1
|
Navarro-González D, Sánchez-Íñigo L, Fernández-Montero A, Pastrana-Delgado J, Alfredo Martínez J. Are all metabolically healthy individuals with obesity at the same risk of diabetes onset? Obesity (Silver Spring) 2016; 24:2615-2623. [PMID: 27804254 DOI: 10.1002/oby.21667] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2016] [Accepted: 08/15/2016] [Indexed: 01/11/2023]
Abstract
OBJECTIVE To examine the risk of diabetes and the development of an unhealthy status according to metabolic health. To assess the effect of changes in metabolic health among participants with metabolically healthy obesity (MHO) on the risk of diabetes. METHODS A total of 4,340 subjects were included. Unhealthy metabolic status was defined as having three or more risk factors of the Adult Treatment Panel-III criteria. A Cox proportional-hazard analysis was conducted to estimate the hazard ratio (HR) of developing diabetes across the change in the metabolic status of subjects with MHO. RESULTS After 40,622 person-years of follow-up, the risk of becoming unhealthy was 1.53 times higher for participants with MHO, compared with lean or overweight healthy subjects. A greater risk of diabetes was found in MHO, but it was attributable to those who progressed to an unhealthier status over time: HR of 4.78 (95% CI: 3.38-6.78). The combination of being metabolically unhealthy and obesity heightened the risk of diabetes: HR of 10.09 (95% CI: 4.82-21.55). CONCLUSIONS The increased risk of diabetes in MHO is attributed to the progression to an unhealthier state. "Healthy obesity" is not a permanent situation but a transitory state.
Collapse
Affiliation(s)
| | | | - Alejandro Fernández-Montero
- Department of Occupational Medicine, Preventive Medicine and Public Health, University of Navarra, Pamplona, Spain
- IdiSNA-Health Research Institute of Navarra, Pamplona, Spain
| | - Juan Pastrana-Delgado
- IdiSNA-Health Research Institute of Navarra, Pamplona, Spain
- Department of Internal Medicine, University of Navarra Clinic, Pamplona, Spain
| | - J Alfredo Martínez
- IdiSNA-Health Research Institute of Navarra, Pamplona, Spain
- Nutrition and Physiology, Nutrition and Research Center, University of Navarra, Pamplona, Spain
- Centre of Biomedical Research in Pathophysiology of Obesity and Nutrition (CIBERObn), Carlos III, Madrid, Spain
| |
Collapse
|
2
|
Sánchez-Iñigo L, Navarro-González D, Fernández-Montero A, Pastrana-Delgado J, Martínez JA. Risk of incident ischemic stroke according to the metabolic health and obesity states in the Vascular-Metabolic CUN cohort. Int J Stroke 2016; 12:187-191. [DOI: 10.1177/1747493016672083] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Background Whether obesity is a major risk factor for cardiovascular disease in the absence of metabolic comorbidities remains under debate. Indeed, some obese individuals may be at low risk of metabolic-related complications, while normal-weight individuals may not be “healthy.” Aims To assess the incidence of ischemic stroke according to the metabolic health and obesity states of 5171 participants from the Vascular-Metabolic CUN cohort. Methods A Cox proportional-hazard analysis was conducted to estimate the hazard ratio and their 95% confidence interval of stroke according to the metabolic health and obesity states based on TyG index and Adult Treatment Panel-III criteria, during 9.1 years of follow-up. Results After 50,056.2 person-years of follow-up, 162 subjects developed an ischemic stroke (incidence rate 3.23 per 1000 person-years). Metabolically healthy obese subjects did not show greater risk of stroke, while metabolically unhealthy participants, obese and non-obese, had an increased risk of stroke, compared with healthy non-obese. The hazard ratios for the multivariable adjusted model were 1.55 (95% CI: 1.36–1.77) and 1.86 (95% CI: 1.57–2.21), respectively. Conclusions Metabolically unhealthy individuals exhibited a greater risk of ischemic stroke than metabolically healthy obese individuals.
