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Shang Z, Feng ST, Qian H, Deng ZL, Wang Y, Gao YM. The impact of the triglyceride-glucose index on the deterioration of kidney function in patients with cardiovascular-kidney-metabolic syndrome: insight from a large cohort study in China. Ren Fail 2025; 47:2446656. [PMID: 39757592 PMCID: PMC11721749 DOI: 10.1080/0886022x.2024.2446656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 11/13/2024] [Accepted: 12/19/2024] [Indexed: 01/07/2025] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has emerged as a credible surrogate indicator of insulin resistance in recent years. This study aimed to investigate the relationship between the TyG index and the deterioration of kidney function in patients with cardiovascular-kidney-metabolic (CKM) syndrome. METHODS In this retrospective cohort study from China, 27,407 hospitalized patients with stage 1-4 CKM syndrome were consecutively included. The participants were categorized into four groups according to TyG index quartiles. The study outcome was the deterioration of kidney function, defined as a decrease in estimated glomerular filtration rate (eGFR) ≥ 40% from baseline. Restricted cubic spline (RCS) curves and multivariate Cox analysis were used for analysis. RESULTS 3,248 outcome events were recorded during a mean follow-up period of 34 months. The RCS plot displayed a U-shaped curve between the baseline TyG index and the deterioration of kidney function (P for non-linear < 0.001). The baseline TyG index with the lowest hazard ratio (HR) of eGFR decline ranges from 8.65 to 9.15, with an inflection point at 8.88. After fully adjusting for covariates, HRs and 95% confidence intervals (CIs) from the lowest to highest TyG index quartile were 1.00 (reference), 0.82 (0.74, 0.91), 0.78 (0.70, 0.86), and 0.93 (0.83, 1.03), respectively. According to the Kaplan-Meier survival curve, the risk of deterioration of kidney function was elevated in the lowest and highest TyG index quartiles (log-rank test, p < 0.0001). CONCLUSIONS In individuals with CKM syndrome, a non-linear U-shaped relationship existed between the baseline TyG index and the deterioration of kidney function.
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Affiliation(s)
- Zhi Shang
- Department of Cardiology and Institute of Vascular Medicine, Peking University Third Hospital, Beijing, China
| | - Song-Tao Feng
- Department of Nephrology, Jiangsu University Affiliated People’s Hospital, Jiangsu, China
- Jiangsu Key Laboratory of Medical Science and Laboratory Medicine, Department of Laboratory Medicine, School of Medicine, Jiangsu University, Jiangsu, China
| | - Hui Qian
- Jiangsu Key Laboratory of Medical Science and Laboratory Medicine, Department of Laboratory Medicine, School of Medicine, Jiangsu University, Jiangsu, China
| | - Zhen-Ling Deng
- Department of Nephrology, Peking University Third Hospital, Beijing, China
| | - Yue Wang
- Department of Nephrology, Peking University Third Hospital, Beijing, China
| | - Yue-Ming Gao
- Department of Nephrology, Peking University Third Hospital, Beijing, 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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Hu B, Yu D, Guo G, Wan F, Liu H. Impact of triglyceride glucose - Body mass index on depression risk in Chinese middle-aged and elderly adults: Evidence from a large-scale study. Physiol Behav 2025; 296:114931. [PMID: 40287002 DOI: 10.1016/j.physbeh.2025.114931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2025] [Revised: 04/13/2025] [Accepted: 04/23/2025] [Indexed: 04/29/2025]
Abstract
BACKGROUND Current literature lacks evidence to characterize the relationship between the triglyceride glucose - body mass index (TyG-BMI) and depression. Therefore, this study aimed to elucidate the potential association between TyG-BMI and depression risk in a Chinese middle-aged and elderly population. METHODS The study utilized data from the China Health and Retirement Longitudinal Study (CHARLS) conducted in 2011, which included 17,708 participants. We used multifactorial logistic regression modeling to investigate the relationship between TyG-BMI and depression in Chinese adults, using smoothed curve fitting to assess the nonlinear relationship between them. In addition, we performed sensitivity and subgroup analyses to verify the robustness of the results. RESULTS A total of 9328 participants were included in our study, After adjusting for all potential covariates, participants with higher levels of TyG-BMI had a lower risk of depression compared to Q1, the adjusted OR (95 % CI) values were Q2 (OR: 0.84, 95 % CI: 0.74-0.96, p = 0.009), Q3 (OR: 0.75, 95 % CI: 0.65-0.86, p < 0.001), and Q4 (OR: 0.67, 95 % CI: 0.57-0.79, p < 0.001). The association between TyG-BMI and depression exhibited an L-shaped curve (nonlinear, p = 0.004). When TyG-BMI <200, Increased TyG-BMI was associated with a significantly lower risk of depression (OR = 0.87 [95 %CI:0.82-0.93], p < 0.001). However, there was no association between TyG-BMI and depression when TyG-BMI ≥200 (OR = 0.96 [95 %CI:0.91-1.02], p = 0.22). CONCLUSION The connection between TyG-BMI and depression in Chinese adults is L-shaped, with an inflection point around 200.
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Affiliation(s)
- Bohong Hu
- Department of Neurology, Changde Hospital, Xiangya School of Medicine, Central South University, Changde, China
| | - Dandan Yu
- Department of Electrocardiogram, Changde Hospital, Xiangya School of Medicine, Central South University, Changde, China
| | - Guixiang Guo
- Department of Neurology, Changde Hospital, Xiangya School of Medicine, Central South University, Changde, China
| | - Fangchao Wan
- Department of Neurology, Changde Hospital, Xiangya School of Medicine, Central South University, Changde, China.
| | - Hongjuan Liu
- Department of Neurology, Changde Hospital, Xiangya School of Medicine, Central South University, Changde, 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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Dakota I, Huang W, Wijayanto MA, Nurhafizah A, Khairunnisa AR, Rachmayanti S, Yuliana E, Sunjaya AF, Siswanto BB. Prognostic value of triglyceride-glucose index on predicting major adverse cardiovascular events in hypertensive patients: a systematic review and meta-analysis. Am J Prev Cardiol 2025; 22:100996. [PMID: 40290417 PMCID: PMC12032867 DOI: 10.1016/j.ajpc.2025.100996] [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: 01/27/2025] [Revised: 03/23/2025] [Accepted: 04/12/2025] [Indexed: 04/30/2025] Open
Abstract
BACKGROUND Triglyceride- glucose (TyG) index, a marker of insulin resistance, has been shown to be associated with the incidence of cardiometabolic diseases including hypertension. However, the prognostic role of TyG index is unknown. Hence, we aim to determine the association of TyG index with major adverse cardiovascular events (MACE) in hypertensive patients. METHODS Systematic searching was conducted on 3 databases up till November 2024. We included studies with hypertensive patients despite their comorbidities. Outcome measured is MACE and its individual components. Random effect model meta-analysis is done to pool the results with similar reference point. RESULTS Twenty observational studies with a total of 451,455 patients of 40 - 70 years old are included. Meta-analysis result shows that higher TyG index is associated with a statistically significant increased risk of MACE (HR 1.90, CI: 1.41 - 2.57, I2 88 %), myocardial infarction (HR 1.55, CI: 1.27 - 1.88, I2 0 %), stroke (HR 1.84, CI: 1.41 - 2.39, I2 62 %), all- cause mortality (HR 1.86, CI: 1.70 - 2.03, I2 0 %) and cardiovascular mortality (HR 1.08, CI: 1.04 - 1.11, I2 0 %). Subgroups of older and younger population, male and female gender, diabetic and non- diabetic population, and higher BMI patients retains the statistically significant risk of MACE (p < 0.05). U- shaped phenomena of TyG index is also demonstrated with the risk of all- cause mortality. CONCLUSION TyG index is a reliable prognostic marker of MACE in hypertensive patients and can be utilized in population despite their age, diabetic status, and gender.
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Affiliation(s)
- Iwan Dakota
- National Cardiovascular Center Harapan Kita, Indonesia
| | - Wilbert Huang
- National Cardiovascular Center Harapan Kita, Indonesia
- Faculty of Medicine, University of Padjadjaran, Indonesia
| | - Matthew Aldo Wijayanto
- National Cardiovascular Center Harapan Kita, Indonesia
- Faculty of Medicine, Universitas Sebelas Maret, Surakarta, Central Java, Indonesia
| | - Apridya Nurhafizah
- National Cardiovascular Center Harapan Kita, Indonesia
- Faculty of Medicine, University of Padjadjaran, Indonesia
| | - Alya Roosrahima Khairunnisa
- National Cardiovascular Center Harapan Kita, Indonesia
- Faculty of Medicine, University of Padjadjaran, Indonesia
| | | | - Enny Yuliana
- National Cardiovascular Center Harapan Kita, Indonesia
| | | | - Bambang Budi Siswanto
- National Cardiovascular Center Harapan Kita, Indonesia
- Department of Cardiology and Vascular Medicine, Universitas Indonesia, Indonesia
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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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Yi T, Lin Z, Hu F, Chen J, Chen L. Impact of the Triglyceride-Glucose index on all-cause and cardiovascular mortalities across different metabolic health and obesity statuses in US adults. BMC Public Health 2025; 25:1767. [PMID: 40369462 PMCID: PMC12077056 DOI: 10.1186/s12889-025-22901-2] [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: 01/25/2025] [Accepted: 04/23/2025] [Indexed: 05/16/2025] Open
Abstract
BACKGROUND Data for the study cohort were sourced from the National Health and Nutrition Examination Survey (1999-2018). Study participants were classified as obese (BMI ≥ 30 kg/m²) or nonobese (BMI < 30 kg/m²) then further categorized as metabolically healthy or unhealthy on the basis of metabolic syndrome criteria, resulting in four groups: metabolically healthy obese (MHO), metabolically unhealthy obese (MUO), metabolically healthy nonobese (MHNO), and metabolically unhealthy nonobese (MUNO). Complex sampling statistical methods were employed for descriptive analysis. The associations between the TyG index and mortality, including all-cause and cardiovascular mortalities, were examined by using multivariable Cox regression and restricted cubic splines (RCS). The reliability of the results was confirmed through multiple sensitivity analyses. METHODS Data for the study cohort were sourced from the National Health and Nutrition Examination Survey (1999-2018). Study participants were classified as obese (BMI ≥ 30 kg/m²) or nonobese (BMI < 30 kg/m²) then further categorized as metabolically healthy or unhealthy on the basis of metabolic syndrome criteria, resulting in four groups: metabolically healthy obese (MHO), metabolically unhealthy obese (MUO), metabolically healthy nonobese (MHNO), and metabolically unhealthy nonobese (MUNO). Complex sampling statistical methods were employed for descriptive analysis. The associations between the TyG index and mortality, including all-cause and cardiovascular mortalities, were examined by using multivariable Cox regression and restricted cubic splines (RCS). The reliability of the results was confirmed through multiple sensitivity analyses. RESULTS A total of 16 179 participants were included, with a median follow-up of 129 months. Over this follow-up period, 1875 participants (11.59%) died from all causes, including 568 (3.51%) who died due to cardiovascular diseases. After adjustment for confounding variables, the TyG index significantly predicted mortality in the overall and metabolically unhealthy populations: for each one standard deviation increase in the TyG index, all-cause mortality increased by 1.42 times (95% confidence interval [CI]: 1.27, 1.58) in the overall population, by 1.62 times (95% CI: 1.36, 1.93) in the MUNO group, and by 1.47 times (95% CI: 1.26, 1.71) in the MUO group. Cardiovascular mortality in the overall population increased by 1.52 times (95% CI: 1.27, 1.82), that in the MUNO group increased by 2.01 times (95% CI: 1.49, 2.72), and that in the MUO group increased by 1.47 times (95% CI: 1.14, 1.88). No significant association was found in the metabolically healthy populations regardless of obesity status. RCS and sensitivity analyses further confirmed and visualized these conclusions. CONCLUSIONS The TyG index is positively correlated with mortality risk in the overall and metabolically unhealthy populations but not in the metabolically healthy populations. This finding indicates that the predictive value of the TyG index for mortality differs across populations, highlighting the necessity of accounting for metabolic status when the TyG index is used for prognostic evaluation.
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Affiliation(s)
- Tao Yi
- Department of Cardiology, Union Hospital, Fujian Medical University, Fuzhou, 350001, China
- Fujian Provincial Cardiovascular Medical Center, Fuzhou, China
- Fujian Provincial Coronary Heart Disease Research Institute, Fuzhou, China
| | - Zi Lin
- Department of Cardiology, Union Hospital, Fujian Medical University, Fuzhou, 350001, China
- Fujian Provincial Cardiovascular Medical Center, Fuzhou, China
- Fujian Provincial Coronary Heart Disease Research Institute, Fuzhou, China
| | - Feng Hu
- Department of Cardiology, Union Hospital, Fujian Medical University, Fuzhou, 350001, China
- Fujian Provincial Cardiovascular Medical Center, Fuzhou, China
- Fujian Provincial Coronary Heart Disease Research Institute, Fuzhou, China
| | - Jinhua Chen
- Department of Cardiology, Union Hospital, Fujian Medical University, Fuzhou, 350001, China
- Follow-up Center, Union Hospital, Fujian Medical University, Fuzhou, China
| | - Lianglong Chen
- Department of Cardiology, Union Hospital, Fujian Medical University, Fuzhou, 350001, China.
