mortality. Results The mean CDAI for the study participants was 1.88 ± 3.90, and the average age was 74.15 ± 5.96 years. During an average follow-up duration of 109.51 months, 4,712 cases of CVD and 725 recorded deaths were observed. In the fully adjusted models, CDAI showed a negative association with both CVD (Odds Ratio [OR] = 0.94, 95% Confidence Interval [CI] = 0.92-0.97) and mortality (Hazard Ratio [HR] = 0.95, 95% CI = 0.93-0.97). Mediation analysis indicated that the TyG-BMI, TyG-WC, and TyG-WHtR indices accounted for 33.1%, 34.3%, and 19.1% of the relationship between CDAI and mortality, respectively. Conclusion A higher CDAI demonstrated an inverse association with both CVD and mortality in elderly hypertensive individuals. The relationship was partially mediated by TyG-related indices, indicating that increased antioxidant intake may lead to improved health outcomes and a decreased risk of poor prognosis in this population.
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Affiliation(s)
- Yajie Zhang
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Yingying Liu
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Huiquan Qiao
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Qiongqiong Ma
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Bing Zhao
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Qian Wu
- Department of Biomedical Sciences, Institute for Medical Science, Jeonbuk National University Medical School, Jeonju, Republic of Korea
| | - Hongyu Li
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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Zhang X, Yang D, Wang Y, Cao B. Molecular chemical structure of fetuin and its effect on atherosclerosis: TyG index and insulin resistance in different sexes. Int J Biol Macromol 2025; 310:143362. [PMID: 40268025 DOI: 10.1016/j.ijbiomac.2025.143362] [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: 03/19/2025] [Revised: 04/11/2025] [Accepted: 04/18/2025] [Indexed: 04/25/2025]
Abstract
Atherosclerosis is a common cardiovascular disease, the mechanism of which is complex and related to many factors. Changes in the molecular chemical structure of fetoglobulin may play a key role in the development of atherosclerosis. The aim of this study was to reveal how the chemical structure of fetoglobulin affects atherosclerosis and to analyze its association with TyG index and insulin resistance in different sexes. Subjects were patients with confirmed atherosclerosis and were grouped according to carotid color ultrasound and clinical criteria. The chemical structure of fetoglobulin, TyG index, and the role of insulin resistance in atherosclerosis were evaluated by collecting baseline data and conducting corresponding statistical analyses, including multivariate logistic regression analysis. The results showed that the molecular chemical structure of fetoglobulin was significantly different in patients with atherosclerosis. Multivariate logistic regression analysis showed that fetoglobulin level was significantly correlated with the occurrence of carotid atherosclerosis. TyG index and the association between insulin resistance and the incidence of carotid atherosclerosis were also significantly different in different genders.
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Affiliation(s)
- Xuening Zhang
- Department of Cardiology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai 264100, Shandong Province, China
| | - Dawei Yang
- Department of Gerontology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise 533000, Guangxi Zhuang Autonomous Region, China; Key Laboratory of Research on Clinical Molecular Diagnosis for High Incidence Diseases in western Guangxi of Guangxi Higher Education Institutions, Baise 533000, Guangxi Zhuang Autonomous Region, China
| | - Yijing Wang
- Department of Cardiology, Yantai Affiliated Hospital of Binzhou Medical University, Yantai 264100, Shandong Province, China.
| | - Bangming Cao
- Department of Gerontology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise 533000, Guangxi Zhuang Autonomous Region, China; Key Laboratory of Research on Clinical Molecular Diagnosis for High Incidence Diseases in western Guangxi of Guangxi Higher Education Institutions, Baise 533000, Guangxi Zhuang Autonomous Region, China.
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Ma M, Hao J, Yu K, Lv Y, Liu X, Liu F, Wei N. Association between triglyceride glucose index and all-cause mortality in patients with critical atrial fibrillation in the MIMIC-IV database. Sci Rep 2025; 15:13484. [PMID: 40251213 PMCID: PMC12008299 DOI: 10.1038/s41598-025-96735-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Accepted: 03/31/2025] [Indexed: 04/20/2025] Open
Abstract
Although several studies have demonstrated the relationship between the triglyceride glucose (TyG) index and the prevalence of atrial fibrillation (AF), more attention needs to be paid to patients with AF in intensive care units because the prevalence of AF is as high as one-third of the population. This study investigated the relationship between the TyG index and short-term prognosis in patients with critical care AF. We selected critically ill patients with AF from the MIMIC-IV database and categorized them into quartiles based on their TyG index levels. The primary outcome assessed was 30-day all-cause mortality, with secondary outcomes of 7-day and 15-day all-cause mortality. We utilized Kaplan-Meier survival curves, restricted cubic spline, and Cox proportional hazards regression models to illustrate the relationship between the TyG index and clinical outcomes in critically ill patients with AF. 1,146 critically ill patients with AF were included in this study, with a mean age of 75.90. The female population accounted for 48.43% of the total. Kaplan-Meier survival curves demonstrated a significant association between the TyG index and all-cause mortality at 7, 15, and 30 days. Cox proportional hazards analysis, after adjusting for multiple confounders, revealed a substantial increase in all-cause mortality in the fourth quartile of the TyG index compared to the first quartile (HR = 1.71, 95% CI: 1.17-2.49). Restricted cubic spline further illustrated that higher TyG index were associated with an elevated risk of all-cause mortality in critically ill patients with AF. The stratified analysis provided additional support for the robustness of this association. The TyG index demonstrated a significant association with 7-day, 15-day, and 30-day all-cause mortality in critically ill patients with AF. These findings suggest that the TyG index may serve as a useful tool in identifying AF patients at a higher risk of all-cause mortality, enabling early and effective intervention strategies.
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Affiliation(s)
- Meijuan Ma
- Cadre Health Check-up Center, Shaanxi Provincial People's Hospital, Xi'an, People's Republic of China
| | - Jinxia Hao
- Department of Internal Medicine, Xi'an Jiaotong University Hospital, Xi'an, People's Republic of China
| | - Kai Yu
- Department of Cardiology, Pucheng County Hospital, Weinan, People's Republic of China
| | - Ying Lv
- Department of Cardiology, Shaanxi Provincial People's Hospital, Xi'an, People's Republic of China
| | - Xiaoxiang Liu
- Department of Cardiology, Shaanxi Provincial People's Hospital, Xi'an, People's Republic of China
| | - Fuqiang Liu
- Department of Cardiology, Shaanxi Provincial People's Hospital, Xi'an, People's Republic of China
| | - Na Wei
- Department of Geriatrics, Shaanxi Provincial People's Hospital, Xi'an, People's Republic of China.
