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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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Yang Y, Guo L, Song S, Kong X, Zhao Y, Ma X, Wang X, Wang H, Sun Q. Association of the triglyceride glucose-waist height ratio with asymptomatic intracranial arterial stenosis. Lipids Health Dis 2025; 24:161. [PMID: 40301904 PMCID: PMC12039148 DOI: 10.1186/s12944-025-02562-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2025] [Accepted: 04/08/2025] [Indexed: 05/01/2025] Open
Abstract
BACKGROUND AND OBJECTIVE This study evaluated the associations of the triglyceride-glucose (TyG) index or its attendant parameters, known as reliable measures of insulin resistance, with asymptomatic intracranial arterial stenosis (aICAS), along with their value for distinguishing individuals with a notable aICAS burden. METHODS This study enrolled 2000 participants (aged ≥ 40 years) based on the Rose asymptomatic IntraCranial Artery Stenosis study. Transcranial Doppler ultrasound combined with magnetic resonance angiography was utilized to confirm aICAS. Logistic regression was applied to assess the associations between TyG or TyG-related indices (TyG-body mass index, TyG-waist circumference [TyG-WC], TyG-waist-to-hip ratio [TyG-WHR], or TyG-waist-to-height ratio [TyG-WHtR]) and aICAS. The diagnostic potential of them was investigated using receiver operating characteristic (ROC) analysis. RESULTS Among the 2000 participants, 146 (7.3%) had a diagnosis of aICAS. TyG-WC, TyG-WHR, or TyG-WHtR were independently related to the prevalence of aICAS (TyG-WC: OR 1.26, 95%CI 1.03-1.54; TyG-WHR: OR 1.29, 95%CI 1.07-1.55; TyG-WHtR: OR 1.25, 95%CI 1.04-1.51). ROC analysis disclosed that TyG-WHtR had significant superior performance in identifying aICAS compared with other parameters (all P < 0.05). Subgroup analysis revealed that higher TyG-WHtR values showed a positive association with a heightened prevalence of aICAS observed in elderly participants aged ≥ 65 years (OR 1.69, 95%CI 1.20-2.38), and hypertensive patients (OR 1.30, 95%CI 1.06-1.59). CONCLUSION The association of TyG-WHtR with aICAS showed that TyG-WHtR might be a more effective indicator for identifying populations with early-stage aICAS.
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Affiliation(s)
- Yumeng Yang
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Liying Guo
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Shiqing Song
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Xianglong Kong
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Yuanyuan Zhao
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xiaotong Ma
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Xiang Wang
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China
| | - Hailing Wang
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China.
| | - Qinjian Sun
- Department of Neurology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China.
- Key Laboratory of Endocrine Glucose & Lipids Metabolism and Brain Aging, Ministry of Education; Department of Neurology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, Shandong, China.
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Li B, Yang X, Wang JH, Chen W, Wang Q, Zhong L. Nonlinear association between triglyceride-glucose index and 28-day mortality in intensive care units: a multi-center retrospective cohort study. Front Endocrinol (Lausanne) 2025; 16:1545478. [PMID: 40365226 PMCID: PMC12069036 DOI: 10.3389/fendo.2025.1545478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2024] [Accepted: 03/31/2025] [Indexed: 05/15/2025] Open
Abstract
Background The triglyceride-glucose (TyG) index, derived from the calculation of two biomarkers, fasting plasma glucose and triglyceride levels, is a reliable indicator of insulin resistance and has been demonstrated to be associated with the adverse clinical outcomes of patients in the intensive care unit (ICU). This study aims to investigate the relationship between the TyG index and the 28-day all-cause mortality of these patients during their ICU stay. Methods This study employed a multicenter retrospective cohort design, analyzing data from 18,883 ICU patients in the eICU database. We calculated the TyG index for each patient and assessed its association with 28-day all-cause mortality. The Cox proportional hazards model was utilized for analysis, adjusting for various clinical and laboratory variables to control for confounding factors. We performed sensitivity analyses, subgroup analyses, and interaction analyses to evaluate the robustness of the results. Results The study identified a significant positive correlation between the TyG index and 28-day all-cause mortality. Specifically, each one-unit increase in the TyG index corresponded to a 58% increase in mortality risk (HR=1.58, 95% CI: 1.25-2.00, P=0.0001). Additionally, the analysis revealed a non-linear threshold effect of the TyG index on mortality, with a cutoff point at 8.82; mortality was lower below this value and significantly increased above it. Sensitivity and subgroup analyses indicated robust findings, while E-value analysis suggested resilience against unmeasured confounding. Conclusion This study establishes the TyG index as an independent predictor of 28-day all-cause mortality in critically ill patients, highlighting its potential value in clinical management and risk assessment. By recognizing the non-linear effect of the TyG index, clinicians can more effectively adjust treatment strategies to reduce mortality among high-risk patients.
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Affiliation(s)
- Bo Li
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Xiaoan Yang
- Department of Infectious Diseases, the 3rd Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Jiang Hua Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Weidong Chen
- Nutrition of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Qi Wang
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
| | - Lintao Zhong
- Department of Cardiology, the Sixth Affiliated Hospital, School of Medicine, South China University of Technology, Foshan, China
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Morelli M, Tognola C, Garofani I, Le Van M, Tacchetto A, Bellomare M, Algeri M, Shkodra A, Giannattasio C, Maloberti A. Association Between Carotid Intima-Media Thickness and Novel Lipid Parameters in Hypertensive Patients. High Blood Press Cardiovasc Prev 2025:10.1007/s40292-025-00718-9. [PMID: 40268830 DOI: 10.1007/s40292-025-00718-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2025] [Accepted: 04/04/2025] [Indexed: 04/25/2025] Open
Abstract
INTRODUCTION Carotid Intima-Media Thickness (IMT) is a marker of subclinical atherosclerosis and cardiovascular risk. Dyslipidemia is a well-established risk factor for atherosclerosis and novel lipid parameters have recently emerged. AIM The aim of our study was to assess the association between IMT and novel lipid parameters in hypertensive patients. METHODS We analyzed the IMT of 848 hypertensive patients followed at the Hypertension Unit of San Gerardo Hospital (Monza, Italy). Classic (total, HDL, LDL and non-HDL cholesterol and triglycerides) and novel indices (non-HDL/HDL, LDL/HDL, total cholesterol/HDL, log triglycerides/HDL and triglycerides-glycemia index) were measured and calculated. RESULTS Univariable analyses showed a significant correlation between IMT and most lipid parameters. Multivariable linear regression with IMT as continuous dependent variable revealed a significant association with total cholesterol (β = 0.108, p = 0.001), LDL cholesterol (β = 0.119, p < 0.001), non-HDL cholesterol (β = 0.126, p < 0.001), non-HDL/HDL (β = 0.134, p < 0.001), LDL/HDL (β = 0.140, p < 0.001) and total cholesterol/HDL (β = 0.134, p < 0.001). Logistic multivariable regression with IMT categorized as ≥ or < 0.9 mm demonstrated a significant association with total cholesterol (OR = 1.100 per 10 mg/dL increase, p = 0.003), LDL cholesterol (OR = 1.130 per 10 mg/dL increase, p = 0.001), non-HDL cholesterol (OR = 1.110 per each unit increase, p = 0.001), non-HDL/HDL (OR = 1.368 per each unit increase, p = 0.002), LDL/HDL (OR = 1.583 per each unit increase, p = 0.001) and total cholesterol/HDL (OR = 1.368 per each unit increase, p = 0.002). CONCLUSIONS Carotid IMT is significantly associated with various lipid parameters, with the strongest association observed for non-HDL/HDL, LDL/HDL and total cholesterol/HDL.
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Affiliation(s)
- Martina Morelli
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
| | - Chiara Tognola
- Cardiology IV, "A. De Gasperis" Department, Niguarda Hospital, Milan, Italy
| | - Ilaria Garofani
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
| | - Marco Le Van
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
| | - Andrea Tacchetto
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
| | - Marco Bellomare
- Cardiology IV, "A. De Gasperis" Department, Niguarda Hospital, Milan, Italy
| | - Michela Algeri
- Cardiology IV, "A. De Gasperis" Department, Niguarda Hospital, Milan, Italy
| | - Atea Shkodra
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
| | - Cristina Giannattasio
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy
- Cardiology IV, "A. De Gasperis" Department, Niguarda Hospital, Milan, Italy
| | - Alessandro Maloberti
- School of Medicine and Surgery, University of Milano-Bicocca, Piazza dell'Ateneo Nuovo 1, 20126, Milan, Italy.
- Cardiology IV, "A. De Gasperis" Department, Niguarda Hospital, Milan, Italy.
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Scalise E, Costa D, Gallelli G, Ielapi N, Turchino D, Accarino G, Faga T, Michael A, Bracale UM, Andreucci M, Serra R. Biomarkers and Social Determinants in Atherosclerotic Arterial Diseases: A Scoping Review. Ann Vasc Surg 2025; 113:41-63. [PMID: 39863282 DOI: 10.1016/j.avsg.2024.12.076] [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: 11/10/2024] [Revised: 12/27/2024] [Accepted: 12/27/2024] [Indexed: 01/27/2025]
Abstract
BACKGROUND Arterial diseases like coronary artery disease (CAD), carotid stenosis (CS), peripheral artery disease (PAD), and abdominal aortic aneurysm (AAA) have high morbidity and mortality, making them key research areas. Their multifactorial nature complicates patient treatment and prevention. Biomarkers offer insights into the biochemical and molecular processes, while social factors also significantly impact patients' health and quality of life. This scoping review aims to search the literature for studies that have linked the biological mechanisms of arterial diseases through biomarkers with social issues and to analyze them, supporting the interdependence of biological and social sciences. METHODS After a rigorous selection process, adhering to the Preferred Reporting Items for Systematic reviews and Meta-Analyses guidelines for Scoping Reviews, 30 articles were identified through Scopus, Web of Science, and PubMed. Inclusion and exclusion criteria were based on the population, intervention, comparator, outcome, time, and setting framework. Inclusion criteria were studies involving human subjects that explored the relationships among arterial diseases, biomarkers, and psychosocial factors, with no restrictions on publication date. Nonhuman studies, purely biological or medical analyses without psychosocial dimensions, and non-English publications were excluded. Eligible study types included experimental, observational, and review articles published in peer-reviewed journals. Data extraction focused on study characteristics, such as authors, publication year, country, methods, population, and findings. Results were synthesized narratively, as this format was deemed the most suitable for summarizing diverse findings. The quality or methodological rigor of the included studies was not formally assessed, consistent with the scoping review methodology. RESULTS In CAD, biomarkers such as high-sensitivity C-reactive protein are strongly associated with psychological stress, whereas lipoprotein (a) and the apolipoprotein B/apolipoprotein A1 ratio reflect lipid profiles that are influenced by socioeconomic factors and ethnicity. In CS, increased carotid intima-media thickness is linked to psychiatric conditions like attention deficit/hyperactivity disorder, and heat shock protein-70 levels are associated with socioeconomic status and gender. In PAD, inflammatory markers, including interleukin-6, intracellular adhesion molecule-1, and high-sensitivity C-reactive protein, mediate the connection between depression and disease severity, with gender and ethnicity influencing the expression of biomarkers and clinical outcomes. In AAA, factors like smoking and exposure to air pollution have increased matrix metalloproteinase levels and other inflammatory markers. Additionally, estradiol provides partial protection in women, underscoring the role of hormones and environmental influences in disease progression. Social determinants such as socioeconomic status, healthcare access, and ethnicity significantly affect biomarker levels and arterial disease progression. CONCLUSIONS These findings are crucial for the assumption that social determinants of health modulate the levels of inflammatory biomarkers involved in the progression of arterial diseases such as CAD, CS, PAD, and AAA. This highlights the need to integrate highly predictive mathematical systems into clinical practice, combining biological sciences with social sciences to achieve advanced standards in precision medicine. However, further studies are needed to validate these approaches fully.
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Affiliation(s)
- Enrica Scalise
- Department of Medical and Surgical Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy; Interuniversity Center of Phlebolymphology (CIFL), "Magna Graecia" University, Catanzaro, Italy
| | - Davide Costa
- Department of Medical and Surgical Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy; Interuniversity Center of Phlebolymphology (CIFL), "Magna Graecia" University, Catanzaro, Italy
| | - Giuseppe Gallelli
- Department of Medical and Surgical Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy; Interuniversity Center of Phlebolymphology (CIFL), "Magna Graecia" University, Catanzaro, Italy
| | - Nicola Ielapi
- Department of Public Health and Infectious Disease, "Sapienza" University of Rome, Roma, Italy
| | - Davide Turchino
- Department of Public Health, University Federico II of Naples, Naples, Italy
| | - Giulio Accarino
- Department of Public Health, University Federico II of Naples, Naples, Italy; Vascular Surgery Unit, Struttura Ospedaliera ad Alta Specialità Mediterranea, Naples, Italy
| | - Teresa Faga
- Department of Health Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | - Ashour Michael
- Department of Health Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | | | - Michele Andreucci
- Department of Health Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | - Raffaele Serra
- Department of Medical and Surgical Sciences, Magna Graecia University of Catanzaro, Catanzaro, Italy; Interuniversity Center of Phlebolymphology (CIFL), "Magna Graecia" University, Catanzaro, Italy.