- Fujian Provincial Cardiovascular Medical Center, Fuzhou, China.
- Fujian Provincial Coronary Heart Disease Research Institute, Fuzhou, China.
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Lu L, Chen Y, Liu B, Li X, Wang J, Nie Z, Fu X. Association between cumulative changes of the triglyceride glucose index and incidence of stroke in a population with cardiovascular-kidney-metabolic syndrome stage 0-3: a nationwide prospective cohort study. Cardiovasc Diabetol 2025; 24:202. [PMID: 40355933 PMCID: PMC12070779 DOI: 10.1186/s12933-025-02754-0] [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: 03/12/2025] [Accepted: 04/23/2025] [Indexed: 05/15/2025] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index was associated with higher risk of mortality in individuals with Cardiovascular-Kidney-Metabolic (CKM) syndrome stages 0-3. However, the relationship between cumulative of TyG (cumTyG) and incidence of stroke remains unclear in individuals with CKM syndrome stages 0-3. METHOD Participants with CKM syndrome stage 0-3 were enrolled from the China Health and Retirement Longitudinal Study (CHARLS) from 2011 to 2015. TyG was calculated as ln [fasting triglyceride (mg/dL)×fasting glucose (mg/dL)/2], and the cumTyG, as an area-under-the-curve estimate (mean TyG × time span), was calculated as (TyG2012 + TyG 2015)/2 * time (2015-2012). TyG control levels were classified using k-mean clustering analysis. Logistic regression was used to analyze the effect of cumTyG and TyG control levels on the incidence of stroke. Restricted cubic spline models (RCS) were performed to explore the potential non-linear relationship between cumTyG and stroke risk at different CKM syndrome stages 0-3. RESULTS A total of 4,700 CKM syndrome stages 0-3 participants were enrolled, among 280 patients had developed stroke during the 3-year follow-up period. After adjusting for confounders, compared to class 1 group, the odds ratio (OR) of incidents of stroke for class 2 was 1.39 [95% confidence interval (CI) 1.003, 1.92], P = 0.046; the OR of incidents of stroke for class 3 was 1.28 (95% CI 0.92-1.77), P = 0.147, the OR of incidents of stroke for class 4 was 1.28 (95% CI 0.84-1.94), P = 0.238. Elevated cumTyG was associated with an increase in incidence of stroke (OR 1.13, 95% CI 1.05, 1.22, P = 0.002). The relationship between the cumTyG index and stroke was linear in restricted cubic spline regression. CONCLUSIONS Elevated cumTyG was associated with an increased risk of stroke events in the population of CKM syndrome stages 0-3. Long-term dynamic monitoring of changes of TyG may help in the early identification of patients at high risk of developing stroke in the individuals with CKM syndrome stages 0-3.
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Affiliation(s)
- Lifei Lu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, National Center for Respiratory Medicine, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510120, People's Republic of China
| | - Yubiao Chen
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, National Center for Respiratory Medicine, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510120, People's Republic of China
- Guangzhou National Laboratory, Guangzhou, People's Republic of China
| | - Baiyun Liu
- State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, National Center for Respiratory Medicine, Guangzhou Institute of Respiratory Health, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510120, People's Republic of China
- Guangzhou National Laboratory, Guangzhou, People's Republic of China
| | - Xicong Li
- 920th Hospital of Joint Logistics Support Force, PLA, Kunming, Yunnan, People's Republic of China
- Kunming Medical University, Kunming, 650032, Yunnan, People's Republic of China
| | - Jiale Wang
- Department of Cardiology, Guangzhou Institute of Cardiovascular Disease, Guangdong Key Laboratory of Vascular Diseases, The Second Affiliated Hospital, Guangzhou Medical University, 1st Xinzao Rd, Xinzao, Panyu District, Guangzhou, 510260, Guangdong, People's Republic of China
| | - Zhengchang Nie
- 920th Hospital of Joint Logistics Support Force, PLA, Kunming, Yunnan, People's Republic of China
- Kunming Medical University, Kunming, 650032, Yunnan, People's Republic of China
| | - Xiaodong Fu
- Department of Cardiology, Guangzhou Institute of Cardiovascular Disease, Guangdong Key Laboratory of Vascular Diseases, The Second Affiliated Hospital, Guangzhou Medical University, 1st Xinzao Rd, Xinzao, Panyu District, Guangzhou, 510260, Guangdong, People's Republic of 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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11
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Gao X, Chen T, Zhou F, Sun Y, Zhang J, Li X, Zhao W, Li Y, Shi Y, Niu K, Wang Y, Zhang Y, Zhang W. The association between different insulin resistance surrogates and all-cause mortality and cardiovascular mortality in patients with metabolic dysfunction-associated steatotic liver disease. Cardiovasc Diabetol 2025; 24:200. [PMID: 40346671 PMCID: PMC12065324 DOI: 10.1186/s12933-025-02758-w] [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: 02/06/2025] [Accepted: 04/26/2025] [Indexed: 05/11/2025] Open
Abstract
BACKGROUND Metabolic dysfunction-associated steatotic liver disease (MASLD) is closely associated with insulin resistance (IR). However, the prognostic value of different alternative IR surrogates in patients with MASLD remains unclear. This study aimed to evaluate the association between various IR indices and all-cause mortality and cardiovascular mortality in MASLD patients. METHODS A total of 8,753 adults aged ≥ 20 years with MASLD from the National Health and Nutrition Examination Survey (NHANES, 2003-2018) were included, and their mortality data were obtained from the National Death Index (NDI). Insulin resistance surrogates [including the triglyceride-glucose (TyG) index, TyG-body mass index (TyG-BMI), TyG-waist circumference index, TyG-waist-to-height ratio index, and Homeostatic Model Assessment for IR] were stratified into quartiles. Cox proportional hazards models, receiver operating characteristic (ROC) curve analysis, restricted cubic spline (RCS), mediation analyses, and subgroup analyses were used to explore the associations between these indices and all-cause mortality as well as cardiovascular mortality in MASLD patients. RESULTS During a median follow-up of 98 months, 1,234 deaths were observed, including 409 cardiovascular disease (CVD)-related deaths. In the fully adjusted model, higher quartiles of TyG-related indices were significantly associated with an increased risk of all-cause mortality in MASLD patients. Furthermore, the TyG-BMI index was associated with both all-cause mortality and CVD mortality [all-cause mortality: HR (95% CI) 2.84 (1.73-4.67), P < 0.001; CVD mortality: HR (95% CI) 5.32 (2.26-12.49), P < 0.001]. The RCS analyses indicated a U-shaped relationship between TyG-BMI and mortality, with a threshold value of 270.49. Subgroup analyses demonstrated that TyG-related indices had stronger associations with mortality in elderly MASLD patients. CONCLUSIONS Our findings highlight the prognostic value of IR indices, particularly TyG-BMI index, in predicting all-cause mortality and CVD mortality in MASLD patients.
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Affiliation(s)
- Xin Gao
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Tianyi Chen
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Feilong Zhou
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Yanmei Sun
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Jiaqi Zhang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Xinhao Li
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Weijie Zhao
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Yunxin Li
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Yanlong Shi
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Kaiyi Niu
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Yizhu Wang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China
| | - Yewei Zhang
- Hepatopancreatobiliary Center, The Second Affiliated Hospital of Nanjing Medical University, Jiangjiayuan 121, Nanjing, Jiangsu Province, China.
- Department of Hepatobiliary Surgery, The Second Hospital of Shangdong University, Jinan, Shandong Province, China.
| | - Wei Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang Province, China.
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Cancelliere S, Heung T, Blagojevic C, Malecki S, Dash S, Bassett AS. A non-fasting marker of metabolic syndrome in a high-risk population. J Nutr Health Aging 2025; 29:100573. [PMID: 40344905 DOI: 10.1016/j.jnha.2025.100573] [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: 11/24/2024] [Revised: 04/08/2025] [Accepted: 04/26/2025] [Indexed: 05/11/2025]
Abstract
OBJECTIVE The rising prevalence of metabolic syndrome among young adults has prompted studies of fasting triglyceride-glucose (TyG) index as a marker of insulin resistance. We aimed to evaluate metabolic syndrome in young adults using non-fasting TyG index and a high-risk genetic model, 22q11.2 microdeletion. METHODS We assessed metabolic syndrome and its components in 350 adults (50.6% female) aged 18-59 (median 27.7, IQR 22.5-38.1) years with typical 22q11.2 microdeletions. We used multivariable logistic regression and receiver operating characteristic (ROC) curves to evaluate the association of non-fasting TyG index with metabolic syndrome. RESULTS Non-fasting TyG index was significantly associated with metabolic syndrome (OR 3.23, 95% CI 2.27-4.59, p < 0.0001), independent of age, sex, BMI, and hypothyroidism. Non-fasting TyG index was positively correlated with number of metabolic syndrome components per individual. In this high-risk population, prevalence of metabolic syndrome was 21.7% (60/277) among young adults (18-39 years), and 45.2% (33/73, p < 0.0001) among middle-aged adults (40-59 years). Non-fasting TyG index ≥4.81 was an effective indicator of prevalent metabolic syndrome, with an area under the ROC curve of 0.83 (95% CI 0.78-0.88). CONCLUSIONS The results support non-fasting TyG index as a practical marker of metabolic syndrome, and by extension insulin resistance, encouraging future studies evaluating non-fasting TyG index in young adults as a predictor of cardiovascular disease later in life. The high prevalence of metabolic syndrome at a young age in 22q11.2 microdeletion demonstrates the potential value of this genetic high-risk population for future prospective studies, with animal and cellular models available.
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Affiliation(s)
- Sabrina Cancelliere
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Tracy Heung
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; The Dalglish Family 22q Clinic, Toronto General Hospital, University Health Network, Toronto, Ontario, Canada
| | - Christina Blagojevic
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Sarah Malecki
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Satya Dash
- Department of Medicine, University Health Network, Toronto, Ontario, Canada
| | - Anne S Bassett
- Clinical Genetics Research Program, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; The Dalglish Family 22q Clinic, Toronto General Hospital, University Health Network, Toronto, Ontario, Canada; Department of Medicine, University Health Network, Toronto, Ontario, Canada; Department of Psychiatry, University of Toronto and University Health Network, Toronto, Ontario, Canada; Toronto Congenital Cardiac Centre for Adults, Division of Cardiology, University Health Network, Toronto, Ontario, Canada; Toronto General Hospital Research Institute and Campbell Family Mental Health Research Institute, Toronto, Ontario, Canada.
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13
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Zhang Z, Tu Z, Chen S, Wang G, Xia P, Xie J, Li J, Yuan Y, Chen J, Zhang Y, Zhou Y, Geng T, Liu G, Wu S, Pan A. Trajectories of metabolic risk factors prior to the onset of cardiovascular disease in patients with newly diagnosed diabetes. Public Health 2025; 243:105734. [PMID: 40339381 DOI: 10.1016/j.puhe.2025.105734] [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: 08/22/2024] [Revised: 03/24/2025] [Accepted: 04/20/2025] [Indexed: 05/10/2025]
Abstract
OBJECTIVES Many studies have demonstrated that multiple metabolic risk factors (MRFs) predict cardiovascular disease (CVD) in patients with diabetes, but changes in these markers before CVD onset are not well characterized. We aimed to explore the trajectories of various MRFs before the occurrence of CVD in patients with newly diagnosed diabetes. STUDY DESIGN Prospective cohort study. METHODS We selected 21,798 patients with newly diagnosed diabetes from seven cycles in the Kailuan cohort. MRFs were measured at two-year intervals prior to CVD diagnosis. We used the mixed effects models to construct trajectories for 16 MRFs respectively. RESULTS During up to 15 years of follow-up, a total of 2,105 CVD events occurred. Participants who developed CVD had more adverse levels of most MRFs at baseline and during follow-up than those who did not develop CVD. Before CVD diagnosis, fasting plasma glucose, insulin resistance, pulse pressure, heart rate, liver function, and inflammatory biomarkers showed linear increases, while insulin sensitivity, lipids profiles, obesity indices, and diastolic blood pressure showed linear decreases. Systolic blood pressure, as one of the most important components in predicting CVD, showed a quadratic increase. CONCLUSIONS In patients with newly diagnosed diabetes, unfavorable levels of MRFs were present before CVD developed. Key MRFs, including the TyG index, VAI, SBP, and pulse pressure, progressively increased over time and remained higher compared to non-CVD populations. This highlights the need for early prevention to reduce the burden of cardiovascular complications in diabetes.