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Meng N, Wang Z, Peng Y, Wang X, Yue W, Wang L, Lv J, Ma W. Peripheral blood metabolic composite score based on peripheral blood metabolism can be used as an assessment of recurrence after surgery in patients with locally advanced gastric cancer: a novel and promising index. Front Oncol 2025; 15:1536811. [PMID: 40313248 PMCID: PMC12043443 DOI: 10.3389/fonc.2025.1536811] [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: 12/04/2024] [Accepted: 03/26/2025] [Indexed: 05/03/2025] Open
Abstract
Background Postoperative recurrence remains a major challenge in patients with locally advanced gastric cancer (LAGC). Identifying reliable biomarkers for predicting recurrence can guide clinical decision-making and improve patient outcomes. This study aimed to investigate the association between four peripheral blood metabolic markers and postoperative recurrence in LAGC patients, and to develop a predictive model based on these markers. Methods This retrospective cohort study analyzed data from 1,040 patients with LAGC who underwent radical surgical resection between January 2010 and December 2019. Peripheral blood metabolic indicators, including low-density lipoprotein/high-density lipoprotein (LHR), cholesterol/high-density lipoprotein (TCHR), triglycerides/high-density lipoprotein (TGHR), and triglycerides × fasting blood glucose (TyG), were used to assess metabolic status. Multivariable regression and survival analysis were performed to assess the prognostic value of these markers. A nomogram combining metabolic markers and clinical factors was developed and validated for predicting postoperative recurrence. Results High levels of LHR, TCHR, TGHR, and TyG were significantly associated with increased risk of postoperative recurrence in LAGC patients (P < 0.001). Multivariable analysis identified TNM stage, pathological type, systemic immune inflammation index (SII), and metabolic score as independent predictors of recurrence. A predictive model incorporating these factors demonstrated superior performance compared to clinical features alone, with an area under the curve (AUC) of 0.867 (95% CI: 0.836-0.897) in the training set, 0.887 (95% CI: 0.844-0.929) in internal validation set, 0.859 (95% CI: 0.817-0.899) in the external validation set. Patients with high metabolic scores had significantly worse overall survival (OS) and disease-free survival (DFS), further supporting the model's prognostic value. Conclusions Peripheral blood metabolic markers, particularly LHR, TCHR, TGHR, and TyG, are valuable predictors of postoperative recurrence in LAGC patients. The combined predictive model, integrating metabolic markers and clinical features, provides an effective tool for personalized risk stratification and may assist in optimizing postoperative management in LAGC.
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Affiliation(s)
- Ning Meng
- Department of General Surgery, Shijiazhuang People’s Hospital, Shijiazhuang, Hebei, China
| | - Zhiqiang Wang
- Department of General Surgery, Shijiazhuang People’s Hospital, Shijiazhuang, Hebei, China
| | - Yaqi Peng
- Basic College, Hebei Medical University, Shijiazhuang, Hebei, China
| | - Xiaoyan Wang
- Department of General Surgery, Shijiazhuang People’s Hospital, Shijiazhuang, Hebei, China
| | - Wenju Yue
- Department of General Surgery, Shijiazhuang People’s Hospital, Shijiazhuang, Hebei, China
| | - Le Wang
- Department of General Surgery, Shijiazhuang People’s Hospital, Shijiazhuang, Hebei, China
| | - Jingxia Lv
- The Third Department of Surgery, The Fourth Hospital of Hebei Medical University, Shijiazhuang, China
- Hebei Key Laboratory of Precision Diagnosis and Comprehensive Treatment of Gastric Cancer, The Fourth Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
- Big Data Analysis and Mining Application for Precise Diagnosis and Treatment of Gastric Cancer, Hebei Provincial Engineering Research Center, Shijiazhuang, China
| | - Wenqian Ma
- Hebei Key Laboratory of Precision Diagnosis and Comprehensive Treatment of Gastric Cancer, The Fourth Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
- Big Data Analysis and Mining Application for Precise Diagnosis and Treatment of Gastric Cancer, Hebei Provincial Engineering Research Center, Shijiazhuang, China
- Department of Endoscopy, The Fourth Hospital of Hebei Medical University, Shijiazhuang, China
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Obrador de Hevia J, López-González ÁA, Ramírez-Manent JI, Paublini H, Tárraga López PJ, Martorell Sánchez C, Riutord-Sbert P. Association Between Alcohol Consumption, Other Healthy Habits and Sociodemographic Variables and the Values of Different Insulin Resistance Risk Scales in 139,634 Spanish Workers. Healthcare (Basel) 2025; 13:921. [PMID: 40281870 PMCID: PMC12026883 DOI: 10.3390/healthcare13080921] [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: 03/18/2025] [Revised: 04/09/2025] [Accepted: 04/14/2025] [Indexed: 04/29/2025] Open
Abstract
Background: Alcohol consumption is a major public health concern, influencing metabolic health and insulin resistance (IR). While moderate alcohol intake has been associated with potential metabolic benefits, excessive consumption is linked to IR and related disorders. This study examines the association between sociodemographic variables, health habits, and IR risk using validated metabolic indices. Methods: A dual-phase study was conducted, including a cross-sectional analysis of 139,634 Spanish workers and a retrospective longitudinal follow-up of 40,431 participants (2009-2019). Data on sociodemographic factors (age, sex and socioeconomic status) and health habits (smoking, alcohol consumption, diet and physical activity) were collected through standardized occupational health assessments. IR risk was assessed using the Triglyceride-Glucose Index (TyG), Metabolic Score for Insulin Resistance (METS-IR), and Single-Point Insulin Sensitivity Estimator (SPISE-IR). Binary logistic regression was used for statistical analysis. Results: Age, male sex, lower socioeconomic status, smoking, alcohol consumption, physical inactivity and low adherence to the Mediterranean diet were significantly associated with higher IR risk across all indices (p < 0.001). Alcohol consumption exhibited a dose-dependent relationship with IR, with excessive intake significantly increasing the risk of IR. Longitudinal data revealed a worsening IR profile over time, particularly among older, low-income and physically inactive individuals. Conclusions: Sociodemographic factors and lifestyle habits strongly influence IR. Preventive strategies focused on reducing alcohol consumption, smoking cessation and promoting physical activity and dietary improvements are essential to mitigate the risk of IR, especially in vulnerable populations. Further longitudinal studies are needed to establish causal relationships and refine intervention strategies.