Collapse
Affiliation(s)
- Laura Sánchez-Iñigo
- Hospital Garcia Orcoyen, Navarra, Spain
- Centro de Salud de Burlada, Navarra, Spain
- University of Navarra
| | | | - Alejandro Fernández-Montero
- University of Navarra
- Department of Occupational Medicine, University of Navarra Clinic, Pamplona, Spain
- Department of Preventive Medicine and Public Health, University of Navarra, Pamplona, Spain
| | - Juan Pastrana-Delgado
- University of Navarra
- Department of Internal Medicine, University of Navarra Clinic, Pamplona, Spain
- IdiSNA, Pamplona, Spain
| | - JA Martínez
- University of Navarra
- IdiSNA, Pamplona, Spain
- Centre for Nutrition Research, Food Science and Physiology, University of Navarra, Pamplona, Spain
- Centro de Investigación Biomédica en Red de Fiosiopatología de la Obesidad y Nutrición (CIBERObn), Instituto CarlosIII, Madrid, Spain
| |
Collapse
|
3
|
Navarro-González D, Sánchez-Íñigo L, Fernández-Montero A, Pastrana-Delgado J, Martinez JA. TyG Index Change Is More Determinant for Forecasting Type 2 Diabetes Onset Than Weight Gain. Medicine (Baltimore) 2016; 95:e3646. [PMID: 27175686 PMCID: PMC4902528 DOI: 10.1097/md.0000000000003646] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
The risk of type 2 diabetes associated with obesity appears to be influenced by other metabolic abnormalities, and there is controversy about the harmless condition of the metabolically healthy obese (MHO) state. The aim of this study is to assess the risk of diabetes and the impact of changes in weight and in triglyceride-glucose index (TyG index), according to the metabolic health and obesity states.We analyzed prospective data of the Vascular Metabolic CUN cohort, a population-based study among a White European population (mean follow-up, 8.9 years). Incident diabetes was assessed in 1923 women and 3016 men with a mean age at baseline of 55.33 ± 13.68 and 53.78 ± 12.98 years old.A Cox proportional-hazard analysis was conducted to estimate the hazard ratio (HR) of diabetes on metabolically healthy nonobese (MHNO), metabolically healthy obese, metabolically unhealthy nonobese (MUNO), and metabolically unhealthy obese (MUO). A continuous standardized variable (z-score) was derived to compute the HR for diabetes per 1-SD increment in the body mass index (BMI) and the TyG index.MHO, MUNO, and MUO status were associated with the development of diabetes, HR of 2.26 (95% CI: 1.25-4.07), 3.04 (95% CI: 1.69-5.47), and 4.04 (95% CI: 2.14-7.63), respectively. MUNO individuals had 1.82 greater risk of diabetes compared to MHO subjects (95% CI: 1.04-3.22). The HRs for incident diabetes per 1-SD increment in BMI and TyG indexes were 1.23 (95% CI: 1.04-1.44) and 1.54 (95% CI: 1.40-1.68). The increase in BMI did not raise the risk of developing diabetes among metabolically unhealthy subjects, whereas increasing the TyG index significantly affect the risk in all metabolic health categories.Metabolic health is more important determinant for diabetes onset than weight gain. The increase in weight does not raise the risk of developing diabetes among metabolically unhealthy subjects.
Collapse
Affiliation(s)
- David Navarro-González
- From the Garcia-Orcoyen Hospital (DN-G); Burlada Clinic (LS-Í), Navarra Health Service-Osasunbidea; Department of Occupational Medicine (AF-M), Preventive Medicine and Public Health; Department of Internal Medicine (JP-D), University of Navarra Clinic, Pamplona; IdiSNA-Health Research Institute of Navarra (JP-D, JAM); Food Science and Physiology (JAM), University of Navarra, Pamplona; and Centre of Biomedical Research in Pathophysiology of Obesity and Nutrition (CIBERObn) (JAM), Carlos III, Madrid, Spain
| | | | | | | | | |
Collapse
|
4
|
Navarro-González D, Sánchez-Íñigo L, Pastrana-Delgado J, Fernández-Montero A, Martinez JA. Triglyceride-glucose index (TyG index) in comparison with fasting plasma glucose improved diabetes prediction in patients with normal fasting glucose: The Vascular-Metabolic CUN cohort. Prev Med 2016; 86:99-105. [PMID: 26854766 DOI: 10.1016/j.ypmed.2016.01.022] [Citation(s) in RCA: 206] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2015] [Revised: 01/24/2016] [Accepted: 01/26/2016] [Indexed: 11/16/2022]
Abstract
AIMS We evaluated the potential role of the triglyceride-glucose index (TyG index) as a predictor of diabetes in a White European cohort, and compared it to fasting plasma glucose (FPG) and triglycerides. METHODS 4820 patients of the Vascular-Metabolic CUN cohort (VMCUN cohort) were examined and followed up for 8.84years (±4.39). We performed a Cox proportional hazard ratio with repeated-measures analyses to assess the risk of developing type 2 diabetes across quartiles of FPG, triglycerides and the TyG index (ln[fasting triglycerides (mg/dl)×fasting plasma glucose (mg/dl)/2]), and plotted a receiver operating characteristics (ROC) curve for discrimination. RESULTS There were 332 incident cases of type 2 diabetes involving 43,197.32person-years of follow-up. We observed a progressively increased risk of diabetes in subjects with TyG index levels of 8.31 or more. Among those with normal fasting glucose at baseline, <100mg/dl, subjects with the TyG index in the fourth quartile were 6.87 times more likely to develop diabetes (95% CI, 2.76-16.85; P for trend<0.001), as compared with the bottom quartile. The areas under the ROC curves (95% CI) were 0.75 (0.70-0.81) for TyG index, 0.66 (0.60-0.72) for FPG and 0.71 (0.65-0.77) for TG, in subjects with normal fasting glucose (p=0.017). CONCLUSIONS Our data suggest that the TyG index is useful for the early identification of individuals at risk of type 2 diabetes. The TyG index seems to be a better predictor than FPG or triglycerides of the potential development of type 2 diabetes in normoglycemic patients.