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Affiliation(s)
- Zhe Zhang
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Zhouzheng Tu
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Shuohua Chen
- Department of Cardiology, Kailuan General Hospital, North China University of Science and Technology, Tangshan, China.
| | - Guodong Wang
- Department of Cardiology, Kailuan General Hospital, North China University of Science and Technology, Tangshan, China.
| | - Pengfei Xia
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Jinchi Xie
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Juanjuan Li
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Yu Yuan
- Department of Occupational and Environmental Health, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Junxiang Chen
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Yanbo Zhang
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Yanfeng Zhou
- Department of Social Medicine, School of Public Health, Guangxi Medical University, Nanning, China.
| | - Tingting Geng
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Gang Liu
- Department of Nutrition and Food Hygiene, Hubei Key Laboratory of Food Nutrition and Safety, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Shouling Wu
- Department of Cardiology, Kailuan General Hospital, North China University of Science and Technology, Tangshan, China.
| | - An Pan
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
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Wang Y, Tian Y, Zhou F, Zhong Z. The association between the triglyceride-glucose index with all-cause and cardiovascular mortality within the infertility population. PLoS One 2025; 20:e0320526. [PMID: 40333798 PMCID: PMC12057929 DOI: 10.1371/journal.pone.0320526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2024] [Accepted: 02/19/2025] [Indexed: 05/09/2025] Open
Abstract
BACKGROUND The relationship between triglyceride-glucose (TyG) index and all-cause or cardiovascular mortality among infertile women remains unclear. In this study, we intended to utilize a national cohort from National Health and Nutrition Examination Survey (NHANES) to check the association between them. METHODS Ten datasets from the NHANES database spanning almost 20 years were used as the data source and were combined within National Death Index for mortality follow-up. Multiple-variable Cox proportionate hazards regression models and three others were employed in this study to for assessing relationships among TyG index levels with all-cause and cardiovascular mortality. SPSS (version 29.0) and online websites were utilized for conducting the primary statistical analyses. RESULTS 1,450 female participants were identified in this study. The samples were classified based on TyG index quartiles (7.05-11.95). The TyG index had a mean of 8.58±0.66. Participants with higher TyG indices were older-aged, had greater body mass index (BMI), and a stronger likelihood of having hypertension and diabetes (P < 0.05). Participants whose TyG indices were higher were older in age, along with increased BMI, and blood pressure along with diabetes (P < 0.05). Significant positive associations were observed among the TyG index and total mortality in the crude model (HR: 1.81, 95% CI: 1.27-2.58). Correlation persisted in Model 2 (following the adjustment of age and race) and Model 3 (following the adjustment of age, race, BMI, education, family poverty income ratio, smoking and drinking habits, menstrual regularity, hypertension, and diabetes). The TyG index did not affect the cardiovascular mortality in infertile women. CONCLUSION TyG index levels were in positive association with all-cause mortality within the female infertile population.
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Affiliation(s)
- Yuhan Wang
- Department of Reproductive Endocrinology, Center for Reproductive Medicine, Zhejiang Provincial People’s Hospital (Affiliated People’s Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, China
| | - Yishu Tian
- Department of Ultrasound Medicine, Center for Reproductive Medicine, Zhejiang Provincial People’s Hospital (Affiliated People’s Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, China
| | - Feifei Zhou
- Department of Reproductive Endocrinology, Center for Reproductive Medicine, Zhejiang Provincial People’s Hospital (Affiliated People’s Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, China
| | - Zixing Zhong
- Department of Obstetrics, Center for Reproductive Medicine, Zhejiang Provincial People’s Hospital (Affiliated People’s Hospital, Hangzhou Medical College), Hangzhou, Zhejiang, 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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Yang D, Zhou J, Garstka MA, Xu Q, Li Q, Wang L, Ren L, Ji Q, Liu T. Association of obesity- and insulin resistance-related indices with subclinical carotid atherosclerosis in type 1 diabetes: a cross-sectional study. Cardiovasc Diabetol 2025; 24:193. [PMID: 40319311 PMCID: PMC12049799 DOI: 10.1186/s12933-025-02736-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Accepted: 04/09/2025] [Indexed: 05/07/2025] Open
Abstract
BACKGROUND Obesity and insulin resistance are well-established risk factors for atherosclerosis and cardiovascular disease (CVD). Although some obesity- and insulin resistance-related indices (OIRIs) have been linked to CVD, their associations with subclinical carotid atherosclerosis (SCA) in individuals with type 1 diabetes (T1D) remain unclear. This study aims to systematically explore and compare the associations of various common OIRIs with SCA in T1D population. METHODS A total of 418 adult inpatients with classic T1D admitted from October 2008 to June 2021 to the First Affiliated Hospital of Air Force Medical University in Xi'an, China were included in this study. Demographic, anthropometric, and laboratory data were collected. Studied OIRIs comprised body mass index, waist-to-height ratio, waist-to-hip ratio (WHR), a body shape index, abdominal volume index, body adiposity index, body roundness index, conicity index, triglyceride-glucose index, visceral adiposity index, Chinese visceral adiposity index (CVAI), lipid accumulation product, estimated glucose disposal rate (eGDR), triglyceride-to-HDL ratio, and cardiometabolic index. Binary logistic regression, restricted cubic spline (RCS), and receiver operating characteristic curves were used to examine the associations of these indices with SCA. RESULTS In multivariable logistic regression analyses, after adjusting for potential confounders, per 1.0-standard deviation (SD) increase in CVAI (OR, 95% CI: 1.68, 1.16-2.47), eGDRWHR (eGDR calculated with WHR; OR, 95% CI: 0.44, 0.22-0.82), and eGDRWC (eGDR calculated with waist circumference; OR, 95% CI: 0.49, 0.24-0.93) were significantly associated with SCA. CVAI exhibited the highest area under the curve (AUC) in diagnosing SCA, with a value of 0.73 (95% CI: 0.69-0.77). RCS analyses indicated a linear and positive association between CVAI and SCA in the overall population and the females. Subgroup analyses and sensitivity analyses further supported the association between CVAI and SCA. Additionally, adding CVAI to the Steno Type 1 Risk Engine (ST1RE) improved the reclassification, but did not enhance the overall discriminative ability of ST1RE to identify SCA. CONCLUSION Among various OIRIs, CVAI shows the strongest association with SCA in adults with T1D. These findings suggest that CVAI may merit further longitudinal investigation as a potential marker for SCA assessment in this population.
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Affiliation(s)
- Dongli Yang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Air Force Medical University, Xi'an, 710032, Shaanxi, China
- Department of Endocrinology and Metabolism, Xi'an International Medical Center Hospital of Northwest University, Xi'an, 710100, Shaanxi, China
| | - Jie Zhou
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Air Force Medical University, Xi'an, 710032, Shaanxi, China
| | - Malgorzata A Garstka
- Department of Endocrinology, Core Research Laboratory, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, 710004, Shaanxi, China
| | - Qian Xu
- Department of Endocrinology and Metabolism, Xi'an International Medical Center Hospital of Northwest University, Xi'an, 710100, Shaanxi, China
| | - Qiaoyue Li
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Air Force Medical University, Xi'an, 710032, Shaanxi, China
| | - Li Wang
- Department of Endocrinology and Metabolism, The First Affiliated Hospital of Air Force Medical University, Xi'an, 710032, Shaanxi, China
| | - Lijun Ren
- Department of Endocrinology and Metabolism, Xi'an International Medical Center Hospital of Northwest University, Xi'an, 710100, Shaanxi, China
| | - Qiuhe Ji
- Department of Endocrinology and Metabolism, Xi'an International Medical Center Hospital of Northwest University, Xi'an, 710100, Shaanxi, China.
| | - Tao Liu
- Department of Endocrinology and Metabolism, Xi'an International Medical Center Hospital of Northwest University, Xi'an, 710100, Shaanxi, China.
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Wang J, Zhu J, Li H, Wu S, Li S, Yao Z, Zhu T, Tang B, Tang S, Liu J. Multimodal Visualization and Explainable Machine Learning-Driven Markers Enable Early Identification and Prognosis Prediction for Symptomatic Aortic Stenosis and Heart Failure With Preserved Ejection Fraction After Transcatheter Aortic Valve Replacement: Multicenter Cohort Study. J Med Internet Res 2025; 27:e70587. [PMID: 40310672 DOI: 10.2196/70587] [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: 03/24/2025] [Revised: 04/09/2025] [Accepted: 04/09/2025] [Indexed: 05/02/2025] Open
Abstract
BACKGROUND Currently, there is a paucity of literature addressing personalized risk stratification using multimodal data in patients with symptomatic aortic stenosis and heart failure with preserved ejection fraction (HFpEF) following transcatheter aortic valve replacement (TAVR). OBJECTIVE This study aimed to enhance the performance of risk assessment models in this patient population by developing a predictive model for adverse outcomes using various machine learning (ML) techniques. METHODS This multicenter cohort study included 326 patients diagnosed with severe AS and HFpEF who underwent TAVR between January 2017 and December 2023. Patients were allocated to training (n=195) and independent validation (n=131) sets based on hospital affiliation. A dual-phase feature selection process, combining least absolute shrinkage and selection operator logistic regression and the Boruta algorithm, was used to identify relevant variables from the multimodal dataset. A total of 5 ML model-decision trees, K-nearest neighbors, random forest, support vector machine, and extreme gradient boosting were used to construct a visualization and explainable predictive framework to elucidate model decision-making processes. RESULTS The primary features identified included age, N-terminal pro-brain natriuretic peptide, fasting blood glucose, triglyceride/high-density lipoprotein cholesterol ratio, triglyceride glucose index, triglyceride glucose-BMI index, atherogenic index of plasma index, and Apolipoprotein B. Among the 5 models, the support vector machine demonstrated the best predictive performance for major adverse cardiovascular and cerebrovascular events in patients with severe AS and HFpEF following TAVR, achieving an area under the curve of 0.756 (95% CI 0.631-0.881) in the independent validation set. The model exhibited good calibration and robust predictive power in both training and validation sets and demonstrated the highest net benefit in decision curve analysis compared to other models. To extract significant variables influencing the algorithm and ensure model appropriateness, we interpreted cohort and personalized model predictions using Shapley Additive Explanations values. CONCLUSIONS Our ML-based multimodal model, incorporating 8 readily accessible predictors, demonstrated robust predictive capability for 12 months of major adverse cardiovascular and cerebrovascular events risk. This model can be used to identify high-risk individuals with AS and HFpEF following TAVR, potentially aiding in risk stratification and personalized treatment strategies.
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Affiliation(s)
- Jun Wang
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
| | - Jiajun Zhu
- Department of Cardiology, First Affiliated Hospital of Xinjiang Medical University, Urumchi, China
| | - Hui Li
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
| | - Shili Wu
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
- Department of Cardiology, The People's Hospital of Bozhou, Bozhou, China
| | - Siyang Li
- Department of Cardiology, Xiangyang Central Hospital, Xiangyang, China
| | - Zhuoya Yao
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
| | - Tongjian Zhu
- Department of Cardiology, Xiangyang Central Hospital, Xiangyang, China
| | - Bi Tang
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
| | - Shengxing Tang
- Department of Cardiology, First Affiliated Hospital of Wannan Medical College, Wuhu, China
| | - Jinjun Liu
- Department of Cardiology, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, Bengbu Medical University, Bengbu, China
- Joint Research Center for Regional Diseases of IHM, The First Affiliated Hospital of Bengbu Medical University, Bengbu, China
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18
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Ji L, Li S, Yuan T, Li S, Shu R, Yang H. Inverse association of triglyceride-glucose and triglyceride/HDL-c indexes with serum 25(OH) vitamin D levels in US adults. Lipids 2025; 60:155-163. [PMID: 39829058 DOI: 10.1002/lipd.12429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2024] [Revised: 11/05/2024] [Accepted: 12/10/2024] [Indexed: 01/22/2025]
Abstract
The triglyceride-glucose index (TyG) and the triglyceride to high-density lipoprotein ratio (TG/HDL-c) are novel indicators for assessing insulin resistance (IR) in epidemiological studies. This study aimed to evaluate the association between 25-hydroxy-vitamin D [25(OH)D] levels and these two indicators in the adult population of the United States. 14,380 participants aged 20 years and older were included from the National Health and Nutrition Examination Survey (NHANES). Multivariable linear regression models were used to analyze the association between 25(OH)D and TyG, as well as TG/HDL-c. Smooth fitting curves were employed to identify potential non-linear relationships between 25(OH)D, TyG, and TG/HDL-c. The findings revealed a negative association between 25(OH)D and TyG, with the effect being more pronounced in males and individuals with diabetes (p < 0.01). Similarly, 25(OH)D was negatively associated with TG/HDL-c, with a stronger impact observed in males compared to females. The study population was divided into four quartiles based on 25(OH)D concentration, and TyG and TG/HDL-c levels in Q3 and Q4 were lower than those in Q1. Furthermore, a non-linear relationship was observed between 25(OH)D and TyG, with an inflection point at 19.352 ng/mL. A non-linear relationship was also found between TG/HDL-c and 25(OH)D, with an inflection point at 37.211 ng/mL. 25(OH)D is an independent factor significantly associated with TyG and TG/HDL-c indexes. This negative association may be related to the role of 25(OH)D in insulin resistance.