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Zhuang J, Qiu S, Fang T, Ding M, Chen M. Association Between Triglyceride Glucose Index and Risk of Carotid Plaques in Asia: A Systematic Review and Meta-Analysis. Horm Metab Res 2025; 57:252-261. [PMID: 40209746 DOI: 10.1055/a-2555-3809] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/12/2025]
Abstract
The triglyceride glucose (TyG) index is used to assess insulin resistance, which is associated with the occurrence and development of cardiovascular diseases, but the risk of carotid plaques is controversial in Asia. We searched PubMed, Embase, Scopus, and Cochrane Library for articles published up to October 15, 2023, to assess the association and dose-response association of the TyG index with the risk of carotid plaques in Asia. The random effects model was used to calculate the effect estimates and 95% confidence intervals (CIs). A total of 534 articles were retrieved, and eleven studies were selected, involving 145 218 Asian participants. When the TyG index was analyzed as a categorical variable, compared with the low TyG index, the high TyG index increased the risk of carotid plaques (OR=1.38, 95% CI: 1.20, 1.60, p<0.001). As continuous variables were analyzed, similar results were observed (OR=1.33, 95% CI: 1.22, 1.45, p<0.001). Meanwhile, dose-response analysis showed that the risk of carotid plaque increased by 1.03 times for every unit increase in the TyG index (RR=1.03, 95% CI: 1.02, 1.03, p<0.001). Our meta-analysis indicates an association between the TyG index and the risk of carotid plaques in Asia. Further studies are required to substantiate these findings.
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Affiliation(s)
| | - Suyi Qiu
- Guangzhou Medical University, Guangzhou, China
| | | | - Meihao Ding
- Guangzhou Medical University, Guangzhou, China
| | - Miaoqi Chen
- Guangzhou Medical University, Guangzhou, China
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Li W, Zhao Z, Chen D, Kwan MP, Tse LA. Association of health locus of control with anxiety and depression and mediating roles of health risk behaviors among college students. Sci Rep 2025; 15:7565. [PMID: 40038503 PMCID: PMC11880558 DOI: 10.1038/s41598-025-91522-x] [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: 10/25/2024] [Accepted: 02/20/2025] [Indexed: 03/06/2025] Open
Abstract
We aimed to assess the association of health locus of control with anxiety and depression, and explore the mediating effects of health risk behaviors. A multi-stage cluster random sampling method was used among Chinese college students. Logistic regression models were used to explore the associations of health locus of control with anxiety and depression. Structural equation models were used to explore the mediation roles of health risk behaviors in the associations of health locus of control with anxiety and depression. A total of 3,951 college students were included in this study. Internality was associated with lower prevalence of depression (OR = 0.94, 95% CI, 0.91-0.97), powerful others externality was also associated with lower prevalence of anxiety and depression (0.92, 0.88-0.96; 0.93, 0.89-0.96), while chance externality was associated with higher risk of anxiety and depression (1.13, 1.08-1.18; 1.24, 1.20-1.28). The mediated proportion of health risk behaviors in associations of internality, powerful others externality, chance externality with anxiety was 7.55%, 2.37% and 2.18%, respectively. The mediated proportion of health risk behaviors in associations of powerful others externality, chance externality with depression was 10.48% and 2.14%, respectively. Health locus of control is associated with anxiety and depression that are mediated by health risk behaviors.
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Affiliation(s)
- Wenzhen Li
- Jockey Club School of Public Health and Primary Care of the Chinese University of Hong Kong, Hong Kong SAR, China.
- Shenzhen Research Institute of the Chinese University of Hong Kong, Shenzhen, China.
| | - Zhiya Zhao
- Department of Social Medicine and Health Management, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, Hubei, China
| | - Dajie Chen
- Department of Health Services and Management, Wuhan Polytechnic University, Wuhan, 430030, Hubei, China
| | - Mei-Po Kwan
- Department of Geography and Resource Management, The Chinese University of Hong Kong, Hong Kong SAR, China
- Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Lap Ah Tse
- Jockey Club School of Public Health and Primary Care of the Chinese University of Hong Kong, Hong Kong SAR, China.
- Shenzhen Research Institute of the Chinese University of Hong Kong, Shenzhen, China.
- Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong SAR, China.
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Huo G, Zheng J, Cao J, Zhang L, Yao Z, Zeng Y, Tang Y, Liu Z, Tan Z, Zhou D. Association Between Triglyceride-Glucose Index and Carotid Plaque Stability in Different Glycemic Status: A Single-Center Retrospective Study. J Am Heart Assoc 2025; 14:e037970. [PMID: 39846306 PMCID: PMC12074782 DOI: 10.1161/jaha.124.037970] [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: 07/29/2024] [Accepted: 12/13/2024] [Indexed: 01/24/2025]
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a reliable marker of insulin resistance. However, its value in patients with carotid plaque stability remains unclear. This study investigated the association between the TyG index and unstable carotid plaque. METHODS A total of 12 068 participants were enrolled. Carotid ultrasound was used to determine the stability of carotid plaque. Logistic regression was used to analyze the relationship between the TyG index and unstable carotid plaque. The relationship between the TyG index and unstable carotid plaque was evaluated according to sex, age, and glucose metabolism states. Further, the dose-response relationship between the TyG index and unstable carotid plaque was also determined by restrictive cubic splines. RESULTS Of the 12 068 participants, 11 601 had stable carotid plaque and 467 had unstable carotid plaque. In several different adjustment models, the TyG index is significantly related to the risk of unstable carotid plaque. The association between the TyG index and an unstable carotid plaque was similar between men and women, despite the fact that the odds ratio (OR) tended to be higher in men (OR, 2.80 [95% CI, 2.04-3.83]) than women (OR, 2.07 [95% CI, 1.51-2.82]), and higher in older patients (aged >60 years; (OR, 3.59 [95% CI, 2.74-4.70]) than middle-aged patients (aged ≤60 years) (OR, 2.00 [95% CI, 1.36-2.95]). The TyG index of patients with different glycemic status was significantly correlated with the risk of unstable carotid plaque, among which the OR value of diabetes (OR, 2.51 [95% CI, 1.87-3.36]) was the highest. The restrictive cubic spline analysis indicated a nonlinear relationship between the TyG index and unstable carotid plaque, with TyG index >8.63 identified as an independent risk factor for unstable carotid plaque. CONCLUSIONS The TyG index has a significant association with unstable carotid plaque. The association between the TyG index and unstable carotid plaque is similar between men and women, and the association in older patients is higher than that in middle-aged patients. In different glycemic status, the association between the TyG index and unstable carotid plaque is highest in patients with diabetes.
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Affiliation(s)
- Guijun Huo
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Jin Zheng
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Junjie Cao
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Lili Zhang
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Zhichao Yao
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Yuqi Zeng
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Yao Tang
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Zhanao Liu
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Ziyi Tan
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
| | - Dayong Zhou
- The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal HospitalJiangsuChina
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Li W, Chen D, Wong SYS, Kwan MP, Tse LA. Associations of smoking status with carotid atherosclerosis: Mediated role of blood indexes and blood pressure. Nutr Metab Cardiovasc Dis 2025; 35:103709. [PMID: 39271389 DOI: 10.1016/j.numecd.2024.08.003] [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: 05/29/2024] [Revised: 07/30/2024] [Accepted: 08/02/2024] [Indexed: 09/15/2024]
Abstract
BACKGROUND AND AIMS We aimed to assess the relationship between smoking status and carotid atherosclerosis (CA) with different manifestations and to explore the underlying mechanisms. METHODS AND RESULTS A total of 60,655 middle-aged and elderly participants were recruited. Logistic regression models were used to examine the association of smoking, various blood indexes [i.e., blood pressure, blood lipid, glycated hemoglobin (HbA1c) and homocysteine (Hcy)] with CA in different manifestations including carotid intima-media thickness (cIMT), plaques, and stenosis. Compared with nonsmokers, current smokers were associated with a higher prevalence of CA (OR = 3.48, 95%CI: 3.21-3.77) and its specific manifestations including cIMT (OR = 2.66, 95%CI: 2.42-2.93), plaques (OR = 3.67, 95%CI: 3.35-4.02) and stenosis (OR = 2.04, 95%CI: 1.64-2.54), after adjusting for potential confounders. Former smokers were also associated with an increased prevalence of CA (OR = 1.82, 95%CI: 1.54-2.14), cIMT (OR = 1.39, 95%CI: 1.14-1.69), plaques (OR = 2.04, 95%CI: 1.71-2.44) and stenosis (OR = 1.72, 95%CI: 1.18-2.51), but the associations were consistently weaker than that of the current smokers. The prevalence of CA, cIMT, plaques and stenosis among current smokers was positively associated with pack-years of cigarette smoking, partially mediated by SBP, HbA1c, TG, HDL-C and Hcy with a mediated proportion of 1.12%, 3.28%, 6.33%, 6.01% and 12.7%, respectively. Stratified analysis by sex showed a significantly higher CA among the current male smokers than females. CONCLUSIONS Current and former smoking was associated with increased carotid atherosclerosis, predominantly by current male smokers. A positive gradient between pack-years and carotid atherosclerosis among current smokers is partially mediated by SBP, HbA1c, TG, HDL-C and Hcy.
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Affiliation(s)
- Wenzhen Li
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China; Shenzhen Research Institute of the Chinese University of Hong Kong, Shenzhen, China
| | - Dajie Chen
- Department of Health Service and Management, Wuhan Polytechnic University, Wuhan, Hubei 430030, China
| | - Samuel Yeung-Shan Wong
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Mei-Po Kwan
- Department of Geography and Resource Management, The Chinese University of Hong Kong, Hong Kong SAR, China; Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong SAR, China; Institute of Future Cities, The Chinese University of Hong Kong, Hong Kong SAR, China
| | - Lap Ah Tse
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong SAR, China; Institute of Space and Earth Information Science, The Chinese University of Hong Kong, Hong Kong SAR, China; Shenzhen Municipal Key Laboratory for health Risk Analysis, Shenzhen Research Institute of the Chinese University of Hong Kong, Shenzhen, China.
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Mahadevan A, Patel BA, Srikanth S, Godasi R, Desai R. Elevated triglyceride-glucose index as a predictor of carotid plaque incidence: Insights from a comprehensive meta-analysis. Am J Med Sci 2025; 369:197-207. [PMID: 39168407 DOI: 10.1016/j.amjms.2024.08.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 08/12/2024] [Accepted: 08/12/2024] [Indexed: 08/23/2024]
Abstract
BACKGROUND Early detection of carotid plaque (CP) can help reduce the burden of ASCVD in the general population. CP and triglyceride-glucose index (TyGi) are associated with insulin resistance. OBJECTIVES We performed a meta-analysis exploring the association of TyGi levels with the incidence of CP. METHODS A systematic search of PubMed, Scopus, and Google Scholar till September 2023 reporting TyGi and CP identified 67 studies, of which 13 met our study criteria. TyGi was assessed both categorically and continuously. Binary random-effects models used for pooled odds ratios (OR) with 95% confidence intervals (CI) and I2 statistic for heterogeneity. RESULTS Analyzed data from 163,792 patients with a mean age of 53 ± 8.9 years, primarily female (51.5%). Common comorbidities were hypertension (42.4%) followed by dyslipidemia (24.3%). Multivariable analysis showed that high vs. low TyGi quartile was associated with a higher risk of CP with unadjusted OR (1.82, 95% CI [1.5 - 2.21], p < 0.01; I² = 95.77, p < 0.01) and adjusted OR (1.3, 95% CI [1.16 - 1.46], p < 0.01; I² = 79.71, p < 0.01). Increasing TyGi also had a higher risk of CP with unadjusted OR (1.53, 95% CI [1.15 - 2.03], p < 0.01; I² = 98.48, p < 0.01) and adjusted OR (1.23, 95% CI [1.11 - 1.35], p < 0.01; I² = 89.82, p < 0.01). The association was validated by sensitivity analysis. CONCLUSION Our study indicates a higher risk of CP in patients with higher TyGi scores, underscoring its significance as a predictor for carotid atherosclerosis.
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Affiliation(s)
- Arankesh Mahadevan
- Department of Neurology, University of Utah Health, Salt Lake City, UT, USA.
| | - Bhavin A Patel
- Department of Internal Medicine, Trinity Health Oakland Hospital, Pontiac, MI, USA
| | - Sashwath Srikanth
- Department of Internal Medicine, East Carolina University (ECU) Health, Greenville, NC, USA
| | - Raja Godasi
- Department of Neurology, St. Luke's Boise Medical Center, Boise, ID, USA
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Cao H, Li Q, Yuan J. Association between triglyceride-glucose index and carotid atherosclerosis in Chinese steelworkers: a cross-sectional study. Sci Rep 2025; 15:3827. [PMID: 39885190 PMCID: PMC11782694 DOI: 10.1038/s41598-025-86758-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 01/13/2025] [Indexed: 02/01/2025] Open
Abstract
This study aims to explore the association between the triglyceride-glucose (TyG) index and the risk of carotid atherosclerosis (CAS) among Chinese steelworkers. This is a cross-sectional study involving a total of 4,203 Chinese steelworkers. The TyG index was calculated using the formula: TyG = Ln [fasting triglycerides (mg/dL) × fasting glucose (mg/dL) / 2]. The association between the TyG index and CAS was analyzed using multivariable logistic regression and restricted cubic spline (RCS) models. The association between TyG and CAS was evaluated across different subgroups, including sex, age, lifestyle, medical history, and the state of occupational exposure. In addition, the TyG index was used to perform calibration and risk reclassification analyses on the fully adjusted model. Feature importance and predictive models were generated using LASSO regression and machine learning methods. In the fully adjusted model, compared to the lowest quartile group, the odds ratios (OR, 95% CI) for CAS, increased CIMT, and plaque in the highest quartile group of the TyG index were 3.199 (2.423 ~ 4.223), 2.877 (2.149 ~ 3.851), and 3.738 (2.700 ~ 5.177), respectively. Steelworkers exposed to occupational hazards had a higher risk of CAS compared to those not exposed. There was a nonlinear positive correlation between the TyG index and CAS (P < 0.05), and the risk of CAS increased when TyG > 8.72. Additionally, the TyG index demonstrated additional predictive capability beyond existing risk factors, significantly improving discriminatory performance (P < 0.05). In LASSO regression, TyG index and other covariables are screened as important feature variables to be incorporated into the development of machine learning models. The TyG index is associated with an increased risk of CAS among steelworkers, underscoring its potential as a reliable and practical predictive tool for assessing CAS risk in this population. Steelworkers with a TyG index>8.72 should receive additional CAS screening and health interventions. In addition, attention should be paid to those exposed to occupational hazards. The TyG index may serve as a simple, rapid, and reliable assessment tool for identifying high-risk individuals with CAS among steelworkers.
