Association of triglyceride–glucose-based indices with the risk of elevated blood pressure and hypertension in a brazilian population

Insulin resistance (IR) is a central mechanism in hypertension (HTN) development, but its direct assessment is unfeasible in population studies. This cross-sectional study evaluated the association of surrogate IR indices – Triglyceride Glucose Index (TyG), Triglyceride Glucose-Body Mass Index (TyG-BMI), Triglyceride Glucose-Waist Circumference (TyG-WC), Triglyceride Glucose-Waist to Height Ratio (TyG-WHtR), Metabolic Score for Insulin Resistance (METS-IR), and Cardiometabolic Index (CMI) – with blood pressure (BP) stages: normal, elevated, and HTN. Using data from a population-based survey conducted between 2004 and 2005, including 1,365 Brazilian adults, clinical, anthropometric, and biochemical variables were analyzed through multivariable logistic regression models. TyG, TyG-BMI, TyG-WC, and TyG-WHtR were associated with higher BP categories. METS-IR showed inconsistent findings across analyses, whereas CMI demonstrated a positive correlation with systolic and diastolic BP. Most surrogate IR indices remained significantly associated with hypertension after adjustment for demographic, behavioral, anthropometric, clinical, and lipid-related variables, supporting an independent association with blood pressure status in this population. In fully adjusted models, TyG, TyG-BMI, TyG-WHtR, METS-IR and CMI remained significantly associated with hypertension, while the association with TyG-WC was attenuated. These findings suggest that surrogate insulin resistance indices may provide complementary information for identifying individuals at increased risk of hypertension in this Brazilian urban population. Although valuable as a historical record, the 2004–2005 context and the modest discriminatory performance of these indices highlight the need for contemporary longitudinal validation.

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Journal
Scientific Reports
Published
2026-08-26
DOI
https://doi.org/10.1038/s41598-026-65296-9
Primary Topic
Indigenous Health and Education
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article
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article

Association of triglyceride–glucose-based indices with the risk of elevated blood pressure and hypertension in a brazilian population

Tatiana Palotta Minari, Patricio López‐Jaramillo, Marco Antônio Vieira Silva, José Paulo Cipullo et al.
Scientific Reports
Indigenous Health and Education
article

Association of triglyceride–glucose-based indices with the risk of elevated blood pressure and hypertension in a brazilian population

Tatiana Palotta Minari, Patricio López‐Jaramillo, Marco Antônio Vieira Silva, José Paulo Cipullo, José Fernando Vilela-Martin, Kleber Aparecido de Oliveira, Jéssica Rodrigues Roma Uyemura, Ellen de Cássia Dutra Pozzetti Gouvêa, Valquíria da Silva Lopes, Luciana Neves Cosenso-Martin
article en

Abstract

Insulin resistance (IR) is a central mechanism in hypertension (HTN) development, but its direct assessment is unfeasible in population studies. This cross-sectional study evaluated the association of surrogate IR indices – Triglyceride Glucose Index (TyG), Triglyceride Glucose-Body Mass Index (TyG-BMI), Triglyceride Glucose-Waist Circumference (TyG-WC), Triglyceride Glucose-Waist to Height Ratio (TyG-WHtR), Metabolic Score for Insulin Resistance (METS-IR), and Cardiometabolic Index (CMI) – with blood pressure (BP) stages: normal, elevated, and HTN. Using data from a population-based survey conducted between 2004 and 2005, including 1,365 Brazilian adults, clinical, anthropometric, and biochemical variables were analyzed through multivariable logistic regression models. TyG, TyG-BMI, TyG-WC, and TyG-WHtR were associated with higher BP categories. METS-IR showed inconsistent findings across analyses, whereas CMI demonstrated a positive correlation with systolic and diastolic BP. Most surrogate IR indices remained significantly associated with hypertension after adjustment for demographic, behavioral, anthropometric, clinical, and lipid-related variables, supporting an independent association with blood pressure status in this population. In fully adjusted models, TyG, TyG-BMI, TyG-WHtR, METS-IR and CMI remained significantly associated with hypertension, while the association with TyG-WC was attenuated. These findings suggest that surrogate insulin resistance indices may provide complementary information for identifying individuals at increased risk of hypertension in this Brazilian urban population. Although valuable as a historical record, the 2004–2005 context and the modest discriminatory performance of these indices highlight the need for contemporary longitudinal validation.

Scientific Reports
Faculdade de Medicina de São José do Rio Preto (BR), Hospital de Base (BR), Universidad De Santander (CO), Hospital de Base (BR)
Openalex Percentile: Top 6%
Indigenous Health and Education
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