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Affiliation(s)
- Joan Obrador de Hevia
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
| | - Ángel Arturo López-González
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
- Faculty of Dentistry, ADEMA-UIB University School, 07009 Palma, Spain
- Balearic Islands Health Service, 07003 Palma, Spain
- Balearic Islands Health Research Institute Foundation (IDISBA), 07004 Palma, Spain
| | - José Ignacio Ramírez-Manent
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
- Balearic Islands Health Service, 07003 Palma, Spain
- Balearic Islands Health Research Institute Foundation (IDISBA), 07004 Palma, Spain
- Faculty of Medicine, University of the Balearic Islands, 07122 Palma, Spain
| | - Hernán Paublini
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
- Faculty of Dentistry, ADEMA-UIB University School, 07009 Palma, Spain
| | | | - Cristina Martorell Sánchez
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
| | - Pere Riutord-Sbert
- ADEMA-Health Group, University Institute of Health Sciences (IUNICS), 07120 Palma, Spain; (J.O.d.H.); (J.I.R.-M.); (H.P.); (C.M.S.); (P.R.-S.)
- Faculty of Dentistry, ADEMA-UIB University School, 07009 Palma, Spain
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Zhang YS, Shi R, Jiang YN, Gao Y, Jiang Y, Wang J, Li WR, Li JK, Yang ZG, Li Y. The association between the triglyceride-glucose index and vulnerable plaques in patients with type 2 diabetes mellitus: insights from coronary computed tomography angiography. Cardiovasc Diabetol 2025; 24:169. [PMID: 40241069 PMCID: PMC12004695 DOI: 10.1186/s12933-025-02673-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2024] [Accepted: 03/05/2025] [Indexed: 04/18/2025] Open
Abstract
BACKGROUND The triglyceride‒glucose index (TyG index) has been verified to be a useful predictor of insulin resistance (IR), and is associated with the occurrence of acute coronary syndrome (ACS). However, the effect of the TyG index on vulnerable plaques (VP), which were identified when at least two high-risk features are present within the same lesion, in type 2 diabetes mellitus (T2DM) patients is not fully understood. This study aimed to explore the association between the TyG index and the presence of VP. METHODS We retrospectively enrolled 2056 T2DM patients who underwent coronary computed tomography angiography (CCTA) examinations at West China Hospital from February 2017 to February 2022. These patients were divided into four groups on the basis of the quartiles of the TyG index. The high-risk coronary plaque features, vulnerable plaques, plaque type, coronary artery stenosis, segment involvement score (SIS), segment stenosis score (SSS) and multivessel disease (MVD) based on CCTA data were evaluated and compared among the four groups. RESULTS Patients with a higher TyG index had more noncalcified and mixed plaques, high-risk plaque features, vulnerable plaques and fewer calcified plaques (P < 0.05 for all). The proportion of patients with high-risk plaque features, including low-attenuation noncalcified plaques, positive remodeling and "napkin ring" sign was associated with the TyG index (P for trend < 0.05 for all). Multivariate analysis revealed that the TyG index was significantly associated with vulnerable plaques in T2DM patients [OR = 1.23 (95% CI 1.00-1.51), P = 0.046]. Subgroup analysis revealed that the association between the TyG index and vulnerable plaques varied with age and the prevalence of cardiovascular (CVD) symptoms, even after controlling for confounding factors (P for interaction < 0.05 for both). CONCLUSION The TyG index was independently associated with vulnerable plaques of the coronary artery among patients with T2DM. The TyG index could be regarded as a marker to reduce the incidence of cardiovascular events in the targeted population of T2DM patients.
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Affiliation(s)
- Yu-Shan Zhang
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Rui Shi
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Yi-Ning Jiang
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Yue Gao
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Yu Jiang
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Jin Wang
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Wen-Rong Li
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Jia-Ke Li
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China
| | - Zhi-Gang Yang
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China.
| | - Yuan Li
- Department of Radiology, West China Hospital, Sichuan University, 37# Guo Xue Xiang, Chengdu, 610041, Sichuan, China.
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Wang B, Li L, Tang Y, Ran X. Joint association of triglyceride glucose index (TyG) and body roundness index (BRI) with stroke incidence: a national cohort study. Cardiovasc Diabetol 2025; 24:164. [PMID: 40241070 PMCID: PMC12004739 DOI: 10.1186/s12933-025-02724-6] [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: 02/07/2025] [Accepted: 04/04/2025] [Indexed: 04/18/2025] Open
Abstract
BACKGROUND Insulin resistance (IR), as quantified by the triglyceride glucose (TyG) index, and visceral obesity, as assessed by the body roundness index (BRI), have been identified as pivotal risk factors for stroke. However, the combined impact of these two indicators on stroke risk has not been thoroughly investigated. This study aims to investigate both the separate and combined associations, as well as potential interactions, between the TyG index and/or BRI with respect to stroke incidence. METHODS This cohort study encompassed 6621 respondents who were free of stroke at baseline from the China Health and Retirement Longitudinal Study (CHARLS). Participants were categorized based on the median values of the TyG index or/and BRI. Cox proportional hazards regression models were employed to examine the associations between the TyG index alone, BRI alone, and their combined effects on stroke incidence. Both additive and multiplicative interaction effects were further estimated. RESULTS Among 6621 participants aged 45 years or older, the mean (SD) age was 58.06 (8.57) years, with 2951 (44.6%) being male. During a follow-up period of up to 9 years, 743 individuals experienced stroke events. Compared to participants with low TyG index and low BRI, the adjusted hazard ratios (HRs) were as follows: 1.36 (95% confidence interval [CI] 1.05-1.75) for high TyG index alone, 1.61 (95% CI 1.27-2.05) for high BRI alone, and 1.78 (95% CI 1.40-2.26) for high TyG index and high BRI. Neither additive nor multiplicative interactions between BRI and TyG for incident stroke were statistically significant. The combination of TyG and BRI enhanced the predictive capability for stroke compared to either biomarker alone. CONCLUSION We discovered that both the TyG index and BRI are strongly associated with stroke incidence. The joint assessment of TyG and BRI enhances the predictive capability for stroke, underscoring the critical role of IR and visceral adiposity in the identification and screening of stroke risk.