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Affiliation(s)
- Li Ji
- Department of Geriatrics, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Shuying Li
- Department of Health Management Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Tangbing Yuan
- General Surgery, People's Hospital of Ganyu District, Lianyungang, China
| | - Shaoping Li
- Department of Health Management Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Ruilu Shu
- Department of Health Management Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Haiming Yang
- Department of Health Management Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
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Shaw A, Teng R, Fasina T, Gonzales AS, Wong A, Schweitzer D, Akefe IO. Lipid dysregulation and delirium in older adults: A review of the current evidence and future directions. Brain Res Bull 2025; 224:111299. [PMID: 40086765 DOI: 10.1016/j.brainresbull.2025.111299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2025] [Revised: 03/02/2025] [Accepted: 03/09/2025] [Indexed: 03/16/2025]
Abstract
Delirium is a complex medical condition marked by acute episodes of cognitive dysfunction and behavioral disturbances, with a multifaceted etiology and challenging management across various clinical settings. Older adults, particularly in postoperative contexts, are at increased risk of developing delirium. Despite extensive research, a single underlying pathophysiological mechanism for delirium remains elusive. However, emerging evidence suggests a correlation between lipid dysregulation and delirium development in elderly patients, especially in postoperative settings. This connection has led to proposed treatments targeting dyslipidemia and associated neuroinflammatory effects in acute-phase delirium. This review aims to synthesize current literature on the relationship between lipid dysregulation and delirium in older adults, highlighting the need for further research into specific neurolipidome constituents and age-related lipid profile changes, potentially uncovering novel therapeutic strategies for delirium.
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Affiliation(s)
- AnaLee Shaw
- Medical School, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Rujia Teng
- Medical School, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Toluwani Fasina
- Medical School, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Ana-Sofia Gonzales
- Medical School, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Audrey Wong
- Medical School, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | | | - Isaac Oluwatobi Akefe
- Academy for Medical Education, The University of Queensland, Herston, QLD 4006, Australia; CDU Menzies School of Medicine, Charles Darwin University, Ellengowan Drive, Darwin, NT 0909, Australia.
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20
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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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21
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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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22
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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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Huang K, Yin S, Cui J, Wang J, Wang J, Bai Y. Association of the Triglyceride Glucose Index with Symptoms of Overactive Bladder in American Female Adults: A Cross-Sectional Study. Int Urogynecol J 2025:10.1007/s00192-025-06150-w. [PMID: 40298959 DOI: 10.1007/s00192-025-06150-w] [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: 12/16/2024] [Accepted: 04/06/2025] [Indexed: 04/30/2025]
Abstract
INTRODUCTION AND HYPOTHESIS To investigate the potential correlation between the triglyceride-glucose (TyG) index and overactive bladder (OAB) symptoms within the female population. METHODS This study used data from 7941 individuals obtained from the National Health and Nutrition Examination Survey (NHANES) 2005-2018 dataset. The following equation is used to calculate the TyG index: TyG = Ln [fasting triglycerides (mg/dL) * fasting glucose (mg/dL)/2]. The symptoms of OAB were based on individuals' self-reported comprehensive score. Weighted logistic regression models, encompassing both univariable and multivariable analyses, were employed to evaluate the relationship between the TyG index and OAB in women. RESULTS After conducting extensive modifications, the multivariable logistic regression model revealed a significant correlation between the TyG index and mild OAB among American female adults (OR 1.36, 95% CI 1.09-1.70, P = 0.006). Upon categorizing the TyG index into 4 grades (Q1-Q4), a positive increase in OR values corresponding to higher TyG index grades can be observed. CONCLUSIONS In this study, our findings reveal a significantly positive relationship between elevated TyG index values and an increased prevalence of mild OAB among female adults. These findings suggest that metabolic dysregulation may drive early-stage OAB, while severe OAB symptoms may be more dependent on non-metabolic pathological changes. Further investigation is warranted to elucidate the underlying mechanisms in female adults.
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Affiliation(s)
- Ke Huang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Shan Yin
- Department of Urology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Jianwei Cui
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Jiahao Wang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China
| | - Jia Wang
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
| | - Yunjin Bai
- Department of Urology, Institute of Urology, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, People's Republic of China.
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24
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Ghoshouni H, Sepehri Shamloo A, Mirjalili SR, Soltani F, Bakhshandeh H, Hindricks G, Dagres N. Association between Surrogate Insulin Resistance markers and Post-Ablation Atrial Fibrillation Recurrence: A Systematic Review and Meta-Analysis. Heart Rhythm 2025:S1547-5271(25)02398-7. [PMID: 40300737 DOI: 10.1016/j.hrthm.2025.04.050] [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: 12/29/2024] [Revised: 03/26/2025] [Accepted: 04/22/2025] [Indexed: 05/01/2025]
Abstract
BACKGROUND Atrial fibrillation (AF) is the most common persistent arrhythmia and demonstrates a notable recurrence rate after ablation. Previous studies suggested that surrogate markers of insulin resistance could predict post-ablation AF recurrence. OBJECTIVE This systematic review and meta-analysis aims to assess studies examining the relationship between surrogate insulin resistance markers and the recurrence of AF following ablation. METHODS We searched PubMed, Web of Science, Embase, and Scopus for observational studies published from inception to August 2024. We incorporated studies that assessed the relationship between surrogate insulin resistance markers and the occurrence of post-ablation AF in patients with either paroxysmal or persistent AF. The random effects model was employed for meta-analysis. The Newcastle-Ottawa Scale was used to evaluate risk of bias and the leave-one-out method was applied for sensitivity analysis (PROSPERO: CRD42024584526). RESULTS Nine studies involving 7,729 participants met the inclusion criteria. Significant associations with AF recurrence were observed for the TyG index (HR = 1.29, 95% CI [1.15, 1.44], I2 = 44%), HOMA-IR (HR = 1.27, 95% CI [1.14, 1.42], I2 = 0%), and METS-IR (HR = 1.04, 95% CI [1.03, 1.05], I2 = 0%). However, the Triglyceride/HDL ratio did not demonstrate a statistically significant association with AF recurrence (HR = 1.09, 95% CI [0.96, 1.24], I2 = 86%). CONCLUSION Surrogate markers of insulin resistance can be valuable predictors for assessing the risk of AF recurrence in patients who have undergone catheter ablation, potentially aiding in preventive strategies. Nevertheless, further prospective studies are required to validate our findings.
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Affiliation(s)
- Hamed Ghoshouni
- Cardiovascular Epidemiology Research Center, Rajaie Cardiovascular Institute, Tehran, Iran
| | - Alireza Sepehri Shamloo
- Department of Cardiology, Deutsches Herzzentrum der Charité-Medical Heart Center of Charité, German Heart Institute Berlin, Berlin, Germany
| | - Seyed Reza Mirjalili
- Yazd Cardiovascular Research Center, Non-Communicable Diseases Research Institute, Shahid Sadoughi University of Medical Sciences, Yazd, Iran.
| | - Fatemeh Soltani
- Cardiovascular Epidemiology Research Center, Rajaie Cardiovascular Institute, Tehran, Iran; Department of Epidemiology, School of Public Health, Iran University of Medical Sciences, Tehran, Iran
| | - Hooman Bakhshandeh
- Cardiovascular Epidemiology Research Center, Rajaie Cardiovascular Institute, Tehran, Iran
| | - Gerhard Hindricks
- Department of Cardiology, Deutsches Herzzentrum der Charité-Medical Heart Center of Charité, German Heart Institute Berlin, Berlin, Germany
| | - Nikolaos Dagres
- Department of Cardiology, Deutsches Herzzentrum der Charité-Medical Heart Center of Charité, German Heart Institute Berlin, Berlin, Germany
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25
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Wang J, He Q, Sun W, Li W, Yang Y, Cui W, Yang X. The Association Between the Triglyceride Glucose Index and Hyperuricemia: A Dose-Response Meta-Analysis. Nutrients 2025; 17:1462. [PMID: 40362772 PMCID: PMC12073563 DOI: 10.3390/nu17091462] [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: 03/17/2025] [Revised: 04/24/2025] [Accepted: 04/24/2025] [Indexed: 05/15/2025] Open
Abstract
Background: The triglyceride glucose (TyG) index has been correlated with all kinds of diseases. However, its association with hyperuricemia is still a subject of controversy. Methods: This meta-analysis encompassed relevant studies on the TyG index and hyperuricemia obtained from electronic databases, from the launch date until March 2025. The effect sizes and corresponding 95% confidence intervals (CIs) were obtained using a random effects model. Results: Twenty-six trials with 637,954 subjects were incorporated in this study. It was revealed that the TyG index was linked to hyperuricemia (OR = 2.67; 95% CI: 2.34, 3.04; p < 0.001). A dose-response analysis demonstrated that with each 1 mg/dL rise in the TyG index, the risk of being diagnosed with hyperuricemia increased by 2.07 times (OR = 2.07; 95% CI: 1.89, 2.25; p < 0.001). Conclusions: The TyG index has an association with hyperuricemia. Given the constraints identified in our meta-analysis, further cohort studies will be essential to confirm this correlation.
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Affiliation(s)
- Juan Wang
- Department of Nutrition and Food Hygiene, School of Public Health, Jilin University, Changchun 130021, China; (J.W.); (W.S.); (W.L.); (Y.Y.); (W.C.)
| | - Qiang He
- Department of Radiation Hygiene, School of Public Health, Jilin University, Changchun 130021, China;
| | - Wenhui Sun
- Department of Nutrition and Food Hygiene, School of Public Health, Jilin University, Changchun 130021, China; (J.W.); (W.S.); (W.L.); (Y.Y.); (W.C.)
| | - Wei Li
- Department of Nutrition and Food Hygiene, School of Public Health, Jilin University, Changchun 130021, China; (J.W.); (W.S.); (W.L.); (Y.Y.); (W.C.)
| | - Yuting Yang
- Department of Nutrition and Food Hygiene, School of Public Health, Jilin University, Changchun 130021, China; (J.W.); (W.S.); (W.L.); (Y.Y.); (W.C.)
| | - Weiwei Cui
- Department of Nutrition and Food Hygiene, School of Public Health, Jilin University, Changchun 130021, China; (J.W.); (W.S.); (W.L.); (Y.Y.); (W.C.)
| | - Xiangshan Yang
- Department of Radiation Hygiene, School of Public Health, Jilin University, Changchun 130021, China;
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Ranjbar M, Avini NA, Shab-Bidar S. The association between ultra-processed food consumption and adiposity indexes in adults living in Tehran: a dose-response analysis within a cross-sectional study. BMC Public Health 2025; 25:1548. [PMID: 40281568 PMCID: PMC12023585 DOI: 10.1186/s12889-025-22812-2] [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: 12/22/2024] [Accepted: 04/15/2025] [Indexed: 04/29/2025] Open
Abstract
BACKGROUND Ultra-process foods (UPF) were suspected to induce many diseases and threaten consumers' health. The aim of this study was to examine the association between the consumption of highly processed foods and adiposity indexes in Tehranian adults. METHOD In a cross-sectional design, 850 Tehranian adults were included. NOVA classification was used to assess the intake of UPF in participants. The amount of calorie intake through processed foods was assessed. Adiposity indexes outcomes include body mass index (BMI), waist circumference (WC), waist-to-hip ratio (WHR), waist-to-height ratio (WHtR), visceral adiposity index (VAI), body roundness index (BRI), and body adiposity index (BAI). Lipid accumulation product (LAP) and triglyceride-glucose index (TyG) were also assessed. Binary logistic regression was used to evaluate the association between the intake of UPF and adiposity indexes measurements. RESULT there was a higher intake of UPF in men than women (p < 0.001). The results of logistic regression revealed that there is a significant association between intake of UPF with WHR (odds ratio (OR): 1.09, 95% confidence interval (CI): 0.73-1.61) and BRI (OR: 2.10, 95% CI: 1.38-3.19) in the crude model. Nevertheless, after adjusting for confounders, the results were insignificant (WHR: OR, 0.77, 95% CI, 0.46-1.27, and BRI: OR, 1.70, 95% CI, 1.05-2.73). No significant association was seen for other outcomes (p > 0.001 for all). The results of dose-response analyses revealed a substantial association between UPF intake and BMI, WHrT, WC, VAI, BRI, BAI, LAP, and TyG. CONCLUSION UPF consumption was significantly related to increased risk of high-risk adiposity indexes in the dose-response analysis. More studies are needed to strengthen the results of this study.
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Affiliation(s)
- Mahsa Ranjbar
- Department of Clinical Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences (TUMS), Tehran, 14167-53955, Iran
| | - Neda Asgari Avini
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences (TUMS), No 44, Hojjat-dost Alley, Naderi St., Keshavarz Blvd, P. O. Box 14155/6117, Tehran, 14167-53955, Iran
| | - Sakineh Shab-Bidar
- Department of Community Nutrition, School of Nutritional Sciences and Dietetics, Tehran University of Medical Sciences (TUMS), No 44, Hojjat-dost Alley, Naderi St., Keshavarz Blvd, P. O. Box 14155/6117, Tehran, 14167-53955, Iran.
- Sports Medicine Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran.