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Affiliation(s)
- Haoyue Cao
- School of Public Health, North China University of Science and Technology, No. 21 Bohai Avenue, Caofeidian New City, Tangshan City, 063210, Hebei Province, China
| | - Qinglin Li
- Department of Prevention and Healthcare, Tianjin People's Hospital, Tianjin, 300121, China
| | - Juxiang Yuan
- School of Public Health, North China University of Science and Technology, No. 21 Bohai Avenue, Caofeidian New City, Tangshan City, 063210, Hebei Province, China.
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12
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Miao Y, Wang Y, Wan Q, Tong N. The fibrosis-4 index and its association with carotid atherosclerosis in type 2 diabetes: a cross-sectional study in China. BMC Cardiovasc Disord 2025; 25:35. [PMID: 39833683 PMCID: PMC11748503 DOI: 10.1186/s12872-025-04491-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Accepted: 01/10/2025] [Indexed: 01/22/2025] Open
Abstract
BACKGROUND The medical community has long been concerned about the cardiovascular disease risk in patients with type 2 diabetes. While liver fibrosis scores were originally designed for application in individuals with liver steatosis, an increasing number of studies have shown that they are also associated with cardiovascular disease risk. However, the association between Fibrosis-4 (Fib-4) in liver fibrosis scores and carotid atherosclerosis (CA) in patients with type 2 diabetes remains unclear. OBJECTIVE The aim of this study is to investigate the association between the Fib-4 index and CA in patients with Type 2 diabetes. Additionally, it seeks to determine whether this relationship is influenced by factors including gender, age, body mass index (BMI), hypertension, and other variables. METHODS Screening based on inclusion and exclusion criteria identified 2658 hospitalized patients with type 2 diabetes. Subsequently, patients were divided into three groups according to Fib-4 values (Fib-4 < 1.3, 1.3 ≤ Fib-4 < 2.67, Fib-4 ≥ 2.67). Logistic regression analysis was then applied to evaluate the association between Fib-4 and the presence of CA in type 2 diabetes. Further stratified analyses were conducted considering gender, age (using 60 years as the threshold), hypertension status, smoking, alcohol consumption, and BMI groups (using 24 kg/m2 as the threshold), aiming to investigate potential effect heterogeneity within predefined subgroups. ROC curve analysis was used to evaluate the predictive power of the Fib-4 value for CA, increased CIMT, and carotid plaques. RESULTS The study encompassed 2658 patients diagnosed with type 2 diabetes, comprising 1441 males and 1217 females, with an average age of 56.71 ± 10.22 years. Among them, 1736 individuals (65.3%) exhibited CA, 1243 (46.8%) had increased carotid intima-media thickness (CIMT), and 1273 (47.9%) manifested carotid plaques. Following adjustments for various factors, the prevalence of CA exhibited a progressive increase in the Fib-4 < 1.3, 1.3 ≤ Fib-4 < 2.67, and Fib-4 ≥ 2.67 groups, with statistically significant differences (P < 0.05). Moreover, the prevalence of increased CIMT and carotid plaques in the Fib-4 ≥ 2.67 group remained significantly higher than that in the Fib-4 < 1.3 group after considering various factors (P < 0.05). In the 1.3 ≤ Fib-4 < 2.67 group, subsequent to adjustments for gender, smoking, and drinking, the prevalence of increased CIMT and carotid plaques surpassed that in the Fib-4 < 1.3 group (P < 0.05). Despite further adjustments for multiple factors, the prevalence of increased CIMT and carotid plaques persisted higher than that in the Fib-4 < 1.3 group, yet the difference lacked statistical significance (P > 0.05). The results of the ROC curve analysis indicated that the AUC for Fib-4 predicting CA was 0.602 (P < 0.001, 95% CI: 0.579-0.625), while the AUC values for increased CIMT and carotid plaques were 0.561 (P < 0.001, 95% CI: 0.540-0.583) and 0.580 (P < 0.001, 95% CI: 0.558-0.601), respectively. CONCLUSION Elevated Fib-4 levels (Fib-4 ≥ 1.3) are positively associated with CA in patients with type 2 diabetes, including increased CIMT and the presence of carotid plaques. As such, Fib-4 may serve as a potential biomarker for the detection of CA in patients with type 2 diabetes. However, its clinical utility needs further validation, particularly in larger sample sizes and multicenter studies.
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Affiliation(s)
- Ying Miao
- Department of Endocrinology and Metabolism, Center for Diabetes and Metabolism Research, West China Hospital, Sichuan University, Chengdu, China
- Department of Endocrinology and Metabolism, Affiliated Hospital of Southwest Medical University, Luzhou, China
- Southwest Medical University, Luzhou, China
- Metabolic Vascular Disease Key Laboratory of Sichuan Province, Luzhou, China
- Sichuan Clinical Research Center for Diabetes and Metabolism, Luzhou, China
- Sichuan Clinical Research Center for Nephropathy, Luzhou, China
- Cardiovascular and Metabolic Diseases Key Laboratory of Luzhou, Luzhou, China
| | - Yu Wang
- Department of Cardiology, Luzhou People's Hospital, Luzhou, China
| | - Qin Wan
- Department of Endocrinology and Metabolism, Affiliated Hospital of Southwest Medical University, Luzhou, China.
- Southwest Medical University, Luzhou, China.
- Metabolic Vascular Disease Key Laboratory of Sichuan Province, Luzhou, China.
- Sichuan Clinical Research Center for Diabetes and Metabolism, Luzhou, China.
- Sichuan Clinical Research Center for Nephropathy, Luzhou, China.
- Cardiovascular and Metabolic Diseases Key Laboratory of Luzhou, Luzhou, China.
| | - Nanwei Tong
- Department of Endocrinology and Metabolism, Center for Diabetes and Metabolism Research, West China Hospital, Sichuan University, Chengdu, China.
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Xiao X, Wu Y, Jie Z, Lin L, Li Y, Hu W, Li Y, Zhong S. Akkermansia Muciniphila supplementation improves hyperlipidemia, cardiac function, and gut microbiota in high fat fed apolipoprotein E-deficient mice. Prostaglandins Other Lipid Mediat 2024; 175:106906. [PMID: 39265779 DOI: 10.1016/j.prostaglandins.2024.106906] [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: 05/07/2024] [Revised: 09/04/2024] [Accepted: 09/09/2024] [Indexed: 09/14/2024]
Abstract
Hyperlipidemia, obesity and gut dysbiosis are pivotal risk factors for atherosclerotic cardiovascular disease (ACVD). Supplementation of Akkermansia muciniphila (AKK) has also been proven to be effective in the prevention and treatment of obesity and other metabolic disorders. Here we found that AKK was more abundant in healthy control than ACVD patients via metagenomic sequencing on fecal samples. Subsequently, we investigated the role and underlying mechanism of AKK on obesity-associated atherosclerosis. AKK intervention partially reversed the exacerbation of atherosclerotic lesion formation in ApoE-/- mice by improving dyslipidemia. Interestingly, replenishment with AKK significantly enhanced cardiac function and reduced the body weight. It also reduced pro-inflammatory cytokine IL-6 and increased anti-inflammatory IL-10 in the circulation. Additionally, AKK colonization dramatically regulated gut microbiota and increased the abundance of Lactobacillaceae. Our findings have provided novel insights into the therapeutic potential of AKK as a beneficial microbe for treating atherosclerotic-associated cardiovascular diseases.
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Affiliation(s)
- Xiao Xiao
- Department of Pharmacy, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Yuanyuan Wu
- Department of Pharmacy, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, PR China; School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, PR China
| | - Zhuye Jie
- BGI-Shenzhen, Shenzhen 518083, PR China; Shenzhen Key Laboratory of Human Commensal Microorganisms and Health Research, BGI-Shenzhen, Shenzhen 518083, PR China; Laboratory of Genomics and Molecular Biomedicine, Department of Biology, University of Copenhagen, Universitetsparken 13, Copenhagen 2100, Denmark
| | - Lu Lin
- Department of Pharmacy, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China
| | - Yangchen Li
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, PR China
| | - Weixian Hu
- Department of Gastrointestinal Surgery, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, PR China
| | - Yong Li
- Department of Gastrointestinal Surgery, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, PR China.
| | - Shilong Zhong
- Department of Pharmacy, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Coronary Heart Disease Prevention, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, PR China; School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, PR China.
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Wang Z, Zhang Y, Wu J, Zhang Q. Global, regional and country-specific burden of patella, tibia or fibula, or ankle fractures and its prediction to 2035: findings from global burden of disease study 2019. BMC Public Health 2024; 24:3162. [PMID: 39543488 PMCID: PMC11562104 DOI: 10.1186/s12889-024-20675-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 11/08/2024] [Indexed: 11/17/2024] Open
Abstract
BACKGROUND Bone fractures are a global public health issue and a major source of significant illness and financial hardship. However, to date, there is limited research on patella, tibia or fibula, or ankle fractures (FPTFA) disease burden. METHODS Using the framework of the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2019, we conducted temporal trends of disease burden, effects of sex and socio-demographic index (SDI) on age standardized prevalence rate (ASPR) and age-period-cohort model. Machine learning models were built to predict the ASPR of FPTFA in 2035. RESULTS In 1990 and 2019, the top three of all fractures with the highest ASPR was FPTFA. Globally, in 2019, there were 13529.45 million (95%UI: 11811.02, 15642.25), 9198.67 million (95%UI: 8518.9, 10009.91) and 77.54 million (95%UI: 34.09, 149.9) prevalent cases of fracture attributable to fall, transport injury and mechanical external force, respectively. The number of fracture prevalence and years lived with disability (YLDs), and ASPR were higher in males than in females. From 1990 to 2019, most of GBD regions showed a downward trend in average annual percent change (AAPC) of ASPR attributable to transport injuries, High-income Asia Pacific had the highest decline (AAPC= -1.81%, 95%CI: -1.89% to -1.74%). However, an upward trend in East Asia was observed (AAPC = 1.60%, 95%CI: 1.48-1.73%). With increasing SDI, the ASPR for FPTFA attributed to the fall and mechanical external force slowly increased and then turned downward, especially in high-income and high-SDI countries. The longitudinal age curve suggested that the attributed rate was increased for the three sites of lower limb fractures. The best predictive models for FPTFA caused by falls, transport injuries and mechanical external force were autoregressive integrated moving average model (ARIMA) (0,2,1), ARIMA (2,0,1) and ARIMA (0,2,2), with R2 of 0.96, 0.78 and 0.94, respectively. By 2035, ASPR for the fall-related FPTFA will continue to rise rapidly, whereas the ASPR of the transport injury-related FPTFA will gradually decrease. CONCLUSION FPTFA attributed to the falls is the dominant type and the burden and trends of the fall-related FPTFA are substantial. Fall prevention and access to treatment are crucial for reducing FPTFA burden.
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Affiliation(s)
- Zhujun Wang
- Department of Orthopaedics, Wuhan Fourth Hospital, Qiaokou, Wuhan, 430000, China
| | - Yue Zhang
- Department of Epidemiology, School of Public Health, Key Laboratory of Coal Environmental Pathogenicity and Prevention, Shanxi Medical University, Ministry Education, Taiyuan, 030001, China
- Key Laboratory of Precision nutrition and health of Ministry of Education, Harbin Medical University, Herbin, 150000, China
| | - Jinyi Wu
- Department of Public Health, Wuhan Fourth Hospital, Qiaokou, Wuhan, 430000, China.
- School of Public Health, Fudan university, Xuhui, Shanghai, 200023, China.
| | - Qingsong Zhang
- Department of Sports Medicine, Wuhan Fourth Hospital, 473 Hanzheng Rd, Qiaokou, Wuhan, 430000, China.
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Wang Y, Liu L, Yang P, Li Y, Zhou Y, Yang S, Chen K, Deng S, Zhu X, Liu X, Wang C. Associations of triglyceride-glucose index cumulative exposure and variability with the transitions from normoglycaemia to prediabetes and prediabetes to diabetes: Insights from a cohort study. Diabetes Res Clin Pract 2024; 217:111867. [PMID: 39322028 DOI: 10.1016/j.diabres.2024.111867] [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: 04/29/2024] [Revised: 09/10/2024] [Accepted: 09/23/2024] [Indexed: 09/27/2024]
Abstract
AIM This study aimed to investigate the separate and joint associations of triglyceride-glucose (TyG) index accumulation and variability with prediabetes and diabetes risk. METHODS Health check-up participants who underwent 3 sequential health examinations during 2012-2016 and were followed up from 2017 to 2021 were enrolled and categorized into two subcohorts: (a) progression from normoglycaemia to prediabetes subcohort (n = 9373) and (b) progression from prediabetes to diabetes subcohort (n = 4563). Cumulative TyG (cumTyG) and TyG variability from Exams 1-3 were the exposures of interest in our study. The outcomes were newly incident prediabetes or diabetes. RESULTS In the prediabetes development subcohort, 2,074 participants developed prediabetes over a 2.42-year follow-up. Higher cumTyG (HR, 2.02; 95 % CI, 1.70-2.41), but not greater TyG variability alone, was significantly associated with increased prediabetes risk. In the diabetes development subcohort, 379 participants developed diabetes over a 3.0-year follow-up. Higher cumTyG (HR, 3.54; 95 % CI, 2.29-5.46), but not greater TyG variability alone, was significantly associated with increased diabetes risk. The "cumTyG+variability" combination had the highest predictive value for prediabetes and diabetes beyond a single baseline TyG measurement. CONCLUSION Higher cumTyG exposure independently predicts prediabetes and diabetes incidence. Coexisting cumTyG and variability could further yield incrementally greater risks.