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Affiliation(s)
- Bingxue Wang
- Department of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, China
- Innovation Research Center for Diabetic Foot, DiabeticFootCareCenter, West China Hospital of Sichuan University, Chengdu, China
| | - Liying Li
- Department of Cardiology, Fuwai Yunnan Cardiovascular Hospital, Kunming, China
| | - Ying Tang
- Department of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, China
- Innovation Research Center for Diabetic Foot, DiabeticFootCareCenter, West China Hospital of Sichuan University, Chengdu, China
| | - Xingwu Ran
- Department of Endocrinology and Metabolism, West China Hospital of Sichuan University, Chengdu, China.
- Innovation Research Center for Diabetic Foot, DiabeticFootCareCenter, West China Hospital of Sichuan University, Chengdu, China.
- Center for High Altitude Medicine, West China Hospital, Sichuan University, Chengdu, China.
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Qin Y, Ye JJ, Wu XN, Xia Y, Li HX, Yang L, Deng X, Yuan GY. Association between weight-adjusted waist index and carotid atherosclerotic plaque in patients with type 2 diabetes in the Chinese population. Diabetol Metab Syndr 2025; 17:129. [PMID: 40235002 PMCID: PMC12001442 DOI: 10.1186/s13098-025-01685-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2024] [Accepted: 03/30/2025] [Indexed: 04/17/2025] Open
Abstract
PURPOSE The purpose of this study is to investigate the relationship between the weight-adjusted waist index (WWI) and the incidence of carotid atherosclerotic plaque in patients with type 2 diabetes (T2DM) in the Chinese population. METHODS A retrospective cross sectional analysis was conducted on data from 801 adult patients from May 2018 to January 2024. Spearman's correlation analysis was used to determine the correlation between WWI and carotid atherosclerotic plaque and analyzed the factors influencing carotid atherosclerotic plaque through binary logistic regression. Additionally, the area under the receiver operating characteristic (ROC) curve (AUC) was calculated to analyze the optimal cut-off point for WWI to predict carotid atherosclerotic plaque. RESULTS Compared with the non-carotid atherosclerotic plaque group, the incidence of hypertension, systolic blood pressure, in the carotid atherosclerotic plaque group were higher than in the non-carotid plaque group(P < 0.05). Correlation analysis showed that WWI was positively correlated with carotid atherosclerotic plaque (r = 0.263)(P < 0.05). Binary logistic regression analysis showed that WWI was an independent risk factor for carotid atherosclerotic plaque in patients with T2DM. The ROC curve analysis for the WWI yielded an AUC of 0.65 (95% CI = 0.611-0.69, P < 0.05) for predicting the presence of carotid atherosclerotic plaque. CONCLUSION WWI was independently associated with the occurrence of carotid atherosclerotic plaque in patients with T2DM. Given its simplicity and widespread use, WWI emerges as a novel and practical predictor for assessing the risk of developing carotid atherosclerotic plaque in Chinese patients with T2DM.
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Affiliation(s)
- Yu Qin
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Jing-Jing Ye
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Xu-Nan Wu
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Yue Xia
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Hao-Xiang Li
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Ling Yang
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China
| | - Xia Deng
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China.
| | - Guo-Yue Yuan
- Department of Endocrinology, Affiliated Hospital of Jiangsu University, Zhenjiang, 212000, China.
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Woodiwiss AJ, Norton GR, Libhaber CD, Sareli P, Dessein PHC. Differential Association Between Ten Indices of Insulin Resistance and End-Organ Damage in a Community of African Ancestry in Africa. J Clin Med 2025; 14:2703. [PMID: 40283533 PMCID: PMC12027772 DOI: 10.3390/jcm14082703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2025] [Revised: 04/07/2025] [Accepted: 04/11/2025] [Indexed: 04/29/2025] Open
Abstract
Objective: Various insulin resistance (IR) indices have been developed to assess cardiovascular (CVS) risk. We compared the association between ten IR indices and cardiac, renal, and vascular end-organ measures in a predominantly young (age 45.0 ± 18.3 years) South African Black population. Methods: We assessed the relationships between ten IR indices (homeostatic model assessment for IR [HOMA-IR], quantitative insulin sensitivity check index [QUICKI], metabolic score for IR [METS-IR], triglyceride-glucose index [TyG], TyG-body mass index [TyG-BMI], TyG-waist circumference [TyG-WC], TyG-waist-to-height ratio [TyG-WHtR], triglyceride to high-density cholesterol concentration [TyG-HDL], lipid accumulation product [LAP], visceral adiposity index [VAI]) and end-organ measures in 779 community participants of African ancestry. Results: HOMA-IR and QUICKI were the only IR indices consistently associated with end-organ measures (left ventricular [LV] mass index, p ≤ 0.005; LV relative wall thickness, p < 0.0001; early-to-late mitral velocity, p ≤ 0.01; E/e', p ≤ 0.002; e', p < 0.0001; pulse wave velocity, p = 0.036 (HOMA-IR only); glomerular filtration rate [GFR], p < 0.0001), independent of confounders. Furthermore, HOMA-IR was consistently higher, and QUICKI lower, in those with compared to those without end-organ damage (LV hypertrophy [p ≤ 0.03], concentric LV [p < 0.03], and reduced GFR [p ≤ 0.008]), independent of confounders. Importantly, the associations between HOMA-IR or QUICKI and end-organ measures were independent of additional CVS risk factors, including adiposity measures, and were replicated in the participants without diabetes mellitus (n = 669) and in the participants without high blood pressure (n = 505). Conclusions: In a predominantly young community of African ancestry, of ten recommended IR indices, only HOMA-IR and QUICKI were consistently associated with end-organ damage independent of CVS risk factors.
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Affiliation(s)
- Angela J. Woodiwiss
- Cardiovascular Pathophysiology and Genomics Research Unit, Department of Physiology, School of Biomedical Sciences, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2193, South Africa (P.H.C.D.)