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Liu SJ, Duan JH, Chen YY, Gu SL, He YH, Xue MM, Yue JY. Unraveling the triglyceride-glucose index: a key predictor of liver fat content and the amplifying role of BMI: evidence from a large physical examination data. Front Endocrinol (Lausanne) 2025; 16:1555300. [PMID: 40352458 PMCID: PMC12061704 DOI: 10.3389/fendo.2025.1555300] [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: 01/04/2025] [Accepted: 04/07/2025] [Indexed: 05/14/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index is associated with the severity of metabolic-associated fatty liver disease (MASLD), but its link to liver fat content is not fully understood. This study investigates the relationship between the TyG index and liver fat content and explores the role of body mass index (BMI) as a mediator. Methods This cross-sectional study analyzed data from 12,750 participants who underwent health screenings at the first affiliated hospital of Xinxiang Medical University between January 2018 and December 2023. The TyG index, derived as Ln [triglycerides (mg/dl) * fasting plasma glucose (mg/dl)/2], was the independent variable, while liver fat content, measured by quantitative computed tomography (QCT), was the dependent variable. Participants were grouped into tertiles based on their TyG index. Univariate and multivariate analyses, smooth curve fitting (generalized additive models), threshold effect analysis, and subgroup analyses were used to assess the TyG-liver fat content relationship. BMI's mediating effect was also examined. Results Liver fat content increased steadily across TyG index tertiles. After adjusting for confounders, the TyG index remained independently associated with liver fat content [β = 1.42, 95% CI: 1.26-1.57]. Participants in the highest TyG tertile (T3) had a 1.58-fold higher liver fat content compared to those in the lowest tertile (T1) (95% CI: 1.37-1.80, P<0.001). A generalized additive model showed a nonlinear relationship between TyG index and liver fat content. When the TyG index ≤ 7.39, liver fat content increased gradually (β = 0.74, 95% CI: 0.50-0.99, P<0.001). Beyond this threshold, liver fat content rose sharply (β = 2.19, 95% CI: 1.92-2.46, P<0.001). Subgroup analysis indicated that the association between TyG index and liver fat content was stronger at higher BMI levels (P for interaction < 0.001). Mediation analysis revealed that BMI accounted for 26.68% of the observed effect. Conclusion The TyG index is positively associated with liver fat content in a nonlinear manner, with BMI amplifying this effect. These results suggest that the TyG index may be a useful marker for predicting liver fat content, and managing weight could help slow the progression of MASLD.
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Affiliation(s)
| | | | | | | | | | | | - Jun-Yan Yue
- Department of Radiology, The First Affiliated Hospital of Xinxiang Medical University, Xinxiang, 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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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 Z, Yang S, Zhou C, Li C, Chen C, Chen J, Li D, Li L, Xu T. Development and validation of an AMR-based predictive model for post-PCI upper gastrointestinal bleeding in NSTEMI patients. Front Endocrinol (Lausanne) 2025; 16:1545462. [PMID: 40309439 PMCID: PMC12040647 DOI: 10.3389/fendo.2025.1545462] [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: 03/28/2025] [Indexed: 05/02/2025] Open
Abstract
Background Upper gastrointestinal bleeding (UGIB) is a common complication in patients with non-ST-segment elevation myocardial infarction (NSTEMI) after percutaneous coronary intervention (PCI), and the aim of our study is to construct a nomogram for predicting the occurrence of UGIB within 1 year after PCI in NSTEMI patients. Methods In this study, 784 patients with NSTEMI after PCI in the Affiliated Hospital of Xuzhou Medical University between September 1, 2017 and August 31, 2019 were included as the training group, and 336 patients from the East Affiliated Hospital of Xuzhou Medical University were included as the external validation group. Classical regression methods were combined with a machine learning model to identify the independent risk factors. These factors based on multivariate logistic regression analysis were then utilized to develop a nomogram. The performance of the nomogram was evaluated using the area under the receiver operating characteristic curve (AUC), calibration plots, and decision curve analysis (DCA). Results The nomogram consisted of six independent predictors, including HASBLED, triglyceride glucose index, alcohol drinking, red blood cell count, use of proton pump inhibitor, and angiographic microvascular resistance of culprit vessel. Training and validation groups accurately predicted the occurrence of UGIB (AUC, 0.936 and 0.910). The calibration curves showed that the nomogram agreed with the actual observations and the DCA also demonstrated that the nomogram was applicable in the clinic. Conclusion We developed a simple and effective nomogram for predicting the occurrence of UGIB within 1 year in NSTEMI patients after PCI based on angiographic microvascular resistance.
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Affiliation(s)
- Zhaokai Wang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Shuping Yang
- Department of General Practice, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Chunxue Zhou
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Cheng Li
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Chengcheng Chen
- Department of General Practice, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Junhong Chen
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Dongye Li
- Institute of Cardiovascular Disease Research, Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Lei Li
- Department of General Practice, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
| | - Tongda Xu
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Jiangsu, China
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Wang X, Zheng K, Hu X, Pei J. The impact of sex-related disparities on the association between triglyceride-glucose index and renal function decline in patients with type 2 diabetes: Insights from the ACCORD trial. Diabetes Res Clin Pract 2025; 224:112163. [PMID: 40250809 DOI: 10.1016/j.diabres.2025.112163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2025] [Revised: 03/26/2025] [Accepted: 04/06/2025] [Indexed: 04/20/2025]
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has emerged as a surrogate marker for insulin resistance and is associated with the incidence and progression of chronic kidney disease (CKD) in patients with type 2 diabetes. METHODS Data from the ACCORD trial were used. The Cox proportional hazards model was employed to calculate hazard ratios (HRs), while generalized additive mixed models were used to capture the non-linear eGFR slope in each group. The primary outcome was CKD. RESULTS 9360 participants were included in this study, divided into tertiles based on their TyG index, with 3 119, 3 121, and 3 120 individuals in T1 (low), T2 (medium), and T3 (high), respectively. After a median follow-up of 4 years, 1 229 cases of CKD (13.30 %) occurred. Among women rather than men, CKD risk increased across ascending TyG index groups (adjusted HR for T3, Model 3, 1.46 [95 % CI, 1.13-1.88]) (p for interaction = 0.03). Additionally, longitudinal analysis revealed a rapid eGFR decline in women in the T3 group (-4.79 mL/min/1.73 m2) than the T1 group (-3.07 mL/min/1.73 m2, p < 0.05), but not in men. CONCLUSIONS A higher TyG index was associated with elevated CKD risk and accelerated eGFR decline, particularly in women.
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Affiliation(s)
- Xiaopu Wang
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China; The Libin Cardiovascular Institute of Alberta, Cumming School of Medicine, The University of Calgary, Calgary, Alberta, Canada
| | - Keyang Zheng
- Department of General Practice, Beijing Nuclear Industry Hospital, Beijing 100045, China
| | - Xinqun Hu
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Junyu Pei
- Department of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, Hunan, China; The Libin Cardiovascular Institute of Alberta, Cumming School of Medicine, The University of Calgary, Calgary, Alberta, Canada.
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Leng M, Guo X, Wei C, Zhang Y, Li Z, Gao X, Hou D, Li C. Progressive Weight Loss-Induced Remission of Insulin Resistance/Hyperinsulinemia and Improvements in Cardiovascular Risk Factors. Diabetes Metab Syndr Obes 2025; 18:1099-1110. [PMID: 40255970 PMCID: PMC12009124 DOI: 10.2147/dmso.s501876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Accepted: 03/22/2025] [Indexed: 04/22/2025] Open
Abstract
Background Hyperinsulinemia (HI) is a common endocrine metabolic disorder in obesity and is closely associated with cardiovascular disease. Aim This study aims to investigate the effects of progressive weight reduction on HI and cardiovascular risk factors. Methods We enrolled 68 patients with overweight or obesity. Body composition assessments, clinical indicator sampling and a 75g-oral glucose tolerance test were conducted at baseline and after 12-month weight loss to assess HI and insulin sensitivity. And the people were divided into four groups based on the percent of weight loss (<10%, ~20%, ~30%, >30%) to study the remission of HI and changes in body composition and cardiovascular risk factors. Results A total of 66 participants were studied at the end. Progressive weight loss significantly reduced plasma glucose and insulin (P<0.001, P for trend <0.001) and did not progressively reduce cardiovascular risk factors (P for trend <0.001). The greater the percentage of weight loss, the greater the remission rate of insulin resistance and hyperinsulinemia (P for trend <0.001), which reaches 100% when weight loss exceeds 30%. After adjusting for factors such as age, gender, and medication usage, remission of HI was still associated with progressive weight loss. Conclusion With progressive weight loss, people with overweight or obesity experienced further improvements in glycemic outcomes, body compositions, HI and insulin resistance.
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Affiliation(s)
- Mingxin Leng
- Graduate School, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Xiaoxuan Guo
- School of Medicine, Nankai University, Tianjin, People’s Republic of China
| | - Chongyang Wei
- Graduate School, Tianjin Medical University, Tianjin, People’s Republic of China
| | - Yanju Zhang
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, People’s Republic of China
| | - Zhouhuiling Li
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, People’s Republic of China
| | - Xinying Gao
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, People’s Republic of China
| | - Dangmin Hou
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, People’s Republic of China
| | - Chunjun Li
- Graduate School, Tianjin Medical University, Tianjin, People’s Republic of China
- Health Management Center, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, People’s Republic of China
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Zhao L, Cui Z, Ouyang J, Qu H, Gao Z. Childhood triglyceride-glucose index and pre-hypertension in adulthood: a prospective cohort study. Front Endocrinol (Lausanne) 2025; 16:1489325. [PMID: 40297176 PMCID: PMC12034547 DOI: 10.3389/fendo.2025.1489325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2024] [Accepted: 03/24/2025] [Indexed: 04/30/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index serves as a surrogate marker for insulin resistance. Multiple studies have demonstrated a positive correlation between the TyG index and blood pressure, indicating that a high TyG index is related to a greater risk of developing pre-hypertension (pre-HTN) and hypertension (HTN). However, the relationship between changes in the TyG index during childhood and pre-HTN in adulthood requires further clarification. Methods The present prospective study utilized data from the Bogalusa Heart Study, a long-term follow-up study. Data on triglycerides (TG), fasting glucose (Fg), and low-density lipoprotein cholesterol (LDL-C) were collected from cross-sectional examinations of participants during childhood. Blood pressure (BP) in early adulthood was categorized into normotensive and pre-HTN groups. Logistic regression was employed to evaluate the relationship between the TyG index in childhood and pre-HTN in adulthood. Results A total of 1,222 participants were included in the study, of whom 258 presented with pre-HTN in adulthood. Significant differences were observed in baseline TyG index, body mass index (BMI), and high-density lipoprotein cholesterol (HDL-C) between the two groups. In both unadjusted logistic regression (Odds Ratio (OR):1.8, 95% CI: 1.4, 2.5, P < 0.001) and simple adjustment (OR: 1.7, 95% CI: 1.2, 2.3, P = 0.003), childhood TyG index were significantly associated with pre-HTN in adulthood. However, this significant relationship disappeared after full adjustment (OR: 1.2, 95% CI: 0.8, 1.9, P = 0.373) which extended Model 1 by including adjustments for baseline BMI, baseline HDL-C, baseline LDL-C, smoking status, drinking status, use of antihypertensive medication and family history of HTN.Stratified analysis in Model 2 showed that gender and race significantly affected the relationship between TyG index and BP. In the male population, elevated TyG index levels increased the probability of pre-HTN, whereas no such relationship was found in female (Male: OR: 1.9, 95% CI: 1.1, 3.5, P = 0.029; Female: OR: 0.8, 95% CI: 0.4, 1.4, P = 0.447; P for interaction = 0.037). Similarly, in American Caucasians, TyG was positively associated with the risk of pre-HTN, but this relationship was not observed in African American (American Caucasian: OR: 1.7, 95% CI: 1.0, 2.9, P = 0.035; African American: OR: 0.5, 95% CI: 0.2, 1.1, P = 0.087; P for interaction = 0.007). Conclusions In males and Caucasians, elevated TyG index during childhood can increase the risk of pre-HTN in adulthood. Monitoring the TyG index may help in screening individuals at higher risk of pre-HTN.
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Affiliation(s)
- Lingli Zhao
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Zhijie Cui
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Jiahui Ouyang
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Hua Qu
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- National Clinical Research Center for Chinese Medicine Cardiology, Beijing, China
| | - Zhuye Gao
- Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- National Clinical Research Center for Chinese Medicine Cardiology, Beijing, China
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Hao J, Qu L, Yang Y, Sun Y, Xu G. The Association Between Preoperative Triglyceride Glucose Index and Postoperative Adverse Cardiovascular Events in Non-Cardiac Surgery: A Single-Center Study From China. Ther Clin Risk Manag 2025; 21:467-479. [PMID: 40248335 PMCID: PMC12005211 DOI: 10.2147/tcrm.s518077] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Accepted: 04/04/2025] [Indexed: 04/19/2025] Open
Abstract
Background The incidence of postoperative adverse cardiovascular events (PACE) in non-cardiac surgery has significantly increased, severely affecting surgical outcomes and patient prognosis. This study investigates the relationship between preoperative triglyceride-glucose (TyG) index and PACE in patients who underwent non-cardiac surgery. Methods We conducted a single-center retrospective study, including adult patients (age ≥18 years) who underwent non-cardiac surgery. Univariate and multivariate logistic regression analyses assessed the relationship between the TyG index and PACE. Nonlinear correlations were investigated using restricted cubic splines (RCS). Additionally, subgroup analysis was performed to evaluate the relationship between the TyG index and PACE in different subsamples. Results 16,066 patients were studied, among which 1505 cases (9.37%) developed PACE, with a median TyG index of 8.61 (8.22, 9.07). Using the lowest quartile of the TyG index as a reference, the fully adjusted (ORs) (95% CIs) for PACE in the second, third, and fourth quartiles of the TyG index were 1.78 (1.49~2.11), 2.16 (1.81~2.59), and 2.30 (1.88~2.83), respectively. After adjusting for all confounding factors, we found that patients with the highest TyG index had a 68% increased risk of PACE (OR 1.68, 95% CI 1.50~1.90). The results of the subgroup analysis were similar to those of the primary analysis. The RCS model suggests a linear positive correlation between the TyG index and the risk of PACE occurrence. (P for overall < 0.001, P for nonlinear = 0.547). Conclusion This cohort study indicates that preoperative TyG index is linearly and positively correlated with an increased incidence of PACE in the non-cardiac surgery population. This finding suggests that intensifying the evaluation of the TyG index may provide a more convenient and effective tool for identifying individuals at risk of PACE during non-cardiac surgeries.