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Affiliation(s)
- Yaqin Wang
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Lei Liu
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Pingting Yang
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Ying Li
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Yufu Zhou
- General Surgery Department, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Saiqi Yang
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Kui Chen
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Shuwen Deng
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Xiaoling Zhu
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Xuelian Liu
- Health Management Center, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China
| | - Changfa Wang
- General Surgery Department, The Third Xiangya Hospital, Central South University, No.138 Tongzipo Road, Yuelu District, Changsha, Hunan 410013, China.
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Fan J, Yang Y, Jia X, Wang Y, Zhao C, Wang N, Ding S, Shi X. Metabolic score and its components are associated with carotid plaque prevalence in young adults. Endocrine 2024; 86:592-599. [PMID: 38849645 DOI: 10.1007/s12020-024-03903-3] [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: 02/01/2024] [Accepted: 05/29/2024] [Indexed: 06/09/2024]
Abstract
PURPOSE No study has comprehensively assessed the relationship of metabolic factors including insulin resistance, hypertension, hyperuricemia, and hypercholesterolemia with the development of carotid plaque. Therefore, we constructed metabolic scores based on the above metabolic factors and examined its association with carotid plaque in young and older Chinese adults. METHODS This study included 17,396 participants who underwent carotid ultrasound examinations, including 14,173 young adults (<65 years) and 3,223 older adults (≥65 years). Individual metabolic score was calculated using triglyceride-glucose (TyG) index, mean arterial pressure (MAP), uric acid, and total cholesterol (TC). Logistic regression models were conducted to examine the role of metabolic score and its components in the prevalence of carotid plaque. The nonlinear relationship was examined using restricted cubic spline regression. Meanwhile, subgroup, interaction, and sensitivity analyses were conducted. RESULTS The multivariate logistic regression analysis showed that TyG (OR: 1.088; 95%CI: 1.046-1.132), MAP (OR: 1.121; 95%CI: 1.077-1.168), TC (OR: 1.137; 95%CI: 1.094-1.182) and metabolic score (OR: 1.064; 95%CI: 1.046-1.082) were associated with carotid plaque prevalence in young adults rather than older adults. The nonlinear association was not observed for metabolic scores and carotid plaque. Subgroup analyses showed significant associations between metabolic scores and carotid plaque prevalence in men, women, normal-weight, and overweight young adults. No interaction of metabolic score with sex and BMI were observed. CONCLUSIONS The results support that control of TyG, MAP, TC, and metabolic scores is a key point in preventing the prevalence of carotid plaque in the young adults.
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Affiliation(s)
- Jingwen Fan
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Yongli Yang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Xiaocan Jia
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Yuping Wang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Chenyu Zhao
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Nana Wang
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China
| | - Suying Ding
- Health Management Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
| | - Xuezhong Shi
- Department of Epidemiology and Biostatistics, College of Public Health, Zhengzhou University, Zhengzhou, China.
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Zou X, Li Y, Zhang S, Zhang J, Wang Y, Shi S, Zhao Z, Zhao Y, Liu T, Kolberg B, Li J, Shi X. Relationship between triglyceride-glucose index and carotid artery plaques in ischemic stroke patients: Based on blood pressure status, sex, and age. J Stroke Cerebrovasc Dis 2024; 33:107992. [PMID: 39236783 DOI: 10.1016/j.jstrokecerebrovasdis.2024.107992] [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: 03/30/2024] [Revised: 08/28/2024] [Accepted: 09/02/2024] [Indexed: 09/07/2024] Open
Abstract
BACKGROUND Numerous studies have shown that the triglyceride-glucose (TyG) index is a reliable substitute marker for insulin resistance. Nevertheless, its correlation with carotid artery plaques (CAPs) among patients with ischemic stroke (IS) remains to be elucidated. METHODS 9248 IS patients hospitalized at the First Teaching Hospital of Tianjin University of Traditional Chinese Medicine were grouped according to the quartiles of TyG index. Patients were further stratified by blood pressure status, sex, age and hypertension control status. Employing logistic regression to examine the connection between the TyG index and CAPs.Additionally, analyzing the receiver operating characteristic (ROC) curve to evaluate the predictive value of the TyG index for CAPs. RESULTS Participants with an elevated TyG index had an increased prevalence of CAPs. The TyG index was positively correlated with CAPs (OR: 1.26, CI: 1.14-1.40, P<0.001). Compared with normal blood pressure and prehypertensive patients, the TyG index was markedly correlated with CAPs among hypertensive patients (OR: 1.29, 95% CI: 1.15-1.44, P<0.001). Females had a higher OR value than males(OR: 1.31, 95% CI: 1.11-1.54, P=0.001 versus OR: 1.24, 95% CI: 1.09-1.41, P=0.001). Older patients (>60 years) had a higher OR value than their middle-aged counterparts (≤60 years) (OR: 1.35; 95% CI: 1.16-1.58, P<0.001 versus OR: 1.20; 95% CI: 1.05-1.37, P=0.007). Patients with poorly-controlled hypertension had a higher OR value than patients with well-controlled hypertension(OR: 1.36; 95% CI: 1.14-1.63, P=0.001 versus OR: 1.24; 95% CI: 1.07-1.44, P=0.003). After adjusting for potential confounding factors, the area under the ROC curve (AUC) value in the overall population, sex-stratified group, hypertensive patients and hypertension control status-stratified group were all above 0.7 (P<0.01), demonstrating good forecasting capability. CONCLUSIONS In IS patients, the TyG index was significantly associated with CAPs. Additionally, this correlation was more pronounced in hypertensive patients, females, older individuals and patients with poorly-controlled hypertension.
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Affiliation(s)
- Xin Zou
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Yueying Li
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Shiwen Zhang
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Jinsheng Zhang
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Ye Wang
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Shaojing Shi
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Zixuan Zhao
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Yiran Zhao
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Ting Liu
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
| | - Bernhard Kolberg
- Department of Internal Medicine, Mannheim Medical School of Heidelberg University, Mannheim 68167, Germany
| | - Jing Li
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China.
| | - Xuemin Shi
- First Teaching Hospital of Tianjin University of Traditional Chinese Medicine, Tianjin 300193, China; National Clinical Research Center for Chinese Medicine Acupuncture and Moxibustion, Tianjin 300193, China
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Tong Y, Wang Y, Chen X, Qin B, Liu Y, Cui Y, Gao X, Wang J, Wu T, Lv D, Chen X. The triglyceride glucose: high-density lipoprotein cholesterol ratio is associated with coronary artery calcification evaluated via non-gated chest CT. Cardiovasc Diabetol 2024; 23:376. [PMID: 39449019 PMCID: PMC11515353 DOI: 10.1186/s12933-024-02464-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Accepted: 10/07/2024] [Indexed: 10/26/2024] Open
Abstract
BACKGROUND Coronary artery calcification (CAC) is a common risk factor of cardiovascular disease. Although triglyceride glucose (TYG) index and high-density lipoprotein cholesterol (HDL-c) are both associated with CAC, no study has evaluated the correlation between the TYG/HDL-c ratio and CAC. In the present study, we investigated the relationships between CAC and the TYG index and the TYG/HDL-c ratio. METHODS A total of 9585 participants who underwent computed tomography (CT) screening for lung cancer from 2018 to 2020 were included in this cross-sectional study. Demographic data, laboratory test data and medical history data were collected from medical records. TYG = Ln[fasting glucose (mg/dL)×fasting TG (mg/dL/2]. The triglyceride glucose-HDL-c ratio was calculated as TYG/HDL-c. CAC was evaluated on chest CT images. Multivariate logistic regression analysis and restricted cubic splines were used to determine the relationships among the TYG index, TYG/HDL-c ratio and risk of CAC. The receiver operating characteristic (ROC) curve was used to evaluate the performance of the TYG index and TYG/HDL-c ratio in identifying CACs in individuals aged 60 years and above. RESULTS CAC was detected in 2515 of 9585 participants (mean age 51.8 ± 15.5 years, 61.2% men). The prevalence of CAC was significantly greater in participants with a high TYG/HDL-c ratio (32.6% in the fourth quartile vs. 19.1% in the first quartile, p < 0.001). Multivariate logistic regression revealed that both the TYG index (odds ratio (OR) = 1.06, 95% confidence interval (CI): 1.02-1.10) and the TYG/HDL-c ratio were associated with coronary artery calcification (OR = 1.32, 95% CI: 1.14-1.51). No such association was observed between the TYG index and CAC when further adjusted for the serum lipid level (OR = 1.23, 95% CI: 0.99-1.54). The TYG/HDL-c ratio was still associated with CAC after further adjustment for low-density lipoprotein cholesterol and total cholesterol (OR = 1.21, 95% CI: 1.09-1.35). TYG/HDL-c ratio was associated both with single vessel and multivessel calcification (OR = 1.14, 95%CI:1.05-1.23; OR = 1.15, 95%CI: 1.05-1.21). Similar trends were observed when we categorized individuals by TYG index and TYG/HDL-c quartiles and in subjects older than 60 years. Restricted cubic splines revealed that the TYG/HDL ratio had a better dose‒responsive relationship than did the TYG index. Subgroup analysis revealed that the association between the TYG/HDL-c ratio and coronary artery calcification was mainly observed in nondiabetic or nonhypertensive participants, regardless of low-density lipoprotein cholesterol levels. The ROC curve also revealed that the TYG/HDL-c ratio was better able to identify CAC than the TYG index was (area under the curve = 0.54 vs. 0.52, p < 0.01) in subjects older than 60 years. CONCLUSION An increase in the TYG/HDL-c ratio is significantly positively associated with the risk of CAC, and the TYG/HDL-c ratio has a more stable association with CAC than TYG.
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Affiliation(s)
- Yuxuan Tong
- Department of Cardiovascular Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Yu Wang
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Xin Chen
- Department of Radiology, Shanghai Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, 200032, China
| | - Bin Qin
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Yongkang Liu
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Yuqian Cui
- Department of Obstetrics and Gynecology, Qilu Hospital of Shandong University, Jinan, 250000, China
| | - Xifa Gao
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Jianhua Wang
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Ting Wu
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China
| | - Dongling Lv
- Department of Cardiovascular Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China.
| | - Xiao Chen
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, 210029, China.
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Miao L, Shen X, Du Z, Liao J. Nutritional status and triglyceride-glucose index influence delirium in elderly heart failure patients. Sci Rep 2024; 14:25235. [PMID: 39448708 PMCID: PMC11502932 DOI: 10.1038/s41598-024-77573-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Accepted: 10/23/2024] [Indexed: 10/26/2024] Open
Abstract
Malnutrition and insulin resistance are linked to complications like delirium, yet their impact on elderly heart failure patients remains underexplored. This study investigates how nutritional status and the triglyceride-glucose (TyG) index influence delirium in this population. We conducted a retrospective study involving patients aged 75 and older with decompensated heart failure. Delirium was assessed using the Confusion Assessment Method (CAM), and nutritional status was evaluated with the Mini Nutritional Assessment Scale-Short Form (MNA-SF). The TyG index was calculated as: TyG index = ln [triglycerides (mg/dL) × fasting glucose (mg/dL) / 2]. The study included 412 patients (mean age 84.30 ± 5.16 years; 56.31% male), with 24.03% experiencing delirium during hospitalization. After adjusting for confounders, a higher TyG index was significantly associated with increased delirium risk (OR = 1.549, 95% CI: 1.102-2.178, P = 0.012), while a higher MNA-SF score correlated with reduced risk (OR = 0.793, 95% CI: 0.662-0.949, P = 0.011). Kaplan-Meier analysis showed significant differences in cumulative survival based on nutritional status and TyG index (Log-Rank test: χ²= 65.604, P < 0.001). Mediation analysis indicated that nutritional status partially mediated the relationship between the TyG index and delirium, and vice versa. Malnutrition and elevated TyG index levels increase delirium risk in elderly heart failure patients, underscoring the need for effective nutritional management and metabolic regulation.
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Affiliation(s)
- Lei Miao
- Department of Critical Care Medicine, The Second People's Hospital of Lianyungang, Affiliated Hospital of Kangda College of Nanjing Medical University, Lianyungang, Jiangsu, China
| | - Xiaozhu Shen
- Department of Geriatrics, The Second People's Hospital of Lianyungang, Affiliated Hospital of Kangda College of Nanjing Medical University, Lianyungang, Jiangsu, China
| | - Zhiqiang Du
- Department of Critical Care Medicine, The Second People's Hospital of Lianyungang, Affiliated Hospital of Kangda College of Nanjing Medical University, Lianyungang, Jiangsu, China
| | - Jingxian Liao
- Department of Geriatrics, The Second People's Hospital of Lianyungang, Affiliated Hospital of Kangda College of Nanjing Medical University, Lianyungang, Jiangsu, China.