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Tao S, Yu L, Li J, Wu J, Huang X, Xie Z, Xue T, Li Y, Su L. Insulin resistance quantified by estimated glucose disposal rate predicts cardiovascular disease incidence: a nationwide prospective cohort study. Cardiovasc Diabetol 2025; 24:161. [PMID: 40223076 PMCID: PMC11995552 DOI: 10.1186/s12933-025-02672-1] [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: 11/27/2024] [Accepted: 03/04/2025] [Indexed: 04/15/2025] Open
Abstract
BACKGROUND Insulin resistance (IR) is an important pathologic component in the occurrence and development of cardiovascular disease (CVD). The estimated glucose disposal rate (eGDR) is a measure of glucose handling capacity, that has demonstrated utility as a reliable marker of IR. The study aimed to determine the predictive utility of IR assessed by eGDR for CVD risk. METHODS This nationwide prospective cohort study utilized data of 6416 participants from the China Health and Retirement Longitudinal Study (CHARLS) who were free of CVD but had complete data on eGDR at baseline. The Boruta algorithm was performed for feature selection. Multivariate Cox proportional hazards regression models and restricted cubic spline (RCS) analysis were conducted to examine the associations between eGDR and CVD, and the results were expressed with hazard ratio (HR) and 95% confidence interval (CI) values. The area under the receiver operating characteristic (ROC) curve (AUC), calibration curve, Hosmer-Lemeshow test, net reclassification improvement (NRI), and decision curve analysis (DCA) were employed to evaluate the clinical efficacy of eGDR in identifying CVD. Subgroup analysis was performed to explore the potential association of with CVD in different populations. RESULTS During a median follow-up of 106.5 months, 1339 (20.87%) incident CVD cases, including 1025 (15.96%) heart disease and 439 (6.84%) stroke, were recorded from CHARLS. The RCS curves demonstrated a significant and linear relationship between eGDR and all endpoints (all P for nonlinear > 0.05). After multivariate adjustment, the lower eGDR levels were found to be significantly associated with a greater prevalence of CVD. Compared to the lowest quartile, the highest eGDR quartile was associated with a decreased risk of CVD (HR 0.686, 95% CI 0.545-0.862). When assessed as a continuous variable, individuals with a unit increasement in eGDR was related to a 21.2% (HR 0.788, 95% CI 0.669-0.929) lower risk of CVD, a 18.3% (HR 0.817, 95% CI 0.678-0.985) decreased risk of heart disease, and 39.5% (HR 0.705, 95% CI 0.539-0.923) lower risk of stroke. The eGDR had an excellent predictive performance according to the results of ROC (AUC = 0.712) and χ2 likelihood ratio test (χ2 = 4.876, P = 0.771). NRI and DCA analysis also suggested the improvement from eGDR to identify prevalent CVD and the favorable clinical efficacy of the multivariate model. Subgroup analysis revealed that the trend in incident CVD risk were broadly consistent with the main results across subgroups. CONCLUSION A lower level of eGDR was found to be associated with increased risk of incident CVD, suggesting that eGDR may serve as a promising and preferable predictor for CVD.
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Affiliation(s)
- Shiyi Tao
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, 100029, China
| | - Lintong Yu
- Graduate School, Beijing University of Chinese Medicine, Beijing, 100029, China
| | - Jun Li
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China.
| | - Ji Wu
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Xuanchun Huang
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Zicong Xie
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Tiantian Xue
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Yonghao Li
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, 100029, China
| | - Lilan Su
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
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Chen T, Zheng W, Zhang Y, Xu Q. The relationship between triglyceride-glucose index and serum neurofilament light chain: Findings from NHANES 2013-2014. PLoS One 2025; 20:e0321226. [PMID: 40208889 PMCID: PMC11984729 DOI: 10.1371/journal.pone.0321226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 03/03/2025] [Indexed: 04/12/2025] Open
Abstract
BACKGROUND The Triglyceride-Glucose (TyG) index has become a reliable indicator for evaluating the level of insulin resistance, a pivotal factor in both metabolic and neurodegenerative disorders. Serum neurofilament light chain (sNfL) serves as a responsive biomarker for detecting neuroaxonal injury. Despite this, the interplay between the TyG index and sNfL levels has not been sufficiently investigated. The aim of this research is to scrutinize the correlation between TyG index and sNfL levels across a substantial, population-based cohort. METHODS Our study involved an examination of the dataset from the 2013-2014 round of the National Health and Nutrition Examination Survey (NHANES), encompassing a total of 2029 enrolled subjects. The TyG index was calculated using fasting triglycerides and glucose levels. Multivariable linear regression models were conducted to evaluate the relationship between TyG index and sNfL levels, adjusting for potential confounders such as age, sex, race, BMI, hypertension, stroke, congestive heart failure, alcohol consumption and NHHR (Non-High-Density Lipoprotein Cholesterol to High-Density Lipoprotein Cholesterol Ratio). Nonlinear associations were investigated using regression models based on restricted cubic splines (RCS). RESULTS Both the unadjusted and adjusted regression analyses revealed a substantial positive correlation between the TyG index and ln-sNfL levels. After accounting for all covariates, each unit increase in the TyG index was associated with a 0.15 (95% CI: 0.02-0.27, p = 0.04) increase in ln-sNfL levels. RCS analysis revealed a nonlinear relationship, with a threshold around a TyG index value of 9.63, beyond which ln-sNfL levels increased more rapidly. The association was consistent across subgroups. CONCLUSION Our study links higher TyG index with increased sNfL levels, indicating insulin resistance's role in neuroaxonal injury. The nonlinear relationship implies a heightened risk of neurodegeneration beyond a certain insulin resistance threshold. This underscores the need for early metabolic interventions to prevent neurodegenerative processes.