Collapse
Affiliation(s)
| | | | - Juan Pastrana-Delgado
- Department of Internal Medicine, University of Navarra Clinic, Pamplona, Spain; IdiSNA - Health Research Institute of Navarra, Spain
| | - Alejandro Fernández-Montero
- Department of Occupational Medicine, Preventive Medicine and Public Health, University of Navarra, Pamplona, Spain
| | - J Alfredo Martinez
- IdiSNA - Health Research Institute of Navarra, Spain; Food Science and Physiology, University of Navarra, Pamplona, Spain; Centre of Biomedical Research in Pathophysiology of Obesity and Nutrition (CIBERObn), Carlos III Hospital, Madrid, Spain
| |
Collapse
|
5
|
Sánchez-Íñigo L, Navarro-González D, Fernández-Montero A, Pastrana-Delgado J, Martínez JA. The TyG index may predict the development of cardiovascular events. Eur J Clin Invest 2016; 46:189-97. [PMID: 26683265 DOI: 10.1111/eci.12583] [Citation(s) in RCA: 275] [Impact Index Per Article: 34.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2015] [Accepted: 12/15/2015] [Indexed: 12/15/2022]
Abstract
BACKGROUND Cardiovascular disease (CVD) is the worldwide leading cause of morbidity and mortality. An early risk detection of apparently healthy people before CVD onset has clinical relevance in the prevention of cardiovascular events. We evaluated the association between the product of fasting plasma glucose and triglycerides (TyG index) and CVD. MATERIAL AND METHODS A total of 5014 patients of the Vascular Metabolic CUN cohort (VMCUN cohort) were followed up during a median period of 10 years. We used a Cox proportional-hazard ratio with repeated measures to estimate the risk of incidence of CVD across quintiles of the TyG index, calculated as ln[fasting triglycerides (mg/dL) × fasting plasma glucose (mg(dL)/2], and plotted a receiver-operating characteristics (ROC) curve to compare a prediction model fitted on the variables used in the Framingham risk score, a new model containing the Framingham variables with the TyG index, and the risk of coronary heart disease. RESULTS A higher level of TyG index was significantly associated with an increased risk of developing CVD independent of confounding factors with a value of 2·32 (95% CI: 1·65-3·26) for those in the highest quintile and 1·52 (95% CI: 1·07-2·16) for those in the fourth quintile. The areas under the curve (AUC) of the ROC plots were 0·708 (0·68-0·73) for the Framingham model and 0·719 (0·70-0·74) for the Framingham + TyG index model (P = 0·014). CONCLUSIONS The TyG index, a simple measure reflecting insulin resistance, might be useful to early identify individuals at a high risk of developing a cardiovascular event.
Collapse
Affiliation(s)
- Laura Sánchez-Íñigo
- Hospital Garcia Orcoyen, Estella, Navarra, Spain.,Centro de Salud de Burlada, Burlada, Navarra, Spain
| | | | - Alejandro Fernández-Montero
- Department of Occupational Medicine, University of Navarra Clinic, Pamplona, Spain.,Department of Preventive Medicine and Public Health, University of Navarra, Pamplona, Spain
| | - Juan Pastrana-Delgado
- Department of Internal Medicine, University of Navarra Clinic, Pamplona, Spain.,IdiSNA, Pamplona, Spain
| | - Jose Alfredo Martínez
- IdiSNA, Pamplona, Spain.,Centre for Nutrition Research, Food Science and Physiology, University of Navarra, Pamplona, Spain.,Centro de Investigación Biomédica en Red de Fiosiopatología de la Obesidad y Nutrición (CIBERObn), Instituto CarlosIII, Madrid, Spain
| |
Collapse
|