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Lin W, Xu M, Zheng J, Sun R, Yan S, Chen X, Lin Y. Sex-specific differences in the association between triglyceride glucose index and carotid plaque in a cardiovascular high-risk population: a cross-sectional study based on a Chinese community-dwelling population. Front Cardiovasc Med 2024; 11:1473171. [PMID: 39479392 PMCID: PMC11523244 DOI: 10.3389/fcvm.2024.1473171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2024] [Accepted: 09/29/2024] [Indexed: 11/02/2024] Open
Abstract
Background To date, numerous studies have investigated the relationship between the triglyceride glucose (TyG) index and carotid plaques, but the impact of gender on this relationship has not been explored. Therefore, this study aims to investigate gender-specific differences in the relationship between the TyG index and carotid plaques in a high cardiovascular risk population in China. Methods This cross-sectional study's data were derived from a longitudinal pilot study involving 1,085 high-risk cardiovascular subjects. A multivariable logistic regression model was used to analyze the relationship between the TyG index and carotid plaques. A generalized additive model combined with a stratified regression model was employed to assess the nonlinear relationship between the TyG index and carotid plaques across different genders. In the nonlinear relation, the inflection point was calculated by a two-piecewise linear regression model. Results After adjusting for confounders such as age, sex, BMI, SBP, DBP, AST/ALT, TC, LDL-c, HDL-c, creatinine, smoking, and antilipemic medication, the generalized additive model results revealed a nonlinear relationship between the TyG index and carotid plaque formation, with significant differences across genders. In males, the relationship between the TyG index and carotid plaques was S-shaped. The two-piecewise linear regression model identified two inflection points: TyG = 8.39 (P = 0.017) and TyG = 10.2 (P = 0.009). Conclusion The relationship between the TyG index and the formation of carotid plaques is nonlinear, and there are significant differences in the correlation between males and females.
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Affiliation(s)
- Weiguo Lin
- Department of Urology, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Mengjie Xu
- Department of Laboratory Medicine, Wenzhou People’s Hospital, The Third Affiliated Hospital of Shanghai University, The Wenzhou Third Clinical College of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jinbiao Zheng
- Department of Urology, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Ruixue Sun
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Shaorong Yan
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
| | - Xiaoshu Chen
- Department of Cardiology, Wenzhou People’s Hospital, The Third Affiliated Hospital of Shanghai University, The Wenzhou Third Clinical College of Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Yuzhan Lin
- Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian, Zhejiang, China
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21
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Huang W, Wang H, Shen Z, Wang X, Yu X. Association between TyG index and risk of carotid atherosclerosis in NAFLD patients: a retrospective cohort study. Front Endocrinol (Lausanne) 2024; 15:1448359. [PMID: 39229376 PMCID: PMC11368734 DOI: 10.3389/fendo.2024.1448359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Accepted: 08/01/2024] [Indexed: 09/05/2024] Open
Abstract
Background The TyG index, or triglyceride-glucose index, is primarily used as a marker to assess insulin resistance and metabolic health. It increases mortality risk in patients with NAFLD, atherosclerosis, ischemic stroke, or heart failure. However, its association with Carotid Atherosclerosis (CAS) risk in NAFLD patients remains uncertain. Methods This retrospective cohort study enrolled 739 individuals who participated comprehensive health evaluations at a large public hospital in Yangzhou, China, between January 2021 and December 2023. Among them, 436 were men and 303 were women, and their mean (SD) age was 51.53 ± 11.46 years. The individuals were categorized into three tertiles (Q1, Q2, and Q3), according to the baseline TyG index. Our investigation focused on exploring the correlativity between the TyG and the occurrence of CAS utilizing Cox regression and RCS analyses. Results During a 3-year follow-up period, 199 patients developed CAS (cumulative incidence rate: 26.93%). A statistical model, adjusted for age, gender, BMI, and other confounders indicated that the HR (95%CI) values for CAS risk in the Q2 and Q3 groups were 3.11(1.87-5.17) and 4.51(2.69-7.56), respectively, with P-values <0.001 for both groups. A sensitivity analysis confirmed these results. Kaplan-Meier survival analysis revealed that CAS risk varied across the groups (P non-linear < 0.05). Conclusion In individuals diagnosed as NAFLD, the possibility for CAS escalates with the elevation of the TyG value. Therefore, the TyG index is an effective marker for assessing the risk of CAS within this demographic. Large-sample prospective studies are needed to confirm this conclusion in the future.
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Affiliation(s)
- Wei Huang
- Health Management Center, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Hua Wang
- Department of Trauma Surgery, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Zhimei Shen
- Health Management Center, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Xu Wang
- Department of Trauma Surgery, Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, China
| | - Xiaosong Yu
- Department of General Medicine, The First Affiliated Hospital of China Medical University, Shenyang, China
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Zhu X, Chen J, Liu X, Wang Y. Association between triglyceride -glucose index and arterial stiffness progression : A retrospective cohort study. ZHONG NAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF CENTRAL SOUTH UNIVERSITY. MEDICAL SCIENCES 2024; 49:951-960. [PMID: 39311791 PMCID: PMC11420968 DOI: 10.11817/j.issn.1672-7347.2024.230592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Indexed: 09/26/2024]
Abstract
OBJECTIVES Insulin resistance (IR) is closely associated with atherosclerosis and adverse cardiovascular events. The triglyceride-glucose (TyG) index is an effective indicator for assessing IR. This study aims to explore the relationship between the TyG index and the risk of arterial stiffness progression. METHODS This retrospective cohort study included adults who had undergone at least 2 health examinations with arteriosclerosis testing at the Health Management Medical Center of the Third Xiangya Hospital, Central South University, between January 2012 and December 2022. Clinical data were collected. The TyG index was calculated using the formula of ln (triglycerides×fasting blood glucose/2). The baseline TyG index was assessed as both a continuous variable and as a quartile-based categorical variable. The progression of arteriosclerosis was evaluated by the annual change rate of brachial-ankle pulse wave velocity (baPWV) and the new onset of increased arterial stiffness. Linear regression model and Cox proportional hazard model were used to explore whether the TyG index is an independent risk factor for arterial stiffness progression. Subgroup analyses were performed based on age, gender, body mass index (BMI), and the presence of type 2 diabetes, hypertension, or hyperlipidemia to determine the characteristics of the association between the TyG index and arterial stiffness progression. RESULTS A total of 4 971 participants were included, with a follow-up period of (3.01±1.98) years. During follow-up, the annual baPWV change rate was (24.94±81.15) cm/s, and 278 cases of new onset of increased aterial stiffness were recorded. After fully adjusting for confounding factors, the baseline TyG index was independently positively correlated with both the annual baPWV change rate (β=17.5, 95% CI 9.00 to 25.94, P<0.001) and the risk of new onset of increased aterial stiffness [hazard ratio (HR)=1.43, 95% CI 1.18 to 1.74, P<0.001] when the TyG index was treated as a continuous variable. When treated as a categorical variable, higher TyG index quartiles were associated with progressively higher baPWV change rates and new onset of increased arterial stiffness (all P<0.05). In subgroups of participants aged ≥45 years, males, BMI<28 kg/m2, those with or without hypertension, and those without type 2 diabetes or hyperlipidemia, the baseline TyG index (both continuous and categorical) was significantly associated with new onset of increased arterial stiffness (all P<0.05), with no significant interactions observed across subgroups (all P>0.05). CONCLUSIONS The TyG index is independently associated with an increased risk of arterial stiffness progression and may serve as a useful indicator for assessing arterial stiffness progression risk in health check-up populations.
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Affiliation(s)
- Xiaoling Zhu
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013.
| | - Jia Chen
- Xiangya School of Nursing, Central South University, Changsha 410013, China
| | - Xuelian Liu
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013
| | - Yaqin Wang
- Health Management Medical Center, Third Xiangya Hospital, Central South University, Changsha 410013.
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Ren L, Zhang Y, Wu J. Association between urinary metals and prostate-specific antigen in aging population with depression: a cross-sectional study. Front Public Health 2024; 12:1401072. [PMID: 38846601 PMCID: PMC11153824 DOI: 10.3389/fpubh.2024.1401072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 05/09/2024] [Indexed: 06/09/2024] Open
Abstract
Objective This study aims to investigate the impact of depression and urinary metals on Prostate-Specific Antigen (PSA). Methods Analysis was conducted on 1901 samples collected from the National Health and Nutrition Examination Survey (NHANES) database between 2001 and 2010. Analytical methods included stepwise multiple linear regression (MLR) analysis of the overall population's urinary metals and PSA relationship, analysis of urinary metals and PSA relationship in older adults and BMI subgroups, analysis of urinary metals and PSA relationship in the depressed population, and restricted cubic spline (RCS) analysis. A significance level of p < 0.05 was considered statistically significant. Results In the stepwise multiple linear regression, beryllium (Be) showed a dose-response association with PSA (third quartile: β = 0.05, 95%CI (0.02, 0.09); fourth quartile: β = 0.07, 95%CI (0.02, 0.12), p trend = 0.048). Subgroup analysis indicated that in individuals aged >60, Be at Q4 level [β = 0.09, 95%CI (0.05, 0.21)] exhibited a dose-response correlation with PSA. In the population with 25 ≤ BMI < 30, Be might more significantly elevate PSA, with Q4 level having a pronounced impact on PSA levels [β = 0.03, 95%CI (0.02, 1.27)]. In the depressed population, urinary cadmium (Cd) levels showed a significant positive dose-response relationship, with Q4 level of Cd having the maximum impact on PSA [β = 0.3, 95%CI (0.09, 0.49)]. Conclusion Individuals exposed to beryllium (Be), especially the older adults and overweight, should monitor their PSA levels. In depressed patients, cadmium (Cd) levels may further elevate PSA levels, necessitating increased monitoring of PSA levels among males.
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Affiliation(s)
- Liquan Ren
- Department of Public Health, Wuhan Fourth Hospital, Wuhan, China
| | - Yue Zhang
- School of Public Health, Shanxi Medical University, Taiyuan, China
| | - Jinyi Wu
- Department of Public Health, Wuhan Fourth Hospital, Wuhan, China
- School of Public Health, Fudan University, Shanghai, China
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Ma J, Wang Y, Mo M, Lian Z. Association between low birth weight and impaired glucose tolerance in children: a systematic review and meta-analysis. Front Pediatr 2024; 12:1362076. [PMID: 38783917 PMCID: PMC11112083 DOI: 10.3389/fped.2024.1362076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 04/23/2024] [Indexed: 05/25/2024] Open
Abstract
Background A potential association between the onset of diabetes and normal birth weight (NBW) has been discovered. Diverse conclusions and study methodologies exist regarding the connection between low birth weight (LBW) and impaired glucose tolerance in children, underscoring the need for further robust research. Our institution is embarking on this study to thoroughly examine the association between LBW and impaired glucose tolerance in children. Methods We conducted searches on Cochrane Library, ScienceDirect, EMBASE, PubMed, China National Knowledge Infrastructure (CNKI), Chinese Biomedical Literature data (CBM) online database, VIP full-text Database, and Wanfang Database to identify correlation analyses or case-control studies investigating the relationship between LBW and abnormal glucose tolerance in children. The search spanned from January 2010 to September 2023. The quality of observational studies was evaluated using the Newcastle-Ottawa Scale (NOS) tool. Data synthesis was performed using the statistical software RevMan 5.3 for meta-analysis. Results Based on the preferred reporting items for systematic reviews and meta-analysis (PRISMA) guidelines, we finally included 10 clinical control studies consisting of a total of 2971 cases. There wasn't considerably change in blood sugar levels among LBW, NBW and high birth weight (HBW) infants (P > 0.05). There was no significant difference in insulin levels between LBW infants and NBW infants (P > 0.05). The HOMA-IR of LBW infants was considerably higher than that of NBW infants (P < 0.05). The risk of abnormal glucose tolerance in LBW infants was 0.42 times higher than that in NBW and HBW infants [Fisher's Z = 0.42, 95% CI = (0.09, 0.75), P = 0.01]. Conclusion LBW is associated with an increased risk of abnormal glucose tolerance, as indicated by elevated HOMA-IR level in LBW infants compared to NBW and HBW pediatric population. Further research is needed to confirm and expand upon these findings to better understand the complex relationship between LBW and impaired glucose tolerance in children.
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Affiliation(s)
- Jun Ma
- Department of Pediatrics, Heping Hospital Affiliated to Changzhi Medical College, Changzhi, Shanxi, China
| | - Youfang Wang
- Department of Gastroenterology, Guangzhou Red Cross Hospital, Guangzhou, Guangdong, China
| | - Mengyan Mo
- Department of Otolaryngology, Heping Hospital Affiliated to Changzhi Medical College, Changzhi, Shanxi, China
| | - Zerong Lian
- Department of Nursing, Heping Hospital Affiliated to Changzhi Medical College, Changzhi, Shanxi, China
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Liu Y, Kong Y, Yan Y, Hui P. Explore the value of carotid ultrasound radiomics nomogram in predicting ischemic stroke risk in patients with type 2 diabetes mellitus. Front Endocrinol (Lausanne) 2024; 15:1357580. [PMID: 38706699 PMCID: PMC11066235 DOI: 10.3389/fendo.2024.1357580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 04/08/2024] [Indexed: 05/07/2024] Open
Abstract
Background and objective Type 2 Diabetes Mellitus (T2DM) with insulin resistance (IR) is prone to damage the vascular endothelial, leading to the formation of vulnerable carotid plaques and increasing ischemic stroke (IS) risk. The purpose of this study is to develop a nomogram model based on carotid ultrasound radiomics for predicting IS risk in T2DM patients. Methods 198 T2DM patients were enrolled and separated into study and control groups based on IS history. After manually delineating carotid plaque region of interest (ROI) from images, radiomics features were identified and selected using the least absolute shrinkage and selection operator (LASSO) regression to calculate the radiomics score (RS). A combinatorial logistic machine learning model and nomograms were created using RS and clinical features like the triglyceride-glucose index. The three models were assessed using area under curve (AUC) and decision curve analysis (DCA). Results Patients were divided into the training set and the testing set by the ratio of 0.7. 4 radiomics features were selected. RS and clinical variables were all statically significant in the training set and were used to create a combination model and a prediction nomogram. The combination model (radiomics + clinical nomogram) had the largest AUC in both the training set and the testing set (0.898 and 0.857), and DCA analysis showed that it had a higher overall net benefit compared to the other models. Conclusions This study created a carotid ultrasound radiomics machine-learning-based IS risk nomogram for T2DM patients with carotid plaques. Its diagnostic performance and clinical prediction capabilities enable accurate, convenient, and customized medical care.