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Affiliation(s)
- Tong Chen
- Department of Neurology, Xuzhou Central Hospital, Xuzhou, Jiangsu, China
| | - Wei Zheng
- Department of Neurology, Xuzhou Central Hospital, Xuzhou, Jiangsu, China
| | - Yan Zhang
- Department of Outpatient, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Qian Xu
- Department of Neurology, Xuzhou Central Hospital, Xuzhou, Jiangsu, China
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Yang X, Zhang F, Zhang B, Qi H, Xie Y, Peng W, Li B, Wen F, Li P, Sun Y, Qu A, Zhang L. Associations of Metabolites Related Salt Sensitivity of Blood Pressure and Essential Hypertension in Chinese Population: The EpiSS Study. Nutrients 2025; 17:1289. [PMID: 40219046 PMCID: PMC11990569 DOI: 10.3390/nu17071289] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2025] [Revised: 04/03/2025] [Accepted: 04/03/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND Salt sensitivity of blood pressure (SSBP) is an important risk factor for essential hypertension and cardiovascular diseases, and its metabolic mechanisms remain poorly understood. This study aimed to identify SSBP-associated metabolic biomarkers and investigate their potential mediating role in the SSBP-hypertension pathophysiology. METHODS Based on the Systematic Epidemiological Study of Salt Sensitivity (EpiSS) conducted in 2014-2016, we performed a case-control study involving 54 matched pairs of participants classified as salt-sensitive or salt-resistant with targeted metabolomics detected. Multivariable logistic regression analyses were conducted to assess the metabolites associations with SSBP and hypertension. The diagnostic performance of the model was evaluated using the receiver operating characteristic curve (ROC) analysis yielded an area under the curve (AUC) value, sensitivity, and specificity. Furthermore, the potential mediating effects of targeted metabolites on the relationship between SSBP and essential hypertension were explored. RESULTS Three metabolites demonstrated significant SSBP associations: L-Glutamine (OR = 0.998; 95% CI: 0.997, 0.999), PC (16:1/14:0) (OR = 1.039; 95% CI: 1.003, 1.077), and ChE (22:4) (OR = 1.115; 95% CI: 1.002, 1.240). Among them, L-Glutamine demonstrated the highest diagnostic efficiency for SSBP (AUC = 0.766; 95% CI: 0.677, 0.855). The combined model of the three metabolites slightly improved diagnostic efficiency (AUC = 0.788; 95% CI: 0.703, 0.874). L-Glutamine and Cer (d18:0/24:1) were identified as potential protective factors against essential hypertension (p < 0.05). Mediation analyses further indicated that L-Glutamine partially mediated the relationship between SSBP and essential hypertension, demonstrating a suppressive effect. CONCLUSIONS This study identified L-Glutamine as both a diagnostic biomarker for SSBP and a metabolic modulator attenuating hypertension risk, providing insights for early SSBP screening and the pathways governing SSBP progression to overt hypertension.
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Affiliation(s)
- Xiaojun Yang
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Fengxu Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
- Health Management Center, Beijing Aerospace General Hospital, Beijing 100076, China
| | - Bowen Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Han Qi
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Yunyi Xie
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Wenjuan Peng
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Bingxiao Li
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Fuyuan Wen
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Pandi Li
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Yuan Sun
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Aibin Qu
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
| | - Ling Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, and Beijing Key Laboratory of Environment and Aging, Beijing 100069, China; (X.Y.); (F.Z.); (B.Z.); (H.Q.); (Y.X.); (W.P.); (B.L.); (F.W.); (P.L.); (Y.S.); (A.Q.)
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Lin M, Chen X, Wu M, Xiao J, Li S, Tang H, Tan X, Chen Y. Interactive effects of abdominal obesity and insulin resistance on cardiometabolic risk. REVISTA ESPANOLA DE CARDIOLOGIA (ENGLISH ED.) 2025:S1885-5857(25)00112-4. [PMID: 40194760 DOI: 10.1016/j.rec.2025.03.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 03/17/2025] [Indexed: 04/09/2025]
Abstract
INTRODUCTION AND OBJECTIVES Both abdominal obesity (AO) and insulin resistance (IR) are predictors of cardiometabolic disease (CMD). We aimed to evaluate the temporal relationship between AO and IR and their combined effect on CMD risk. METHODS A nationally representative cohort of 9234 participants was included, with a maximum follow-up of 9 years. The triglyceride-glucose (TyG) index was calculated as an indicator of IR, and AO was measured by waist circumference (WC). Cox regression was applied to evaluate the combined effect of AO and TyG on CMD risk, including hypertension, diabetes, heart disease, and stroke. A cross-lagged panel model was used to examine the temporal relationship. Multiplicative and additive interactions between AO and insulin resistance, as well as the mediating effect of TyG, were assessed. RESULTS Individuals concurrently with AO and higher TyG (≥8.6 [median]) had the highest risk of hypertension (HR,1.46; 95%CI, 1.25-1.69), diabetes (HR, 1.99; 95%CI, 1.65-2.41), and stroke (HR, 1.76; 95%CI, 1.22-1.94). A biological interaction between AO and IR on diabetes was observed, with the attributable proportion due to interaction being 29%. There was a bidirectional temporal relationship between WC and TyG, and the effect of WC on TyG was more prominent than vice versa. High TyG had a mediating effect on the association of AO with hypertension (19%), diabetes (25%), and stroke (24%). CONCLUSIONS The findings reveal a temporal relationship between AO and IR, their combined effect on hypertension, diabetes, and stroke, and the mediating role of IR. Strategies simultaneously targeting both factors should be emphasized for the primary prevention of CMD.
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Affiliation(s)
- Mengyue Lin
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China; Human Phenome Institute of Shantou University Medical College, Guangdong Engineering Research Centre of Human Phenome, Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, Guangdong, China; Clinical Medical Research Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Xiaocong Chen
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Muli Wu
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Jiaxin Xiao
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Shaobin Li
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Haoxian Tang
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China
| | - Xuerui Tan
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China; Human Phenome Institute of Shantou University Medical College, Guangdong Engineering Research Centre of Human Phenome, Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, Guangdong, China; Clinical Medical Research Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.
| | - Yequn Chen
- Department of Cardiology, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China; Human Phenome Institute of Shantou University Medical College, Guangdong Engineering Research Centre of Human Phenome, Chemistry and Chemical Engineering Guangdong Laboratory, Shantou, Guangdong, China; Clinical Medical Research Center, First Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.