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Affiliation(s)
- Jiandong Hao
- Graduate School of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Li Qu
- Department of Anesthesiology, People’s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Clinical Clinical Research Center for Anesthesia Management, Urumqi, People’s Republic of China
| | - Yang Yang
- Graduate School of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Yun Sun
- Graduate School of Xinjiang Medical University, Urumqi, People’s Republic of China
| | - Guiping Xu
- Department of Anesthesiology, People’s Hospital of Xinjiang Uygur Autonomous Region, Xinjiang Clinical Clinical Research Center for Anesthesia Management, Urumqi, People’s Republic of China
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Liu Y, Yang Y, Li Y, Ding W, Yang X. Nonlinear associations between METS-IR and all-cause as well as cardiovascular mortality in adults with osteoporosis and osteopenia: evidence from NHANES 2007-2023. Sci Rep 2025; 15:12657. [PMID: 40221456 PMCID: PMC11993675 DOI: 10.1038/s41598-025-86361-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Accepted: 01/10/2025] [Indexed: 04/14/2025] Open
Abstract
Osteoporosis is a systemic metabolic bone disorder characterized by a decrease in bone mass and the degradation of bone microarchitecture. Nevertheless, the precise influence of the core marker of metabolic syndrome-insulin resistance-on the prognosis of patients with osteoporosis and osteopenia remains insufficiently understood. This study seeks to clarify the association between a novel insulin resistance metric, METS-IR, and the risks of all-cause and cardiovascular mortality among individuals diagnosed with OP. This study utilizes data from the National Health and Nutrition Examination Survey (NHANES) collected between 2007 and 2023, employing multivariable Cox proportional hazards regression models and restricted cubic splines to investigate the association between the METS-IR index and the risk of all-cause and cardiovascular mortality in patients diagnosed with osteoporosis and osteopenia. Furthermore, subgroup analyses were performed to identify potential effect modifications and high-risk subpopulations. The study cohort included 2175 individuals with osteoporosis and osteopenia, followed for 16 years, during which 468 all-cause deaths and 102 cardiovascular-related deaths were documented. The study identified a nonlinear positive association between the METS-IR index and the risks of all-cause mortality among patients with osteoporosis and osteopenia. However, no significant association was observed between METS-IR and cardiovascular mortality. At a METS-IR threshold of 2.3, the hazard ratio reached 1, indicating a shift in the risk of all-cause mortality from low to high. Furthermore, subgroup analyses demonstrated a stronger association between METS-IR and all-cause mortality risks in individuals with elevated METS-IR levels or comorbid diabetes, while no such significant relationship was found for cardiovascular mortality. This study highlights a nonlinear positive association between the insulin resistance marker METS-IR and all-cause mortality among patients with osteoporosis and osteopenia, whereas no significant association was observed with cardiovascular mortality. These findings enhance the understanding of insulin resistance's role in osteoporosis and its comorbidities, particularly in relation to all-cause mortality. This underscores the importance of managing insulin resistance to improve overall survival outcomes, while further studies are needed to explore its specific impacts on cardiovascular outcomes.
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Affiliation(s)
- Yazhou Liu
- Department of Orthopedics, Dalian Medical University, Dalian, China
- Department of Orthopedics, Dandong Central Hospital, Dalian Medical University, No. 338 Jinshan Street, Zhenxing District, Dandong, 118002, Liaoning, China
| | - Ying Yang
- Department of Gynecology, Dalian Medical University, Dalian, China
| | - Yuhao Li
- Department of Orthopedics, Dandong Central Hospital, China Medical University, Dandong, China
| | - Wenbo Ding
- Department of Orthopedics, Dandong Central Hospital, China Medical University, Dandong, China
| | - Xiaodong Yang
- Department of Orthopedics, Dandong Central Hospital, Dalian Medical University, No. 338 Jinshan Street, Zhenxing District, Dandong, 118002, Liaoning, China.
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Zhang W, Jin T, Hu X. Associations between triglyceride-glucose indices and delirium risk in critically ill patients with acute kidney injury: a retrospective study. Front Endocrinol (Lausanne) 2025; 16:1521850. [PMID: 40276552 PMCID: PMC12018253 DOI: 10.3389/fendo.2025.1521850] [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: 11/03/2024] [Accepted: 03/24/2025] [Indexed: 04/26/2025] Open
Abstract
Background Delirium frequently occurs in individuals with acute kidney injury (AKI), leading to serious adverse outcomes. However, there are currently no predictors of early intervention for delirium in clinical practice. This study aims to investigate whether a correlation exists between TyG indices and the clinical symptoms of delirium in patients with AKI. Methods Eligible participants diagnosed with AKI from the Medical Information Mart for Intensive Care-IV (MIMIC-IV) database were categorised based on their TyG index. The primary outcome of this study was the incidence of delirium. The TyG indices were quartile and Kaplan-Meier (K-M) cumulative curve was conducted to compare the consequence of each group. Cox proportional hazards and restricted cubic spline (RCS) analyses were employed to explore the associations between TyG indices and outcomes. To mitigate potential biases, a no-replacement propensity score matching (PSM) approach was employed. Subgroup analyses were conducted to explore differences across various demographic and clinical categories. Results A positive correlation between the quartile groupings of TyG-AVG and an increased cumulative incidence of delirium in individuals with severe AKI, as demonstrated through K-M cumulative curves and Cox regression analysis. Regarding the TyG index, patients in the 4th group displayed the highest hazard of delirium in both of the methods mentioned above. Furthermore, RCS analysis indicated that the interaction between the two variables is approximately linear. Subgroup analyses revealed that the effects of both metrics remained consistent across most examined subgroups. Conclusion Higher TyG indices were clearly associated with the incidence of delirium in patients with severe AKI. These indices could serve as valuable tools for identifying delirium-prone individuals with AKI.
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Affiliation(s)
- Wenhui Zhang
- School of Medicine, Anhui University of Science & Technology, Huainan, Anhui, China
- Key Laboratory of Industrial Dust Deep Reduction and Occupational Health and Safety of Anhui Higher Education Institutes, Huainan, Anhui, China
- Joint Research Center for Occupational Medicine and Health of Institute of Health and Medicine, Anhui University of Science and Technology, Huainan, Anhui, China
| | - Tao Jin
- School of Medicine, Anhui University of Science & Technology, Huainan, Anhui, China
- Key Laboratory of Industrial Dust Deep Reduction and Occupational Health and Safety of Anhui Higher Education Institutes, Huainan, Anhui, China
- Joint Research Center for Occupational Medicine and Health of Institute of Health and Medicine, Anhui University of Science and Technology, Huainan, Anhui, China
| | - Xinyue Hu
- School of Medicine, Anhui University of Science & Technology, Huainan, Anhui, China
- Key Laboratory of Industrial Dust Deep Reduction and Occupational Health and Safety of Anhui Higher Education Institutes, Huainan, Anhui, China
- Joint Research Center for Occupational Medicine and Health of Institute of Health and Medicine, Anhui University of Science and Technology, Huainan, Anhui, China
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Zeng X, Liu Y, Shuai P, He P, Liu X. The relationship and differences in the triglyceride-glucose index and all-cause mortality in patients with coronary heart disease combined with cerebrovascular and other comorbidities: an analysis of the MIMIC-IV database. Front Cardiovasc Med 2025; 12:1572709. [PMID: 40271122 PMCID: PMC12014732 DOI: 10.3389/fcvm.2025.1572709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2025] [Accepted: 03/24/2025] [Indexed: 04/25/2025] Open
Abstract
Objective This study aims to investigate the predictive capability of the triglyceride-glucose index (TyG index) for all-cause mortality among patients with coronary heart disease (CHD), particularly in those with cerebrovascular disease (CVD) and other comorbidities, based on the MIMIC-IV database. Methods Using the ICD-9/10 coding standards, eligible CHD patients were identified from the MIMIC-IV database (version 3.0) with defined inclusion and exclusion criteria to ensure sample representativeness. Patients were categorized into CVD and other comorbidity groups. Data on mortality rates at 90 days, 1 year, and overall were collected, along with the TyG index and relevant covariates associated with survival risk. Baseline analyses, Spearman correlation, and restricted cubic splines (RCS) were employed to assess the nonlinear relationship between the TyG index and mortality. Kaplan-Meier curves and Cox proportional hazards models were utilized to evaluate survival risk. Results A total of 1,872 CHD patients were included, with 578 having CVD and a mortality rate of 50.17%; 1,294 had other comorbidities with a mortality rate of 64.91%. RCS analysis indicated a nonlinear relationship between the TyG index and mortality risk. For patients with concurrent CVD, the lowest mortality risk occurred at a TyG index of 9.37 mmol/L, while for those with other comorbidities, the lowest risk was observed at 9.36 mmol/L. Cox regression analysis revealed a significant association between the TyG index and survival risk in all CHD patients (HR = 1.15, 95%CI: 1.04-1.28, P < 0.01). In patients with other comorbidities, an increase in the TyG index was significantly correlated with elevated mortality risk (HR = 1.21, 95%CI: 1.02-1.34, P < 0.01). Conclusion The TyG index exhibits a nonlinear relationship with mortality risk in CHD patients, with elevated levels significantly increasing mortality risk in those with other comorbidities. These findings suggest that the TyG index may serve as a critical metabolic marker for prognostic evaluation in CHD patients, warranting further clinical attention.
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Affiliation(s)
- Xiao Zeng
- Outpatient Department, School of Medicine, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Yuping Liu
- Department of Health Management Center & Institute of Health Management, School of Medicine, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Ping Shuai
- Department of Health Management Center & Institute of Health Management, School of Medicine, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Peiyuan He
- Department of Health Management Center & Institute of Health Management, School of Medicine, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Xiaoli Liu
- Department of Health Management Center & Institute of Health Management, School of Medicine, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
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Zhang B, Lai J, Li D, Li Y, Wang P, Cai S, Ren Q, Li D. Inverse association between triglyceride-glucose index and maximal oxygen uptake in US young and middle-aged population: a cross-sectional study. Front Cardiovasc Med 2025; 12:1583614. [PMID: 40271127 PMCID: PMC12014587 DOI: 10.3389/fcvm.2025.1583614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2025] [Accepted: 03/11/2025] [Indexed: 04/25/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index has been linked to impaired cardiovascular fitness (CVF). However, the available evidence regarding the direct relationship between the TyG index and maximal oxygen uptake (VO2max) is limited. This study aims to investigate the association between the TyG index and VO2max. Methods We conducted a retrospective cross-sectional study involving 3,571 participants who completed a CVF examination as part of the National Health and Nutrition Examination Survey (NHANES) 1999-2004. Data on triglycerides, glucose, and VO2max were collected from all participants. The TyG index was calculated using the formula: Ln[triglyceride (TG)(mg/dl) × fasting plasma glucose (FPG)(mg/dl)/2]. Linear regression analysis was utilized to substantiate the research objectives. Results The complex sampling design and mobile examination center sample weights were considered. In multivariable linear regression analyses, each 1 unit increase in the TyG index was associated with a decrease in VO2max [β = -1.24, 95% CI (-1.97, -0.51), p = 0.002] when expressed as a continuous variable, independent of confounders. The TyG index was converted into a categorical variable based on four quartiles. Compared with the lowest TyG quintile (Q1: 6.750-7.887), the fully adjusted β for Q4 (8.672-12.481) was -1.91 (95% CI: -3.24, -0.57, p < 0.007). A significant interaction (p = 0.007) between sex and the TyG index for VO2max was found in the population using subgroup analysis. The results of the sensitivity analysis remained stable. Mediation analysis showed the direct effect of the TyG index was -1.467 (-2.019, -0.948), with a total effect of -1.813 (-2.377, -1.286). The mediation effect of diastolic blood pressure (DBP), white blood cell count (WBC), and C-reactive protein (CRP) was -0.389 (-0.526, -0.268), -0.308 (-0.432, -0.177), and -0.252 (-0.453, -0.135), respectively. HGB was found to exert a suppressing effect on the relationship between the TyG index and VO2max, with a value of 1.469 (1.252, 1.702). The p-values for all the above effects were <0.05. Conclusions In the US young and middle-aged population, the TyG index was significantly adversely associated with VO2max levels. Females may exert an interaction on TyG. Evidence supported DBP, WBC, and CRP as intervening variables through which the TyG index exerts its influence on VO2max. HGB may overrule the potential inverse association between the TyG index and VO2max.NCHS IRB/ERB Protocol Number: Protocol #98-12.