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Affiliation(s)
| | | | | | - Pinjing Hui
- Department of Stroke Center, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu, China
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Li ZP, Chen J, Xin Q, Pei XY, Wu HL, Tan ZX. Triglyceride glucose-body mass index as a novel predictor of slow coronary flow phenomenon in patients with ischemia and nonobstructive coronary arteries (INOCA). BMC Cardiovasc Disord 2024; 24:60. [PMID: 38243161 PMCID: PMC10797862 DOI: 10.1186/s12872-024-03722-4] [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: 10/11/2023] [Accepted: 01/11/2024] [Indexed: 01/21/2024] Open
Abstract
BACKGROUND The triglyceride glucose-body mass index (TyG-BMI index) has been suggested as a novel predictor of insulin resistance. However, its predictive value for slow coronary flow phenomenon (SCFP) in patients with ischemia and nonobstructive coronary arteries (INOCA) remains unclear. METHODS We consecutively recruited 1625 patients with INOCA from February 2019 to February 2023 and divided them into two groups based on thrombolysis in myocardial infarction (TIMI) frame counts (TFCs): the SCFP group (n = 79) and the control group. A 1:2 age-matched case-control study was then performed. The TyG-BMI index was calculated as ln [plasma triglyceride (mg/dL) × fasting blood glucose (mg/dL)/2] × BMI. RESULTS TyG-BMI index in the SCFP group (218.3 ± 25.2 vs 201.0 ± 26.5, P < .001) was significantly higher than in the normal controls. TyG-BMI index also increased with the number of coronary arteries involved in the SCFP. Multivariate logistic regression analysis showed that TyG-BMI, BMI, and TG were independent predictors for SCFP. Receiver operating characteristic (ROC) curve analysis showed that when the TyG-BMI index was above 206.7, the sensitivity and specificity were 88.6% and 68.5%, respectively, with an AUC of 0.809 (95% CI: 0.756-0.863, P = .027). Combined BMI with TG, the TyG-BMI index had a better predictive value for SCFP than BMI and TG (P < .001). CONCLUSION The TyG-BMI index was an independent predictor for SCFP in INOCA patients, and it had a better predictive value than BMI and TG.
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Affiliation(s)
- Zhi-Peng Li
- Department of Cardiology, The Affiliated Hospital of Inner Mongolia Minzu University, Tongliao, China
| | - Juan Chen
- Department of Cardiology, Shenzhen Luohu Hospital Group Luohu People's Hospital (The Third Affiliated Hospital of Shenzhen University), Shenzhen, China
| | - Qi Xin
- Department of Cardiology, The Affiliated Hospital of Inner Mongolia Minzu University, Tongliao, China
| | - Xiao-Yang Pei
- Department of Cardiology, Shenzhen Luohu Hospital Group Luohu People's Hospital (The Third Affiliated Hospital of Shenzhen University), Shenzhen, China
| | - Hong-Li Wu
- Department of Cardiology, The Affiliated Hospital of Inner Mongolia Minzu University, Tongliao, China
| | - Zhi-Xu Tan
- Department of Cardiology, Shenzhen Luohu Hospital Group Luohu People's Hospital (The Third Affiliated Hospital of Shenzhen University), Shenzhen, China.
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Zhao HW, Wang Y, Wang CF, Meng QK. Association between triglyceride glucose index and adverse clinical outcomes in patients with acute myocardial infarction and LDL-C≤1.8 mmol/L who underwent percutaneous coronary intervention: a prospective cohort study. Front Endocrinol (Lausanne) 2024; 14:1323615. [PMID: 38313836 PMCID: PMC10835789 DOI: 10.3389/fendo.2023.1323615] [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: 10/18/2023] [Accepted: 12/27/2023] [Indexed: 02/06/2024] Open
Abstract
Background Recently, the triglyceride glucose (TyG) index has emerged as a reliable predictive indicator for adverse outcomes of cardiovascular disease. However, the roles of the TyG index in patients with acute myocardial infarction (AMI) and low-density lipoprotein cholesterol (LDL-C)≤1.8 mmol/L after percutaneous coronary intervention (PCI) remain unclear. Methods A total of 599 patients diagnosed with AMI and LDL-C ≤ 1.8 mmol/L at the 1-month follow-up after PCI were consecutively enrolled between January 2017 and January 2020. The patients were subsequently divided into three groups based on tertiles of the TyG index. The parameters, including the TyG index, were compared to explore the risk factors associated with major adverse cardiovascular and cerebrovascular events (MACCEs) during the 1-year follow-up. Results Sixty-nine patients (11.5%) with 90 MACCEs were recorded during the 1-year follow up, including 13 patients (8.6%) in the Tertile 1 group, 36 (12.0%) in the Tertile 2 group, and 20 (13.4%) in the Tertile 3 group. Patients with a higher TyG index had a significantly increased incidence of MACCEs compared to those with a lower TyG index (22.1% vs. 14.0% vs. 9.9%, p=0.010). Kaplan-Meier analysis demonstrated that patients with a higher TyG index had a significantly lower probability of survival without MACCEs. Furthermore, a binary logistic regression model indicated that the TyG index was the only independent predictor for MACCEs in these patients. Conclusion A higher TyG index was associated with a higher incidence of MACCEs in patients with AMI and well-controlled LDL-C levels after PCI. This suggests that the TyG index can serve as a predictive indicator for adverse cardiovascular outcomes in these patients.
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Affiliation(s)
- Hong-wei Zhao
- Department of Cardiology, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, China
| | - Yong Wang
- Department of Cardiology, Shenzhen Luohu Hospital Group Luohu People’s Hospital (The Third Affiliated Hospital of Shenzhen University), Shenzhen, China
| | - Cheng-fu Wang
- Department of Cardiology, The People’s Hospital of Liaoning Province, Shenyang, China
| | - Qing-kun Meng
- Department of Cardiology, The People’s Hospital of Liaoning Province, Shenyang, China
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Tao S, Yu L, Li J, Huang L, Huang X, Zhang W, Xie Z, Tan Y, Yang D. Association between the triglyceride-glucose index and 1-year major adverse cardiovascular events in patients with coronary heart disease and hypertension. Cardiovasc Diabetol 2023; 22:305. [PMID: 37940943 PMCID: PMC10633928 DOI: 10.1186/s12933-023-02018-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 10/09/2023] [Indexed: 11/10/2023] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a potential predictor of adverse prognosis of coronary heart disease (CHD). However, its prognostic value in patients with CHD and hypertension remains unclear. This study aimed to evaluate the association between the TyG index and the 1-year risk of major adverse cardiovascular events (MACEs) in patients with CHD and hypertension. METHODS The data for the study were taken from the Hospital Information System database in China-Japan Friendship Hospital which contained over 10,000 cardiovascular admissions from 2019 to 2022. The Boruta algorithm was performed for feature selection. The study used univariable analysis, multivariable logistic regression analysis, and restricted cubic spline (RCS) regression to evaluate the association between the TyG index and the 1-year risk of MACEs in patients with CHD and hypertension. RESULTS After applying inclusion and exclusion criteria, a total of 810 patients with CHD and hypertension were included in the study with a median TyG index of 8.85 (8.48, 9.18). Using the lowest TyG index quartile as the reference, the fully adjusted ORs (95% CIs) for 1-year MACEs for TyG index Q2, Q3, and Q4 were 1.001 (0.986 ~ 1.016), 1.047 (1.032 ~ 1.062), and 1.760 (1.268 ~ 2.444), respectively. After adjusting for all confounders, we found that those with the highest TyG index had a 47.0% increased risk of MACEs over the 1-year follow-up (OR 1.470, 95% CI 1.071 ~ 2.018). The results in the subgroup analysis were similar to the main analyses. RCS model suggested that the TyG index was nonlinearly associated with the 1-year risk of MACEs (P for nonlinear < 0.001). CONCLUSION This study shows that the elevated TyG index is a potential marker of adverse prognosis among patients with CHD and hypertension and informs the development of clinical decisions to improve outcomes.
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Affiliation(s)
- Shiyi Tao
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Lintong Yu
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Jun Li
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
| | - Li Huang
- Department of Integrative Cardiology, China-Japan Friendship Hospital, Beijing, China
| | - Xuanchun Huang
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Wenjie Zhang
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Zicong Xie
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Yuqing Tan
- Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- Graduate School, Beijing University of Chinese Medicine, Beijing, China
| | - Deshuang Yang
- Department of Integrative Cardiology, China-Japan Friendship Hospital, Beijing, China
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Wu J, Wang K, Tao F, Li Q, Luo X, Xia F. The association of blood metals with latent tuberculosis infection among adults and adolescents. Front Nutr 2023; 10:1259902. [PMID: 38024374 PMCID: PMC10655142 DOI: 10.3389/fnut.2023.1259902] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 10/23/2023] [Indexed: 12/01/2023] Open
Abstract
Objective We aimed to investigate the relationship of metal exposure and latent tuberculosis infection (LTBI) among US adults and adolescents. Methods Participants from the National Health and Nutrition Examination Surveys (NHANES 2011 ~ 2012) were included. Multiple logistic regression models were used to explore the associations between metal exposure and LTBI. A total of 5,248 adults and 1,860 adolescents were included in the present analysis. Results For adults, we only found a positive association between total mercury and LTBI (OR: 1.411; 95% CI: 1.164 ~ 1.710) when used as a continuous variable. Compared with Q1, Q4 increased the prevalence of LTBI (2.303; 1.455 ~ 3.644) when used as a quartile. The OR of total mercury and LTBI was higher among females (1.517; 1.009 ~ 2.279), individuals aged 45 ~ 64 (1.457; 1.060 ~ 2.002), and non-Hispanic White individuals (1.773; 1.316 ~ 2.388). A relationship was observed among only participants with obesity (1.553; 1.040 ~ 2.319) or underweight (1.380; 1.076 ~ 1.771), with college or above (1.645; 1.184 ~ 2.286), with PIR > 3.0 (1.701; 1.217 ~ 2.376), reported smoking (1.535; 1.235 ~ 1.907) and drinking (1.464; 1.232 ~ 1.739). For adolescents, blood manganese was positively associated with LTBI. The OR and 95% CIs for each one-unit increase in the log-transformed level of blood manganese with LTBI were 9.954 (1.389 ~ 71.344). Conclusion Significant associations were observed in girls, aged ≥12 years and in the non-Hispanic white population. In conclusion, total mercury is associated with an increased prevalence of LTBI among adults and positive association between blood manganese and LTBI was observed among adolescents. Further studies should be conducted to verify the results and explore potential biological mechanisms.
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Affiliation(s)
| | | | | | | | - Xin Luo
- Department of Public Health, Wuhan Fourth Hospital, Wuhan, China
| | - Fang Xia
- Department of Public Health, Wuhan Fourth Hospital, Wuhan, China
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Xie W, Bian W, Song Z, Deng X, Qu J, Zhang Z. Association between triglyceride-glucose index and carotid atherosclerosis in patients with psoriatic arthritis. Rheumatology (Oxford) 2023; 62:3584-3591. [PMID: 36897031 DOI: 10.1093/rheumatology/kead100] [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: 11/11/2022] [Revised: 02/07/2023] [Accepted: 02/21/2023] [Indexed: 03/11/2023] Open
Abstract
OBJECTIVE To investigate the association of the triglyceride-glucose (TyG) index with atherosclerotic risk among patients with PsA. METHODS This cross-sectional study included 165 consecutive PsA patients receiving carotid ultrasonography with integrated TyG index, calculated as ln [fasting triglycerides (mg/dl) × fasting glucose (mg/dl)/2]. Logistic regression models were applied to analyse the association of TyG index as continuous variables and tertiles with carotid atherosclerosis and carotid artery plaque. Fully adjusted model included sex, age, smoking, BMI, comorbidities and psoriatic-related variables. RESULTS Overall, PsA patients with carotid atherosclerosis had substantially higher TyG index than those without [8.82 (0.50) vs 8.54 (0.55), P = 0.002]. The frequency of carotid atherosclerosis was increased with increases in TyG index tertiles, showing 14.8%, 34.5%, 44.6% for tertile 1, 2 and 3, respectively (P = 0.003). Multivariate logistic analyses showed that each 1-unit increase in TyG index was significantly associated with prevalent carotid atherosclerosis [unadjusted odds ratio (OR) 2.65 (1.39-5.05); fully adjusted OR 2.69 (1.02-7.11)]. Compared with patients in tertile 1 of TyG index, the unadjusted and fully adjusted OR for occurrence of carotid atherosclerosis were 4.64 (1.85-11.60) and 5.10 (1.54-16.93) in patients in tertile 3. Similarly, higher prevalent carotid artery plaque was observed with increasing TyG index [unadjusted OR 3.11 (1.54-6.26); fully adjusted OR 3.61 (1.15-11.38)] or in tertile 3 vs tertile 1 [unadjusted OR 10.20 (2.83-36.82); fully adjusted OR 17.89 (2.88-111.11)]. Additionally, TyG index provided incremental predictive capacity beyond established risk factors, shown by an increase in discrimination ability (all P < 0.001). CONCLUSIONS TyG index was positively correlated with the burden of atherosclerosis in PsA patients, independent of traditional cardiovascular risk factors and psoriatic-related factors. These findings suggest that TyG index may be a promising atherosclerotic marker for the PsA population.