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Mo D, Zhang P, Wang M, Guan J, Dai H. Associations of the triglyceride-glucose index with short-term mortality in patients with cardiogenic shock: a cohort study. Lipids Health Dis 2025; 24:130. [PMID: 40186173 PMCID: PMC11969958 DOI: 10.1186/s12944-025-02548-z] [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: 02/17/2025] [Accepted: 03/21/2025] [Indexed: 04/07/2025] Open
Abstract
BACKGROUND Cardiogenic shock (CS) is a severe cardiac disorder with a high mortality rate. The triglyceride-glucose (TyG) index, a biomarker of insulin resistance, is associated with cardiovascular disease-related mortality. This study aimed to investigate the association between the TyG index and mortality in patients with CS. METHODS This retrospective cohort study analyzed 727 patients with CS from the Medical Information Mart for Intensive Care IV database. The TyG index was calculated as follows: ln[triglycerides (mg/dL) × fasting blood glucose (mg/dL)/2]. Outcomes included 28-day intensive care unit (ICU) mortality and 28-day in-hospital mortality. Kaplan-Meier survival curve models and Cox proportional hazards regression models were used to evaluate the prognostic significance of the TyG index. Receiver Operating Characteristic (ROC) curve analysis was used to determine the predictive efficacy of the TyG index for mortality. Subgroup analyses were conducted to determine the association between the TyG index and mortality across different groups. RESULTS Non-survivors had a significantly higher TyG index (ICU: 9.30 vs. 9.13, p = 0.008; in-hospital: 9.29 vs. 9.13, p = 0.004). Adjusted Cox models showed that each 1-unit increase in the TyG index increased ICU mortality risk by 24% (hazard ratio [HR] = 1.24, 95% confidence interval [CI]:1.04-1.48; p = 0.015) and in-hospital mortality by 44% (HR = 1.44, 95% CI:1.11-1.88; p = 0.007). The Quartile 4 TyG index ICU mortality was increased by 77% (HR = 1.77, 95% CI:1.09-2.89) compared to that for Quartile 1 and in-hospital mortality was increased by 61% (HR = 1.61, 95% CI:1.08-2.38). The area under the ROC curve (AUROC) showed a modest standalone predictive ability of 0.56, but when combined with clinical variables, the AUROC improved to 0.80 (ICU) and 0.78 (in-hospital). Subgroup analyses identified stronger associations in patients ≥ 60 years, females, non-septic, and those with acute myocardial infarction or heart failure. CONCLUSIONS The TyG index is significantly associated with short-term mortality in patients with CS and may serve as a useful biomarker for risk stratification. TRIAL REGISTRATION Not applicable.
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Affiliation(s)
- Degang Mo
- School of Medicine, Qingdao University, Qingdao, 266000, China
- Department of Cardiology, Qingdao Municipal Hospital, No.5 Donghai Middle Road, Qingdao, 266071, China
| | - Peng Zhang
- School of Medicine, Qingdao University, Qingdao, 266000, China
- Department of Cardiology, Qingdao Municipal Hospital, No.5 Donghai Middle Road, Qingdao, 266071, China
| | - Mengmeng Wang
- School of Medicine, Qingdao University, Qingdao, 266000, China
| | - Jun Guan
- Department of Cardiology, Qingdao Municipal Hospital, No.5 Donghai Middle Road, Qingdao, 266071, China.
| | - Hongyan Dai
- Department of Cardiology, Qingdao Municipal Hospital, No.5 Donghai Middle Road, Qingdao, 266071, China.
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Tian J, Dong Y, Xu Z, Ke J, Xu H. Association between triglyceride glucose-body mass index and 365-day mortality in patients with critical coronary heart disease. Front Endocrinol (Lausanne) 2025; 16:1513898. [PMID: 40255500 PMCID: PMC12006011 DOI: 10.3389/fendo.2025.1513898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Accepted: 03/17/2025] [Indexed: 04/22/2025] Open
Abstract
Objectives The aim of this study was to analyze the association between TyG-BMI and 365-day mortality in critically ill patients with CHD. Methods Patient data were extracted from the MIMIC-IV database. All patients were categorized into 3 groups based on TyG-BMI index: Low TyG-BMI index group, Medium TyG-BMI index group, and High TyG-BMI index group. Outcomes included primary and secondary outcomes, with the primary outcome being 365-day mortality and the secondary outcomes being hospital survival, intensive care unit (ICU) survival, and 28-day, 90-day, and 180-day mortality. The Kaplan-Meier survival curves were used to compare the outcomes of the three groups. The relationship between TyG-BMI index and 365-day mortality was assessed using multivariate Cox proportional risk regression models and restricted cubic spline curves (RCS). Results 889 critically ill patients with CHD were analyzed. Among them, 600 (67.50%) were male patients with a mean age of 68.37 years and 289 (32.50%) were female patients with a mean age of 73.91 years. Patients with a medium TyG-BMI index had the best 365-day prognostic outcome and the highest survival rate compared with patients in the Low and High TyG-BMI index groups [201 (67.68%) vs. 166 (56.08%), 188 (63.51%); P=0.013]. After fully adjusted modeling analysis, the hazard ratio (HR) for 365-day mortality was found to be 0.71 (95% CI 0.54-0.93, P=0.012) for the Medium TyG-BMI index group. Meanwhile, RCS analysis showed an L-shaped relationship between TyG-BMI index and 365-day mortality. Conclusions The TyG-BMI index is significantly associated with 365-day mortality in patients with severe CHD.
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Affiliation(s)
| | | | | | | | - Hongyang Xu
- Department of Critical Care Medicine, The Affiliated Wuxi People’s Hospital of
Nanjing Medical University, Wuxi People’s Hospital, Wuxi Medical Center, Nanjing Medical University, Wuxi, Jiangsu, China
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Schneider S, Biggerstaff D, Barber TM. Dietary Guidelines Post Kidney Transplant: Is This the Missing Link in Recovery and Graft Survival? Transpl Int 2025; 38:14288. [PMID: 40248508 PMCID: PMC12004285 DOI: 10.3389/ti.2025.14288] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2025] [Accepted: 03/11/2025] [Indexed: 04/19/2025]
Abstract
The physiology of a transplanted kidney is affected from the moment it is separated from the donor. The risk of complications arising from surgery are highly associated with ischemic-reperfusion injury (IRI) due to the effects of hypoxia and oxidative stress during the procurement, preservation and reperfusion procedures. Hypoxia promotes the formation of reactive oxygen species (ROS) and it seems apparent that finding ways of optimising the metabolic milieu for the transplanted kidney would improve recovery and graft survival. Studies have demonstrated the benefits of nutrition and antioxidant compounds in mitigating the disturbance of energy supply to cells post-transplant and at improving long-term graft survival. Particularly in patients who may be nutritionally deficient following long-term dialysis. Despite the high incidence of allograft failure, a search of the literature and grey literature reveals no medical nutriti on therapy guidelines on beneficial nutrient intake to aid transplant recovery and survival. This narrative review aims to summarise current knowledge of specific macro and micronutrients and their effect on allograft recovery and survival in the perioperative period, up to 1-year post transplant, to optimise the metabolic environment and mitigate risk to graft injury.