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Affiliation(s)
- Bin Zhang
- Department of Hypertension and Vascular Disease, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, China
| | - Junxing Lai
- Department of Cardiovascular Disease and Clinical Experimental Center, Jiangmen Central Hospital, Jiangmen, China
| | - Dan Li
- Department of Electrocardiogram, Jiangmen Central Hospital, Jiangmen, China
| | - Yongfeng Li
- Department of Medical Records, Jiangmen Central Hospital, Jiangmen, China
| | - Peng Wang
- Department of Information, Jiangmen Central Hospital, Jiangmen, China
| | - Shangan Cai
- Department of Urology, Jiangmen Central Hospital, Jiangmen, China
| | - Qiang Ren
- Department of Cardiovascular Disease and Clinical Experimental Center, Jiangmen Central Hospital, Jiangmen, China
| | - Dong Li
- Department of Intensive Care Unit, Jiangmen Central Hospital, Jiangmen, China
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Cui X, Li M, Jing A, Zhang Y, Zheng L, Li T, Hao T, Lang J, Guo Z, Cong H, Zhang Y. Associations Between the Atherogenic Index of Plasma and Triglyceride-Glucose Index With Coronary Microvascular Dysfunction in Hypertensive Patients. Diabetes Metab Syndr Obes 2025; 18:1061-1072. [PMID: 40226440 PMCID: PMC11992995 DOI: 10.2147/dmso.s510851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Accepted: 03/24/2025] [Indexed: 04/15/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index is a reliable marker of insulin resistance, and the atherogenic index of plasma (AIP) reflects atherosclerosis. However, the relationship between these biomarkers-particularly AIP-and coronary microvascular dysfunction (CMD) in hypertensive patients has not been systematically studied. This study investigates the association between TyG, AIP, and CMD in hypertensive individuals. Methods We included 155 hypertensive patients with coronary anatomy confirmed by coronary angiography (CAG) or computed tomography angiography (CTA) within six months of SPECT imaging. CMD was diagnosed with a summed stress score (SSS) ≥4 and a summed difference score (SDS) ≥2. Patients were stratified into tertiles by TyG index and AIP. Logistic regression, adjusted for traditional cardiovascular risk factors, was used to explore the relationship with CMD. The predictive value of TyG and AIP was assessed using receiver operating characteristic (ROC) curves, and decision curve analysis (DCA) evaluated their clinical benefit. Results Logistic regression revealed that both TyG and AIP were independently associated with coronary artery disease (CAD) (P<0.05 for both). The area under the ROC curve (AUC) for TyG, AIP, and their combined predictive capacity for CMD was 0.744, 0.707, and 0.748, respectively (P<0.001 for all). The optimal cutoff values for TyG and AIP were 7.012 and 0.5175, respectively. Combining both biomarkers enhanced clinical decision-making and patient benefit. Conclusion Higher levels of TyG and AIP are significantly associated with an increased risk of CMD in hypertensive patients. Both biomarkers exhibit strong predictive value, with AIP showing greater specificity and TyG higher sensitivity. Their combined use can improve clinical decision-making and patient outcomes.
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Affiliation(s)
- Xiaodong Cui
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Mingyang Li
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Anran Jing
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Yan Zhang
- Tianjin Union Medical Center, Tianjin Medical University, Tianjin, 300122, People’s Republic of China
| | - Liuying Zheng
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Ting Li
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Tianxu Hao
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Jiachun Lang
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Zhihao Guo
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
- Department of Cardiology, Cangzhou Center Hospital, Cangzhou, Hebei Province, People’s Republic of China
| | - Hongliang Cong
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
| | - Yingyi Zhang
- Clinical School of Thoracic, Tianjin Medical University, Tianjin, People’s Republic of China
- Department of Cardiology, Tianjin Chest Hospital, Tianjin, People’s Republic of China
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Zhan J, Wei Q, Guo W, Liu Z, Chen S, Huang Q, Liang S, Cai D. Evaluating the triglyceride glucose index as a predictive biomarker for osteoporosis in patients with type 2 diabetes. Front Endocrinol (Lausanne) 2025; 16:1534232. [PMID: 40260282 PMCID: PMC12010436 DOI: 10.3389/fendo.2025.1534232] [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: 11/25/2024] [Accepted: 03/10/2025] [Indexed: 04/23/2025] Open
Abstract
Objective Osteoporosis is a common condition among individuals with type 2 diabetes; however, the relationship between insulin resistance, as measured by the Triglyceride Glucose Index (TyG), and osteoporosis has not been sufficiently explored. This study seeks to address this research gap by investigating the diagnostic value of TyG in identifying osteoporosis in patients with type 2 diabetes. Methods A retrospective analysis was performed on clinical data from 207 diabetic subjects (83 in the osteoporosis group, 124 in the non-osteoporosis group), using SPSS version 27.0 and MedCalc 23 for statistical analysis. Results Significant statistical differences were noted between the two groups in terms of gender, age, hemoglobin levels, red blood cell count, total cholesterol levels, and the TyG. Binary logistic regression analysis revealed that gender, age, and TyG are independent predictors of osteoporosis in patients with type 2 diabetes. Receiver operating characteristic (ROC) analysis showed that the area under the curve for TyG, gender, age, and their combination in predicting osteoporosis among patients with T2DM was 0.653, 0.698, 0.760, and 0.857, respectively. Additionally, the diagnostic performance of the TyG value was effectively evaluated, determining 8.78 as the optimal cutoff value, with a corresponding sensitivity of 89.1% and specificity of 52.4%. Meanwhile, the predictive model constructed using gender, age, and the TyG index achieved an area under the curve (AUC) of 0.857 (95% confidence interval: 0.801~0.901), with a maximum Youden index of 0.629. The corresponding diagnostic sensitivity was 83.1% and the specificity was 79.8%. Conclusion The TyG holds potential to serve as a prominent biomarker for the diagnosis of osteoporosis among type 2 diabetic patients in various clinical settings.
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Affiliation(s)
- Jinxiang Zhan
- Department of Orthopedics, Panyu Hospital of Chinese Medicine, Guangzhou, Guangdong, China
- Panyu Hospital of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
| | - Qipeng Wei
- Department of Orthopedics, Panyu Hospital of Chinese Medicine, Guangzhou, Guangdong, China
| | - Weijun Guo
- Department of Orthopedics, Panyu Hospital of Chinese Medicine, Guangzhou, Guangdong, China
| | - Zihao Liu
- Panyu Hospital of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
| | - Shiji Chen
- Panyu Hospital of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
| | - Qingyan Huang
- Department of Orthopedics, Panyu Hospital of Chinese Medicine, Guangzhou, Guangdong, China
| | - Shuang Liang
- Panyu Hospital of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
| | - Dongling Cai
- Department of Orthopedics, Panyu Hospital of Chinese Medicine, Guangzhou, Guangdong, China
- Panyu Hospital of Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, Guangdong, China
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Wang Y, Yu Z, Yu L, Li C. Triglyceride-glucose index and triglyceride-to-high-density lipoprotein cholesterol ratio in predicting severity of acute pancreatitis: a cross-sectional clinical study. BMC Gastroenterol 2025; 25:226. [PMID: 40197175 PMCID: PMC11974065 DOI: 10.1186/s12876-025-03793-3] [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: 12/05/2024] [Accepted: 03/17/2025] [Indexed: 04/10/2025] Open
Abstract
BACKGROUND The aim of this study is to investigate the correlation of triglyceride-glucose (TyG) index and triglyceride-to-high-density lipoprotein cholesterol (TG/HDL-C) ratio with acute pancreatitis (AP), and to compare the predictive value of the two indexes for severe AP (SAP). METHODS This study was a clinical cross-sectional study. Spearman's correlation, logistic regression analysis and receiver operating characteristic (ROC) curves were used to investigate the relationship between the TyG index and TG/HDL-C ratio with SAP. RESULTS Of the 311 enrolled AP patients, the mean age was 62.59 ± 9.03 years, and 131 (42.12%) were male. A total of 34 (10.93%) patients met the diagnostic criteria for SAP. The results of Spearman's correlation showed that TyG index (Spearman rho = 0.262; p < 0.001), TG/HDL-C ratio (Spearman rho = 0.206; p < 0.001) were associated with SAP. Logistic regression analysis showed that TyG index was independently and positively correlated with SAP [odds ratio (OR), 4.311; 95% confidence interval (CI), 1.222-15.208; p = 0.023]. However, this association was not further confirmed on TG/HDL-C ratio (OR, 2.530; 95% CI, 0.883-7.251; p = 0.084). According to the ROC curve analysis, the area under the curve (AUC) for TyG index was 0.712 (p < 0.001), and the AUC for TG/HDL-C ratio was 0.691 (p < 0.001). CONCLUSIONS TyG index and TG/HDL-C ratio have different diagnostic values in AP patients. And the TyG index may be a more useful auxiliary tool for predicting SAP.
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Affiliation(s)
- Yakun Wang
- Department of Intensive Care Medicine, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medicine University, 1630 Huanding Road, Shangcheng District, Hangzhou, 310044, Zhejiang, China
| | - Zhenfei Yu
- Department of Intensive Care Medicine, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medicine University, 1630 Huanding Road, Shangcheng District, Hangzhou, 310044, Zhejiang, China
| | - Limei Yu
- Department of Intensive Care Medicine, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medicine University, 1630 Huanding Road, Shangcheng District, Hangzhou, 310044, Zhejiang, China
| | - Chen Li
- Department of Intensive Care Medicine, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medicine University, 1630 Huanding Road, Shangcheng District, Hangzhou, 310044, Zhejiang, China.
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Wu L, Pang C, Zeng G, Liu D, Li C, Liu K, Huang P, Wang W, Zhu J, Dai Z, Qiu Z, Jiang Y. 10-year trajectories of triglyceride-glucose index and progression of vertebrobasilar artery stenosis: A multicenter hospital-based prospective longitudinal cohort study. Neuroscience 2025; 571:44-51. [PMID: 40021078 DOI: 10.1016/j.neuroscience.2025.02.054] [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: 11/05/2024] [Revised: 02/13/2025] [Accepted: 02/25/2025] [Indexed: 03/03/2025]
Abstract
BACKGROUND The association between the triglyceride-glucose (TyG) index and the atherosclerosis has been validated by numerous evidences. However, the prospective relationship between long-term dynamic changes in the TyG index and the progression of vertebrobasilar artery (VBA) atherosclerotic plaques remained unclear. METHODS This multicenter, hospital-based, prospective longitudinal cohort study included 1,336 patients with suspected stroke from January 1, 2004 to December 31, 2022. Baseline characteristics and vascular examinations were collected and performed at baseline. Patients were followed up for 10 years. The latent class trajectory modeling method was used to analyze the TyG index trajectories over the follow-up period. Cox regression was used to analyze the association of the baseline and trajectory of the TyG index with the progression of VBA plaques. RESULTS During the follow-up (10.80 ± 2.30 years), VBA plaque progression was found in 175 participants. Cox regression analysis indicated there was a significant positive association between the baseline TyG index and the VBA plaque progression (HR 1.886, 95 % CI 1.166-3.050, P = 0.010). Two trajectories of the TyG index were identified in a total of 1,336 participants, the low-stable group and high-increasing group. Compared with the low-stable group, the odds ratio for the high-increasing group had a 3.156-fold (95 % CI 1.629-6.112, P = 0.001) risk of VBA plaque progression. CONCLUSIONS Our findings suggested that higher baseline and the high-increasing trajectory of the TyG index were associated with VBA plaque progression. People with high-increasing trajectories of the TyG index predispose to develop VBA plaque progression and deserve more attention and more aggressive preventive therapies.
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Affiliation(s)
- Li Wu
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Chunmei Pang
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China.
| | - Guanfeng Zeng
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Dezhi Liu
- Department of Neurology, The First Affiliated Hospital of Nanjing Medical University, Nanjing 210029, China.
| | - Chenghao Li
- Department of Radiology, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Kang Liu
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Pengyue Huang
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Wenbo Wang
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China
| | - Juehua Zhu
- Department of Neurology, The First Affiliated Hospital of Soochow University, 899 Pinghai Road, Suzhou 215300, China.
| | - Zheng Dai
- Wuxi People's Hospital, Wuxi Medical Center, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Nanjing Medical University, Wuxi 214023, Jiangsu, China
| | - Zhihua Qiu
- Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, The Second Affiliated Hospital, Guangzhou Medical University, 250 Changgang East Road, Guangzhou 510260, China.
| | - Yongjun Jiang
- Wuxi People's Hospital, Wuxi Medical Center, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Nanjing Medical University, Wuxi 214023, Jiangsu, China.