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Affiliation(s)
- Wenhui Xie
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
| | - Wei Bian
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
| | - Zhibo Song
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
| | - Xuerong Deng
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
| | - Jiahao Qu
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
| | - Zhuoli Zhang
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing, China
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Chen Q, Xiong S, Zhang Z, Yu X, Chen Y, Ye T, Yang S, Qi L, Chen X, Liu H, Zheng J, Cai L. Triglyceride-glucose index is associated with recurrent revascularization in patients with type 2 diabetes mellitus after percutaneous coronary intervention. Cardiovasc Diabetol 2023; 22:284. [PMID: 37865753 PMCID: PMC10590524 DOI: 10.1186/s12933-023-02011-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 09/29/2023] [Indexed: 10/23/2023] Open
Abstract
BACKGROUND The Triglyceride-glucose (TyG) index, as a surrogate marker of insulin resistance, is independently associated with the severity of coronary artery lesions and the prognosis of coronary heart disease. The investigation aimed to explore the relationship between the TyG index and recurrent revascularization in individuals with type 2 diabetes mellitus (T2DM) resulting from the progression of lesions or in-stent restenosis (ISR) after percutaneous coronary intervention (PCI). METHOD A total of 633 patients who met the inclusion and exclusion criteria were enrolled and divided into three groups based on the tertiles of the TyG index. The primary endpoint was recurrent revascularization resulting from the progression of lesions or ISR. All-cause death was considered as the competing risk event. Competing risk analysis and Cox regression analysis for predicting recurrent revascularization after PCI were conducted stepwise. Variables were standardized to make the hazard ratio (HR), subdistribution hazard ratio (SHR) and corresponding 95% CI more consistent prior to being used for fitting the multivariate risk model. The predictive ability of the TyG index was evaluated using several measures, including the ROC curve, likelihood ratio test, Akaike's information criteria, category-free continuous net reclassification improvement (cNRI > 0), and integrated discrimination improvement (IDI). Internal validation was conducted through bootstrapping with 1000 resamples. RESULTS During a median follow-up period of 18.33 months, a total of 64 (10.11%) patients experienced recurrent revascularization, including 55 cases of lesion progression and 9 cases of in-stent restenosis. After controlling for competitive risk events, the TyG index was independently associated with a higher risk of recurrent revascularization [SHR:1.4345, (95% CI 1.1458-1.7959), P = 0.002]. The likelihood ratio test and Akaike's information criteria showed that the TyG index significantly improves the prognostic ability. Additionally, adding the TyG index improved the ability of the established risk model in predicting recurrent revascularization, indicated by a C-index of 0.759 (95% CI 0.724-0.792, P < 0.01), with a cNRI > 0 of 0.170 (95% CI 0.023-0.287, P < 0.05), and an IDI of 0.024 (95% CI 0.009-0.039, P = 0.002). These results remained consistent when the models containing TyG index were confirmed using an internal bootstrap validation method. CONCLUSION The findings highlight the potential of the TyG index as a predictor of recurrent revascularization. Lesion progression emerged as the primary contributor to recurrent revascularization instead of in-stent restenosis. The incorporation of the TyG index into risk prediction models is likely to be beneficial for accurate risk stratification in order to improve prognosis.
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Affiliation(s)
- Qiang Chen
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China
- Department of Cardiology, China-Japan Friendship Hospital, Beijing, 100029, China
| | - Shiqiang Xiong
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Zhen Zhang
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Xiuqiong Yu
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Yingzhong Chen
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Tao Ye
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Siqi Yang
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Lingyao Qi
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Xu Chen
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Hanxiong Liu
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China
| | - Jingang Zheng
- Graduate School of Peking Union Medical College, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100029, China.
- Department of Cardiology, China-Japan Friendship Hospital, Beijing, 100029, China.
| | - Lin Cai
- Department of Cardiology, The Third People's Hospital of Chengdu, Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610014, Sichuan, China.
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Liu Z, Deng B, Huang Q, Tu R, Yu F, Xia J, Feng J. Comparison of seven surrogate insulin resistance indexes for predicting the prevalence of carotid atherosclerosis in normal-weight individuals. Front Public Health 2023; 11:1241523. [PMID: 37719743 PMCID: PMC10501451 DOI: 10.3389/fpubh.2023.1241523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 08/18/2023] [Indexed: 09/19/2023] Open
Abstract
Introduction The aim of this study was to assess the correlation between surrogate insulin resistance (IR) indexes and carotid atherosclerosis (CA) in normal-weight populations, as well as compared their ability to predict CA. Method A total of 26,795 middle-aged and older adult individuals with normal body weights were included. Triglyceride-glucose index (TyG), TyG-body mass index, TyG-waist circumference (TyG-WC), TyG-waist-to-height ratio (TyG-WHtR), visceral adiposity index, Chinese VAI (CVAI) and lipid accumulation product (LAP) were determined using established formulas. The associations between these surrogate indexes and CA were assessed using logistic regression models and restricted cubic spline (RCS) analysis. Receiver operating characteristic curves were utilized to compare the performance of these indexes for predicting CA. Result The levels of all seven surrogate indexes of IR were significantly higher in normal-weight individuals with CA than in those without CA (p < 0.001). In the full-adjusted model, only CVAI, TyG-WC, TyG-WHtR and LAP were significantly associated with CA, with the adjusted odds ratios (95% CI) of CA being 1.25 (1.20-1.30), 1.18 (1.14-1.23), 1.20 (1.16-1.25) and 1.25 (1.18-1.32) for each one standard deviation increase in CVAI, TyG-WC, TyG-WHtR and LAP, respectively. RCS analysis revealed a significant increase in the prevalence of CA among normal-weight individuals with CVAI >89.83, LAP >28.91, TyG-WHtR >4.42 and TyG-WC >704.93. The area under the curve for CVAI was significantly greater than for other indexes (p < 0.001). Conclusion CVAI, TyG-WC, TyG-WHtR and LAP were independently associated with the prevalence of CA. Specifically, CVAI may be the most appropriate predictor of CA in normal-weight individuals.
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Affiliation(s)
- Zeyu Liu
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Bi Deng
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qin Huang
- Department of Neurology, Peking University People's Hospital, Beijing, China
| | - Ruxin Tu
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Fang Yu
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jian Xia
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Clinical Research Center for Cerebrovascular Disease of Hunan Province, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jie Feng
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
- Clinical Research Center for Cerebrovascular Disease of Hunan Province, Central South University, Changsha, Hunan, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
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Li J, Dong Z, Wu H, Liu Y, Chen Y, Li S, Zhang Y, Qi X, Wei L. The triglyceride-glucose index is associated with atherosclerosis in patients with symptomatic coronary artery disease, regardless of diabetes mellitus and hyperlipidaemia. Cardiovasc Diabetol 2023; 22:224. [PMID: 37620954 PMCID: PMC10463708 DOI: 10.1186/s12933-023-01919-z] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 07/10/2023] [Indexed: 08/26/2023] Open
Abstract
BACKGROUND Diabetes and hyperlipidaemia are both risk factors for coronary artery disease, and both are associated with a high triglyceride-glucose index (TyG index). The TyG index has been presented as a marker of insulin resistance (IR). Its utility in predicting and detecting cardiovascular disease has been reported. However, few studies have found it to be a helpful marker of atherosclerosis in patients with symptomatic coronary artery disease (CAD). The purpose of this study was to demonstrate that the TyG index can serve as a valuable marker for predicting coronary and carotid atherosclerosis in symptomatic CAD patients, regardless of diabetes mellitus and hyperlipidaemia. METHODS This study included 1516 patients with symptomatic CAD who underwent both coronary artery angiography and carotid Doppler ultrasound in the Department of Cardiology at Tianjin Union Medical Center from January 2016 to December 2022. The TyG index was determined using the Ln formula. The population was further grouped and analysed according to the presence or absence of diabetes and hyperlipidaemia. The Gensini score and carotid intima-media thickness were calculated or measured, and the patients were divided into four groups according to TyG index quartile to examine the relationship between the TyG index and coronary or carotid artery lesions in symptomatic CAD patients. RESULTS In symptomatic CAD patients, the TyG index showed a significant positive correlation with both coronary lesions and carotid plaques. After adjusting for sex, age, smoking, BMI, hypertension, diabetes, and the use of antilipemic and antidiabetic agents, the risk of developing coronary lesions and carotid plaques increased across the baseline TyG index. Compared with the lowest quartile of the TyG index, the highest quartile (quartile 4) was associated with a greater incidence of coronary heart disease [OR = 2.55 (95% CI 1.61, 4.03)] and carotid atherosclerotic plaque [OR = 2.31 (95% CI 1.27, 4.20)] (P < 0.05). Furthermore, when compared to the fasting blood glucose (FBG) or triglyceride (TG) level, the TyG index had a greater area under the ROC curve for predicting coronary lesions and carotid plaques. The subgroup analysis demonstrated the TyG index to be an equally effective predictor of coronary and carotid artery disease, regardless of diabetes and hyperlipidaemia. CONCLUSION The TyG index is a useful marker for predicting coronary and carotid atherosclerosis in patients with symptomatic CAD, regardless of diabetes mellitus and hyperlipidaemia. The TyG index is of higher value for the identification of both coronary and carotid atherosclerotic plaques than the FBG or TG level alone.
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Affiliation(s)
- Jiao Li
- Department of Cardiology, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, 300121 China
| | - Zixian Dong
- Nankai University School of Medicine, Tianjin, 300071 China
| | - Hao Wu
- Department of Cardiology, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, 300121 China
- Nankai University School of Medicine, Tianjin, 300071 China
| | - Yue Liu
- Department of Cardiology, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, 300121 China
| | - Yafang Chen
- School of Graduate Studies, Tianjin University of Traditional Chinese Medicine, Tianjin, 301677 China
| | - Si Li
- School of Graduate Studies, Tianjin University of Traditional Chinese Medicine, Tianjin, 301677 China
| | - Yufan Zhang
- Key Laboratory of Bioactive Materials Ministry of Education, College of Life Sciences, and State Key Laboratory of Medicinal Chemical Biology, Nankai University, Tianjin, 300071 China
| | - Xin Qi
- Department of Cardiology, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, 300121 China
| | - Liping Wei
- Department of Cardiology, Tianjin Union Medical Center, Nankai University Affiliated Hospital, Tianjin, 300121 China
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Liu Y, Zhu B, Zhou W, Du Y, Qi D, Wang C, Cheng Q, Zhang Y, Wang S, Gao C. Triglyceride-glucose index as a marker of adverse cardiovascular prognosis in patients with coronary heart disease and hypertension. Cardiovasc Diabetol 2023; 22:133. [PMID: 37296406 PMCID: PMC10257289 DOI: 10.1186/s12933-023-01866-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 05/25/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been proposed as a potential predictor of adverse prognosis of cardiovascular diseases (CVDs). However, its prognostic value in patients with coronary heart disease (CHD) and hypertension remains unclear. METHODS A total of 1467 hospitalized patients with CHD and hypertension from January 2021 to December 2021 were included in this prospective and observational clinical study. The TyG index was calculated as Ln [fasting triglyceride level (mg/dL) × fasting plasma glucose level (mg/dL)/2]. Patients were divided into tertiles according to TyG index values. The primary endpoint was a compound endpoint, defined as the first occurrence of all-cause mortality or total nonfatal CVDs events within one-year follow up. The secondary endpoint was atherosclerotic CVD (ASCVD) events, including non-fatal stroke/transient ischemic attack (TIA) and recurrent CHD events. We used restricted cubic spline analysis and multivariate adjusted Cox proportional hazard models to investigate the associations of the TyG index with primary endpoint events. RESULTS During the one-year follow-up period, 154 (10.5%) primary endpoint events were recorded, including 129 (8.8%) ASCVD events. After adjusting for confounding variables, for per standard deviation (SD) increase in the TyG index, the risk of incident primary endpoint events increased by 28% [hazard ratio (HR) = 1.28, 95% confidence interval (CI) 1.04-1.59]. Compared with subjects in the lowest tertile (T1), the fully adjusted HR for primary endpoint events was 1.43 (95% CI 0.90-2.26) in the middle (T2) and 1.73 (95% CI 1.06-2.82) in highest tertile (T3) (P for trend = 0.018). Similar results were observed in ASCVD events. Restricted cubic spline analysis also showed that the cumulative risk of primary endpoint events increased as TyG index increased. CONCLUSIONS The elevated TyG index was a potential marker of adverse prognosis in patients with CHD and hypertension.
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Affiliation(s)
- Yahui Liu
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Binbin Zhu
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Weicen Zhou
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Yao Du
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Datun Qi
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Chenxu Wang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Qianqian Cheng
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - You Zhang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Shan Wang
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China
| | - Chuanyu Gao
- Department of Cardiology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Zhengzhou, China.
- Henan Provincial Key Lab for Control of Coronary Heart Disease, Zhengzhou University Central China Fuwai Hospital, Zhengzhou, 451464, China.