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Affiliation(s)
- Suzanne Schneider
- Directorate Applied Health, Warwick Medical School, University of Warwick, Coventry, United Kingdom
| | - Deborah Biggerstaff
- Directorate Applied Health, Warwick Medical School, University of Warwick, Coventry, United Kingdom
| | - Thomas M. Barber
- Division of Biomedical Sciences, Warwick Medical School, University of Warwick, Coventry, United Kingdom
- Warwickshire Institute for the Study of Diabetes, Endocrinology and Metabolism, University Hospitals Coventry and Warwickshire, Coventry, United Kingdom
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Kan F, Yang Z, Bao D, Tang M, Ji N. Association between triglyceride-glucose index and all-cause mortality in patients with congestive heart failure and atrial fibrillation. Front Cardiovasc Med 2025; 12:1476815. [PMID: 40248255 PMCID: PMC12003276 DOI: 10.3389/fcvm.2025.1476815] [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: 08/06/2024] [Accepted: 03/18/2025] [Indexed: 04/19/2025] Open
Abstract
Background The role of the triglyceride-glucose (TyG) index in critically ill patients with congestive heart failure (CHF) and atrial fibrillation (AF), requiring intensive care unit (ICU) admission, remains unclear. This study aimed to investigate the association between the TyG index and the clinical prognosis of critically ill patients with CHF and AF. Methods This retrospective observational cohort study utilized data from the Medical Information Mart for Intensive Care-IV (MIMIC IV2.2) database. Participants were categorized into four groups based on TyG index level. The primary outcome was hospital all-cause mortality. Multivariable logistic proportional regression analysis and restricted cubic spline regression were employed to assess the TyG index's association with hospital mortality in patients with CHF and AF. Sensitivity analysis included determining the TyG index's feature importance through subgroup analysis in different subgroups. Results A total of 787 patients were included in the study, with hospital and ICU mortalities of 14.2% and 8.3%, respectively. Multivariate logistic regression analysis demonstrated that the TyG index was independently associated with an increased risk of hospital mortality (odds ratio (OR), 1.59 [95% confidence interval (CI) 1.15-2.19], P = 0.005) and ICU mortality [OR 1.9; (95% CI 1.28-2.83), P = 0.001] after adjusting for confounders. The restricted cubic spline regression model indicated a linear increase in the risks of in-hospital and ICU mortality with a higher TyG index. Sensitivity analysis revealed consistent effect sizes and directions in different subgroups, ensuring result stability. Conclusions The results of our study suggest a significant association between the TyG index and hospital and ICU all-cause mortality in critically ill patients with CHF and AF. This finding implies that the TyG index could potentially serve as a valuable tool for identifying patients with CHF and AF at an elevated risk of all-cause mortality.
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Affiliation(s)
| | | | | | | | - Ningning Ji
- Department of Cardiology, Yiwu Central Hospital, The Affiliated Yiwu Hospital of Wenzhou Medical University, Yiwu, Zhejiang, China
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Zuo Z, Zhou Z, Liu Q, Shi R, Wu T. Joint association of the triglyceride-glucose index and stress hyperglycemia ratio with incidence and mortality risks of new-onset atrial fibrillation during sepsis: a retrospective cohort study. Cardiovasc Diabetol 2025; 24:149. [PMID: 40176089 PMCID: PMC11966863 DOI: 10.1186/s12933-025-02709-5] [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: 02/12/2025] [Accepted: 03/25/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index and stress hyperglycemia ratio (SHR) have been linked to the cardiovascular risks in critical ill patients. However, little is known about the predictive power of the TyG index, SHR and their combination on the incidence and mortality risks of new-onset atrial fibrillation (NOAF) in patients with sepsis. METHOD This retrospective study included patients from the Medical Information Mart for Intensive Care (MIMIC)-IV database. Primary outcomes were defined as the incidence and 360-day mortality of in-hospital NOAF among patients with sepsis. Logistic model, Cox proportional hazard model, Kaplan-Meier analysis and receiver-operating characteristic (ROC) were performed to explore the association between the indices and clinical outcomes. Machine learning approach also was constructed to evaluate and compare the indices in predicting mortality risks. RESULTS 4276 patients meeting the inclusion criteria were enrolled and 764 individuals developed NOAF during hospitalization. The multivariable adjusted odds ratios (95%, CI) of incidence of NOAF in patients with sepsis in the highest group versus the lowest group were 1.36 (1.10-1.69), 1.35 (1.09-1.67) and 1.58 (1.23-2.02), respectively, for the TyG index, SHR and the TyG index-SHR combination. However, the predictive powers of these indices were relatively low. Among septic patients who developed in-hospital NOAF, those in the highest TyG index group and the highest SHR group exhibited an increased risk of 360-day mortality compared with those with the lowest TyG index and the lowest SHR (the TyG index: hazard ratio [HR] 1.59, 95% CI 1.00-2.62; SHR: HR 1.67, 95% CI 1.03-2.70). Patients with both the highest the TyG index and the highest SHR demonstrated the highest risk of 360-day mortality (HR 1.72, 95% CI 1.08-2.72). The ROC also confirmed the TyG index-SHR combination had more robust predictive power for 360-day mortality among septic patients with NOAF than the TyG index and SHR itself (p < 0.05). The random forest model validated that the predictive capability was significantly enhanced with the integration of the TyG index and SHR. CONCLUSION The TyG index and SHR were associated with the incidence of in-hospital NOAF during sepsis, although their predictive powers were limited. In septic patients with in-hospital NOAF, high levels of the TyG index and SHR were significantly associated with increased 360-day mortality risks, with their combination demonstrating superior predictive power. Joint assessments of the TyG index and SHR could help identify individuals at high risks of mortality post-discharge, enabling clinicians to prioritize follow-up care and improve patient management.
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Affiliation(s)
- Zhihong Zuo
- Department of Critical Care Medicine, National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China
| | - Zijing Zhou
- Department of Cardiovascular Medicine, Xiangya Hospital, Central South University, #87 Xiangya Road, Kaifu District, Changsha, 410008, Hunan, China
| | - Qiang Liu
- Department of Gastroenterology and Endoscopy, Eastern Hepatobiliary Surgery Hospital, Naval Military Medical University, Shanghai, China
| | - Ruizheng Shi
- Department of Cardiovascular Medicine, Xiangya Hospital, Central South University, #87 Xiangya Road, Kaifu District, Changsha, 410008, Hunan, China
| | - Ting Wu
- Department of Cardiovascular Medicine, Xiangya Hospital, Central South University, #87 Xiangya Road, Kaifu District, Changsha, 410008, Hunan, China.
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