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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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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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Song Z, Miao X, Liu S, Hu M, Xie X, Sun Y, Leng S. Associations between cardiometabolic indices and the onset of metabolic dysfunction-associated steatotic liver disease as well as its progression to liver fibrosis: a cohort study. Cardiovasc Diabetol 2025; 24:154. [PMID: 40181314 PMCID: PMC11969729 DOI: 10.1186/s12933-025-02716-6] [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: 03/27/2025] [Indexed: 04/05/2025] Open
Abstract
BACKGROUND This study sought to examine the associations between cardiometabolic indices and the onset of metabolic dysfunction-associated steatotic liver disease (MASLD) as well as its progression to liver fibrosis. METHODS This study comprised 25,366 subjects aged 18 years and older, free of MASLD at baseline, from the Dalian Health Management Cohort (DHMC). Cardiometabolic indices include cardiometabolic index (CMI), atherogenic index of plasma (AIP), triglyceride glucose (TyG), triglyceride glucose-body mass index (TyG-BMI), triglyceride glucose-waist circumference (TyG-WC) and triglyceride glucose-waist height ratio (TyG-WHtR). All participants were categorized into quartile groups based on cardiometabolic indices. Cox proportional hazards regression models and restricted cubic splines were employed to examine the relationship between cardiometabolic indices and the incidence of MASLD as well as its progression to liver fibrosis, and analyses were performed between different subgroups. Mediation analysis was employed to explore how obesity and inflammation serve as mediators in the connection between cardiometabolic indices and MASLD. To evaluate the predictive ability of cardiometabolic indices for the onset of MASLD, the time-dependent receiver operating characteristic (ROC) curve was utilized. RESULTS A total of 5378 (21.2%) individuals developed MASLD during the follow-up period of 82,445 person-years. Multivariates Cox regression analyses showed that participants in the highest quartile of cardiometabolic indices had greater risk of MASLD than those in the lowest quartile (CMI: HR = 6.11, 95% CI 5.45-6.86; AIP: HR = 4.58, 95% CI 4.11-5.10; TyG: HR = 3.55, 95% CI 3.21-3.92; TyG-BMI: HR = 13.55, 95% CI 11.80-15.57; TyG-WC: HR = 12.52, 95% CI 10.93-14.34; TyG-WHtR: HR = 11.37, 95% CI 9.96-12.98). TyG-BMI (HR = 1.36, 95% CI 1.18-1.57), but not other cardiometabolic indices, was associated with liver fibrosis. Mediation analysis indicated that BMI mediated 40.4%, 33.2%, 36.5%, - 10.4%, 37.4%, 48.5% of the associations between CMI, AIP, TyG, TyG-BMI, TyG-WC, TyG-WHtR and MASLD. Time-dependent ROC curves demonstrated that TyG-BMI had a superior predictive ability for MASLD onset compared to other indicators. CONCLUSIONS The risk of developing MASLD increases as the level of cardiometabolic indices increases. Obesity may serve as a mediating factor in the aforementioned association. TyG-BMI showed the strongest association with the onset of MASLD and its progression to liver fibrosis, proved to be outperformed other cardiometabolic indicators, and could be the best clinical non-invasive biomarker for early screening of MASLD and liver fibrosis.
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Affiliation(s)
- Ziping Song
- Health Management Center, The Second Hospital of Dalian Medical University, No.467, Zhongshan Road, Dalian, 116023, China
- Department of Gastroenterology, The Second Hospital of Dalian Medical University, Dalian, 116023, Liaoning, China
| | - Xinlei Miao
- Health Management Center, The Second Hospital of Dalian Medical University, No.467, Zhongshan Road, Dalian, 116023, China
| | - Shuang Liu
- School of Public Health, Dalian Medical University, Dalian, 116044, Liaoning, China
| | - Manling Hu
- Department of Gastroenterology, The Second Hospital of Dalian Medical University, Dalian, 116023, Liaoning, China
| | - Xiaoling Xie
- School of Public Health, Dalian Medical University, Dalian, 116044, Liaoning, China
| | - Yuting Sun
- Department of Gastroenterology, The Second Hospital of Dalian Medical University, Dalian, 116023, Liaoning, China
| | - Song Leng
- Health Management Center, The Second Hospital of Dalian Medical University, No.467, Zhongshan Road, Dalian, 116023, China.
- Department of Gastroenterology, The Second Hospital of Dalian Medical University, Dalian, 116023, Liaoning, China.
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Hu S, Zhang Y, Cui Z, Zhang Y, Wang J, Tan X, Chen W. The impact of the triglyceride-glucose index on the risk of respiratory failure in patients with COPD: a study from the MIMIC database and Chinese cohorts. BMC Pulm Med 2025; 25:149. [PMID: 40176015 PMCID: PMC11967114 DOI: 10.1186/s12890-025-03597-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: 07/18/2024] [Accepted: 03/12/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The Triglyceride-Glucose (TyG) index, a reliable marker for insulin resistance, is now employed to assess the onset and prognosis of various conditions like acute coronary syndrome, chronic kidney disease, and ischemic stroke. However, whether the TyG index can be used to assess respiratory failure (RF) risk among Chronic obstructive pulmonary disease (COPD) patients remains uncertain. The present study aims to delve into the link between the TyG index and the risk of RF in COPD patients. METHODS Individuals with COPD were retrospectively acquired from the MIMIC-IV 2.2 (The Medical Information Mart for Intensive Care IV, version 2.2) database. The association between the TyG index and the probability of RF among COPD patients was evaluated using Cox proportional hazards models and restricted cubic spline (RCS) curves. Cumulative incidence curves were generated to appraise the RF risk across the quartile groups. Finally, 1188 patients were recruited from the First Hospital of Jiaxing City to externally validate the Cox modeling results for the primary outcome. RESULTS This study incorporated a total of 1,232 participants from MIMIC database. Among these individuals, 134 cases (10.9%) experienced RF. According to Cox regression analysis, a one-unit increment in the TyG index was linked to a 1.821-fold elevated risk of RF in the COPD population (HR, 1.821[95% CI 1.349-2.459], P < 0.001). High TyG index levels were significantly linked to a higher RF risk (HR, 3.510 [95% CI 1.885-6.535], P < 0.001). RCS curve analysis also signaled a linear correlation between the TyG index and RF risk (P-Nonlinear = 0.074). CONCLUSION There exists a certain correlation between high-level TyG index and the risk of RF occurrence in COPD patients, indicating promising prospects for utilizing the TyG index to assess the severity of COPD patients.
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Affiliation(s)
- Shiyu Hu
- Department of Respiratory Medicine, Affiliated Hospital of Jiaxing University, Jiaxing, China
| | - Ye Zhang
- Department of General Medicine, Affiliated Hospital of Jiaxing University, Jiaxing, China
| | - Zhifang Cui
- Department of Respiratory Medicine, Dongzhimen Hospital, Beijing University of Chinese, Beijing, China
| | - Ye Zhang
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Jiaye Wang
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Xiaoli Tan
- Department of Respiratory Medicine, Affiliated Hospital of Jiaxing University, Jiaxing, China
| | - Wenyu Chen
- Department of Respiratory Medicine, Affiliated Hospital of Jiaxing University, Jiaxing, China.
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Shi X, Xu L, Ren J, Jing L, Zhao X. Triglyceride-glucose index: a novel prognostic marker for sepsis-associated encephalopathy severity and outcomes. Front Neurol 2025; 16:1468419. [PMID: 40242624 PMCID: PMC12000067 DOI: 10.3389/fneur.2025.1468419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Accepted: 03/17/2025] [Indexed: 04/18/2025] Open
Abstract
Background Sepsis-associated encephalopathy (SAE) is a complex condition with variable outcomes. This study investigates the potential of the Triglyceride-glucose (TyG) index as a marker for disease severity and prognosis in SAE patients. Methods We conducted a retrospective cohort study using data from the Medical Information Mart for Intensive Care (MIMIC-IV) database. Patients with sepsis who were admitted to the intensive care unit (ICU) were categorized into two groups based on the occurrence of SAE. Key clinical outcomes were 90-day survival (primary outcome) and length of ICU and hospital stays, as well as the use of vasoactive medications (secondary outcomes). The TyG index was calculated, and its association with disease severity scores and patient outcomes was analyzed using statistical methods, including survival analysis, Cox regression, and correlation analyses. Results The study population's median age was 65.96 years, predominantly male (60.1%). Higher TyG index scores correlated with elevated clinical severity scores (APSIII, LODS, OASIS, SAPSII, and CCI) and increased ICU and hospital stay durations. TyG index categorization revealed significant differences in 90-day survival probabilities, with "high TyG" associated with a 25% increased mortality risk compared to "low TyG." Furthermore, TyG index showed a moderate positive correlation with ICU stay duration and use of norepinephrine and vasopressin, but not with dopamine and epinephrine use. Conclusion The TyG index is a significant independent predictor of disease severity and prognosis in SAE patients. High TyG levels correlate with worse clinical outcomes and increased mortality risk, suggesting its potential as a valuable tool in managing SAE.
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Oh R, Kim S, Park SH, Jang M, Cho SH, Kim JY, Lee YB, Jin SM, Hur KY, Kim G, Kim JH. Elevated triglyceride-glucose index is a risk factor for cardiovascular events in adults with type 1 diabetes: a cohort study. Cardiovasc Diabetol 2025; 24:150. [PMID: 40176060 PMCID: PMC11966936 DOI: 10.1186/s12933-025-02712-w] [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: 11/19/2024] [Accepted: 03/25/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index is recognized as an indicator of insulin resistance and is linked to cardiovascular disease (CVD) in patients with type 2 diabetes. However, its utility in patients with Type 1 diabetes (T1DM) has not been studied. METHODS In this nationwide cohort study, we enrolled 14,543 patients with T1DM between 2009 and 2015, with a median follow-up duration of 7.52 years. The primary outcome was the incidence of CVD, including myocardial infarction, ischemic stroke, and heart failure. The secondary outcome was the all-cause mortality. The risk of CVD across the TyG index quartiles was compared using the Cox proportional hazards model. RESULTS The cut-off points for the TyG quartiles were 8.46, 9.03, and 9.60. Patients in the highest TyG quartile exhibited a higher burden of cardiometabolic risk factors, including obesity, hypertension, dyslipidemia, and lower HDL cholesterol levels. Compared to the lowest quartile, the highest TyG quartile group showed a significantly increased risk of CVD (Composite CVD: adjusted hazard ratio [aHR] = 1.80; 95% confidence interval [CI] = 1.62-2.00, myocardial infarction: aHR = 1.70;95% CI = 1.38-2.10, ischemic stroke: aHR = 2.11; 95% CI = 1.78-2.50, heart failure: aHR = 1.65, 95% CI = 1.45-1.88) and all-cause mortality (aHR = 1.60, 95% CI = 1.41-1.81). CONCLUSIONS A higher TyG index was significantly associated with an increased risk of CVD and all-cause mortality in patients with T1DM. RESEARCH INSIGHTS What is currently known about this topic? 1. The TyG index is associated with insulin resistance and cardiovascular disease in both patients with type 2 diabetes and the general population. What is the key research question? 1. Could the TyG index also be utilized to assess insulin resistance and cardiovascular disease risk in patients with type 1 diabetes? What is new? 1. In patients with type 1 diabetes, those in the higher TyG quartile showed a higher prevalence of metabolic dysfunction such as obesity, hypertension and dyslipidemia. 2. A higher TyG index in patients with type 1 diabetes was associated with an increased risk of all-cause mortality and cardiovascular disease including myocardial infarction, heart failure and stroke. How might this study influence clinical practice? 1. The TyG index, a simple and non-invasive marker composed of triglycerides and fasting glucose, could be used to identify patients with type 1 diabetes who have high insulin resistance and cardiovascular disease risk.
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Affiliation(s)
- Rosa Oh
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Seohyun Kim
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Sang Ho Park
- Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea
| | - Myunghwa Jang
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - So Hyun Cho
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Ji Yoon Kim
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - You-Bin Lee
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Sang-Man Jin
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Kyu Yeon Hur
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea
| | - Gyuri Kim
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea.
| | - Jae Hyeon Kim
- Department of Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, 81 Irwon-ro, Gangnam-gu, Seoul, 06351, Republic of Korea.
- Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul, Republic of Korea.
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Zhao C, Fu J, Wang Y, Zhou Y. Latest Evidence and Perspectives of Panax Notoginseng Extracts and Preparations for the Treatment of Cardiovascular Diseases. J Cardiovasc Pharmacol 2025; 85:248-260. [PMID: 39903802 DOI: 10.1097/fjc.0000000000001670] [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: 08/02/2024] [Accepted: 01/11/2025] [Indexed: 02/06/2025]
Abstract
ABSTRACT Cardiovascular diseases are a major cause of death worldwide, and their high incidence poses a significant threat to human health and public health systems. Panax notoginseng , a traditional Chinese medicinal herb with a long history, has shown promise in treating cardiovascular diseases. This review examines the diverse mechanisms through which Panax notoginseng addresses cardiovascular diseases, including anti-inflammatory, antiplatelet aggregation, anticoagulation, anti-oxidative stress, regulation of angiogenesis, antiatherosclerosis, improvement of microcirculatory disorders, and protection against myocardial ischemia-reperfusion injury, highlighting saponins as the principal active components. It also summarizes studies involving Panax notoginseng preparations like Xueshuantong and Xuesaitong in treating coronary heart disease and myocardial infarction, and discusses the safety, limitations, and future research directions of these extracts. In conclusion, the cardiovascular protective mechanism of Panax notoginseng is multitargeted and multipathways, and its clinical application is relatively safe, with rare and mild adverse drug reactions, suggesting a promising therapeutic potential.
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Affiliation(s)
- Chenyu Zhao
- The First Clinical Medical College of Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
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