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Yu H, Tao L, Li YG, Yang L, Liu D, Wang Y, Hao X, He H, Che Y, Wang P, Zhao W, Gao W. Association between triglyceride-glucose index trajectories and carotid atherosclerosis progression. Cardiovasc Diabetol 2023; 22:130. [PMID: 37254140 DOI: 10.1186/s12933-023-01847-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 05/03/2023] [Indexed: 06/01/2023] Open
Abstract
BACKGROUND The triglyceride-glucose (TyG) index has been recognized as being an alternative cardiometabolic biomarker for insulin resistance associated with the development and prognosis of cardiovascular disease (CVD). However, the prospective relationship between baseline and long-term trajectories of the TyG index and carotid atherosclerosis (CAS) progression has yet to be investigated. METHODS This longitudinal prospective cohort study included 10,380 adults with multiple general health checks at Peking University Third Hospital from January 2011 to December 2020. The TyG index was calculated as ln (fasting triglyceride [mg/dL] × fasting glucose [mg/dL]/2). The latent class trajectory modeling method was used to analyze the TyG index trajectories over the follow-up. Based on univariate and multivariate Cox proportional hazards analyses, hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated for the baseline and trajectory of the TyG index. RESULTS During a median follow-up period of 757 days, 1813 participants developed CAS progression. Each 1-standard deviation (SD) increase in the TyG index was associated with a 7% higher risk of CAS progression after adjusting for traditional CVD risk factors (HR = 1.067, 95% CI 1.006-1.132). Similar results were observed when the TyG index was expressed as quartiles. According to different trajectory patterns, participants were categorized into low-stable, moderate-stable, and high-increasing groups. After multivariate adjustment, the moderate-stable group had a 1.139-fold (95% CI 1.021-1.272) risk of CAS progression. The high-increasing trajectory of the TyG index tended to be associated with CAS progression (HR = 1.206, 95% CI 0.961-1.513). CONCLUSIONS Participants with higher baseline and moderate-stable trajectory of the TyG index were associated with CAS progression. Long-term trajectories of the TyG index can help to identify individuals at a higher risk of CAS progression who deserve specific preventive and therapeutic approaches.
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Affiliation(s)
- Haixu Yu
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China
| | - Liyuan Tao
- Research Center of Clinical Epidemiology, Peking University Third Hospital, Beijing, 100191, China
| | - Yan-Guang Li
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China
| | - Lincheng Yang
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China
| | - Dan Liu
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China
| | - Yang Wang
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China
| | - Xiaoyan Hao
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China
| | - Honghai He
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China
| | - Ying Che
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China
| | - Peng Wang
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China
| | - Wei Zhao
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China.
- Physical Examination Center, Peking University Third Hospital, Beijing, 100191, China.
| | - Wei Gao
- NHC Key Laboratory of Cardiovascular Molecular Biology and Regulatory Peptides, Key Laboratory of Molecular Cardiovascular Science, Beijing Key Laboratory of Cardiovascular Receptors Research, Department of Cardiology, Institute of Vascular Medicine, Ministry of Education, Peking University Third Hospital, 100191, Beijing, China.
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Huang Q, Liu Z, Wei M, Huang Q, Feng J, Liu Z, Xia J. The atherogenic index of plasma and carotid atherosclerosis in a community population: a population-based cohort study in China. Cardiovasc Diabetol 2023; 22:125. [PMID: 37244995 PMCID: PMC10225098 DOI: 10.1186/s12933-023-01839-y] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 04/25/2023] [Indexed: 05/29/2023] Open
Abstract
BACKGROUND The atherogenic index of plasma (AIP) is an important alternative metabolic biomarker of atherosclerosis and cardiovascular diseases. Nevertheless, the correlation between the AIP and carotid atherosclerosis is unknown among the general population. METHODS A total of 52,380 community residents, aged ≥ 40 years who underwentcervical vascular ultrasound from December 2017 to December 2020 in Hunan China, were selected for retrospective analysis. The AIP was calculated as a logarithmically converted ratio of triglycerides (TG) to high-density lipoprotein-cholesterol (HDL-C). The participants were divided into AIP quartile groups (Q1-Q4). Logistic regression models and restricted cubic spline analyses were used to examine the association of the AIP with carotid atherosclerosis. Stratified analyses were applied to control for confounding factors. The incremental predictive value of the AIP was further assessed. RESULTS After adjusting for traditional risk factors, an increased AIP was associated with a higher rate of carotid atherosclerosis (CA), increased carotid intima-media thickness (CIMT), and plaques [odds ratio, OR (95% confidence interval, CI): 1.06 (1.04, 1.08), 1.07 (1.05, 1.09), and 1.04 (1.02, 1.06) per 1-SD increase in the AIP, respectively]. Compared with those participants in the quartile 1 group, those in the quartile 4 group had a greater risk of CA [OR 1.18, 95% CI (1.12, 1.25)], increased CIMT [OR 1.20, 95% CI (1.13, 1.26)], and plaques [OR 1.13, 95% CI (1.06, 1.19)]. However, we did not observe an association between the AIP and stenosis [0.97 (0.77, 1.23), p for trend = 0.758]. Restricted cubic spline analyses also showed a cumulative increase in the risk of CA, increased CIMT, and plaques but not stenosis severity (> 50%) with an increase of the AIP. Subgroup analyses showed that a more significant association between the AIP and the prevalence of increased CA was detected in younger subjects (aged < 60 years) with a body mass index (BMI) of ≥ 24 and fewer comorbidities. Additionally, the AIP provided incremental predictive capacity over established risk factors for CA, as shown by an improvement in the net reclassification index (NRI) and integrated discrimination index (IDI) (all P < 0.05). CONCLUSIONS An elevated AIP in a community-based population is associated with a higher rate of CA. the AIP could serve as a potential biomarker for CA risk assessment.
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Affiliation(s)
- Qin Huang
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China
- Department of Neurology, Peking University people's hospital, Beijing, China
| | - Zeyu Liu
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China
| | - Minping Wei
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China
| | - Qing Huang
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China
| | - Jie Feng
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China
| | - Zunjing Liu
- Department of Neurology, Peking University people's hospital, Beijing, China
| | - Jian Xia
- Department of Neurology, Xiangya Hospital, Central South University, No.87, Xiangya Road, Changsha, 410008, Hunan, China.
- Clinical Research Center for Cerebrovascular Disease of Hunan Province, Central South University, Changsha, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, China.
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Pan W, Ren Y, Yang F, Wang M, Li X, Yin D. Triglyceride glucose index is associated with obstructive coronary artery disease in hypertensive patients. Cardiovasc Diabetol 2023; 22:9. [PMID: 36635731 PMCID: PMC9838016 DOI: 10.1186/s12933-023-01739-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 01/06/2023] [Indexed: 01/13/2023] Open
Abstract
BACKGROUND Hypertension is a leading risk of coronary artery disease (CAD). Triglyceride glucose index (TyG) is a surrogate of insulin resistance (IR). Few studies explore the association between TyG and the incidence of obstructive CAD (OCAD) in hypertensive patients. METHODS We retrospectively screened 1841 hypertensive subjects who were free of a history of CAD and underwent coronary computed tomography angiography (CCTA) because of chest pain. TyG index was calculated as ln (fasting TG [mg/dL] * fasting glucose [mg/dL]/2). The outcome of this research was OCAD, which was defined as the presence of diameter stenosis ≥ 50% in any of the four major epicardial coronary arteries detected on CCTA. RESULTS A total of 310 (16.8%) patients developed obstructive CAD. The restricted cubic spline (RCS) analysis showed a J-shaped relationship between TyG and OCAD and the OR for OCAD increased as the TyG rose over 8.61 (OR perSD) 1.64, 95% CI 1.13-2.54, p = 0.008). After full adjustments for confounding covariates, patients with TyG index in tertile 3 (T3) had 2.12 times (95% CI 1.80 to 3.81) and in T2 had 2.01 times (95% CI 1.40 to 2.88) as high as the risk of OCAD compared with patients in T1 (p for trend = 0.001). When regarding TyG as a continuous variable, 1-SD increase elevated 49% (OR (95%CI), 1.49 (1.30-1.74)) risk of obstructive CAD (p = 0.007). This positive effect was still consistent across the subgroups (p for interaction > 0.05). CONCLUSION TyG index was associated with the incidence of obstructive CAD in hypertensive patients.
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Affiliation(s)
- Weili Pan
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Yongkui Ren
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Fan Yang
- Department of Cardiology, the Affiliated Zhongshan Hospital of Dalian University, Dalian, Liaoning, China
| | - Minxian Wang
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Xinsheng Li
- Department of Cardiology, the First Affiliated Hospital of Dalian Medical University, Dalian, Liaoning, China
| | - Da Yin
- Department of Cardiology, Shenzhen People's Hospital, 2nd Clinical Medical College of JINAN University, 1st Affiliated Hospital of the Southern University of Science and Technology. No. 1017 Dongmen North Road, Luohu District, Shenzhen, China.
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Zhao SS, Jiang ZZ, Wei B, Zhu JB, Liu XT. The preoperative triglyceride-glucose index has a positive effect on predicting the risk of short-term restenosis after carotid artery stenting: a retrospective cohort study. Front Neurol 2023; 14:1159601. [PMID: 37139054 PMCID: PMC10149666 DOI: 10.3389/fneur.2023.1159601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 03/27/2023] [Indexed: 05/05/2023] Open
Abstract
Background Increasing evidence suggests that insulin resistance is linked to cardiovascular disease and atherosclerosis. The triglyceride-glucose (TyG) index has proven to be a convincing marker to quantitatively evaluate insulin resistance. However, there is no relevant information about the relationship between the TyG index and restenosis after carotid artery stenting. Methods A total of 218 patients were enrolled. Carotid ultrasound and computed tomography angiography were used to evaluate in-stent restenosis. A Kaplan-Meier analysis and Cox regression method were performed to analyze the correlation between TyG index and restenosis. Schoenfeld residuals were used to determine the proportional-hazards assumption. A restricted cubic spline method was used to model and visualize the dose-response relationship between the TyG index and the risk of in-stent restenosis. Subgroup analysis was also performed. Results Thirty-one participants (14.2%) developed restenosis. The preoperative TyG index had a time-varying effect on restenosis. Within 29 months post-surgery, an increasing preoperative TyG index was linked to a significant increased risk of restenosis (hazard ratio: 4.347; 95% confidence interval 1.886-10.023). However, after 29 months, the effect was decreased, although not statistically significant. The subgroup analysis showed that the hazard ratios tended to be higher in the age ≤ 71 years subgroup (p < 0.001) and participants with hypertension (p < 0.001). Conclusion The preoperative TyG index was significantly associated with the risk of short-term restenosis after CAS within 29 months post-surgery. The TyG index may be employed to stratify patients based on their risk of restenosis after carotid artery stenting.
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Affiliation(s)
- Shan-shan Zhao
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Zhen-zhen Jiang
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Bo Wei
- Department of Neurology, Shaoxing People’s Hospital, Shaoxing, China
| | - Jian-bo Zhu
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
| | - Xia-tian Liu
- Department of Ultrasound, Shaoxing People’s Hospital, Shaoxing, China
- *Correspondence: Xia-tian Liu,
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Kim HJ, Kwon SS, Park SJ, Byun DW, Suh K, Yoo MH, Bang DW, Park HK. Risk of carotid plaques according to triglyceride-glucose index stratified by thyroid function: A cross-sectional study. PLoS One 2022; 17:e0279494. [PMID: 36584082 PMCID: PMC9803248 DOI: 10.1371/journal.pone.0279494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 12/08/2022] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Recent studies have indicated that the triglyceride-glucose (TyG) index or subclinical thyroid dysfunction is associated with carotid plaques, a predictor of cardiovascular disease risk. However, evidence for this association is limited and inconsistent. This study aimed to evaluate the risk of carotid plaques according to TyG index and thyroid function status in the general population. METHODS A total of 2,931 individuals who underwent carotid ultrasound as part of a comprehensive health examination at the Health Promotion Center of Soonchunhyang University Hospital were retrospectively reviewed. Based on the TyG index and thyroid function status, the participants were divided into six groups: LoTyG-SHyper (low TyG index with subclinical hyperthyroidism), LoTyG-Eu (low TyG index with euthyroidism), LoTyG-SHypo (low TyG index with subclinical hypothyroidism), HiTyG-SHyper (high TyG index with subclinical hyperthyroidism), HiTyG-Eu (high TyG index with euthyroidism), and HiTyG-SHypo (high TyG index with subclinical hypothyroidism). A multivariate logistic regression analysis was conducted to determine the risk of carotid plaques. RESULTS The proportion of participants with significant carotid plaques was significantly different among the six groups (p<0.001, p for trend<0.001). The odds ratio (OR) and 95% confidence interval (CI) for significant carotid plaques were significantly higher in the HiTyG-SHypo group than in the LoTyG-Eu group, even after adjusting for confounding variables including sex, age, smoking, obesity, hypertension and diabetes mellitus (OR 1.506, 95% CI 1.045-2.170, p = 0.028). The OR of significant carotid plaques was higher in the HiTyG-Eu group than in the LoTyG-Eu group; however no associations were observed after additional adjustment for confounding variables. CONCLUSION The TyG index and thyroid function status are important predictors of the risk of carotid plaques in healthy individuals. Early evaluation of carotid plaques may be necessary for subjects with high insulin resistance and subclinical hypothyroidism.
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Affiliation(s)
- Hye Jeong Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Seong Soon Kwon
- Division of Cardiology, Department of Internal Medicine, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Sang Joon Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Dong Won Byun
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Kyoil Suh
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Myung Hi Yoo
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Duk Won Bang
- Division of Cardiology, Department of Internal Medicine, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
- * E-mail: (HKP); (DWB)
| | - Hyeong Kyu Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Soonchunhyang University Hospital, Soonchunhyang University College of Medicine, Seoul, Korea
- * E-mail: (HKP); (DWB)
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