The Prognostic Value of Insulin Resistance Indices for Major Adverse Cardiovascular Events in Young and Middle‐Aged Patients With Hypertension

Young and middle-aged adults with hypertension develop the disease earlier and accrue longer exposure to elevated blood pressure, conferring higher lifetime cardiovascular risk. However, reliable markers predicting long-term major adverse cardiovascular events (MACEs) in this group remain unclear. Insulin resistance (IR) is crucial to hypertensive pathophysiology, but direct measurement is impractical. We evaluated the prognostic value of three laboratory-derived IR indices, the triglyceride-glucose (TyG) index, the triglyceride (TG) to high-density lipoprotein cholesterol (HDL-C) ratio (TG/HDL-C), and the metabolic score for IR (METS-IR), in predicting MACEs. In this retrospective cohort of 4861 patients aged 18-65 years with primary hypertension, baseline indices were calculated and classified into tertiles. Patients were followed for a median of 73 months, during which 372 MACEs occurred. Multivariable Cox regression showed that higher TyG, TG/HDL-C, and METS-IR were independently associated with increased MACEs risk. In fully adjusted models, each standard deviation increase in METS-IR conferred a 55.7% higher risk (HR = 1.557, 95% CI: 1.154-2.101, p < 0.01), and patients in the highest tertile had more than double the risk vs. the lowest. METS-IR showed superior discrimination (AUC = 0.803, 95% CI: 0.774-0.886) and significant net reclassification improvement (NRI = 0.147, 95% CI: 0.073-0.239, p = 0.001) and integrated discrimination improvement (IDI = 0.006, 95% CI: 0.002-0.010, p = 0.002), whereas TyG showed borderline benefit and TG/HDL-C offered no incremental value. These findings highlight METS-IR as a pragmatic predictor of long-term cardiovascular risk in younger hypertensive patients, supporting its integration into clinical risk stratification.

Authors

Institutions

Publication Details

Journal
Journal of Clinical Hypertension
Published
2025-12-01
DOI
https://doi.org/10.1111/jch.70192
Primary Topic
Diabetes, Cardiovascular Risks, and Lipoproteins
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

The Prognostic Value of Insulin Resistance Indices for Major Adverse Cardiovascular Events in Young and Middle‐Aged Patients With Hypertension

Shuo Zhang, Yichuan Zheng, Xi Chen, Qiuwen Wu et al.
Journal of Clinical Hypertension
Diabetes, Cardiovascular Risks, and Lipoproteins
article

The Prognostic Value of Insulin Resistance Indices for Major Adverse Cardiovascular Events in Young and Middle‐Aged Patients With Hypertension

Shuo Zhang, Yichuan Zheng, Xi Chen, Qiuwen Wu, Jingyi Wang, Wei Meng, Weixin Li, Bin Zhu, Xingli Yang, Wenqi Zhao
article en

Abstract

Young and middle-aged adults with hypertension develop the disease earlier and accrue longer exposure to elevated blood pressure, conferring higher lifetime cardiovascular risk. However, reliable markers predicting long-term major adverse cardiovascular events (MACEs) in this group remain unclear. Insulin resistance (IR) is crucial to hypertensive pathophysiology, but direct measurement is impractical. We evaluated the prognostic value of three laboratory-derived IR indices, the triglyceride-glucose (TyG) index, the triglyceride (TG) to high-density lipoprotein cholesterol (HDL-C) ratio (TG/HDL-C), and the metabolic score for IR (METS-IR), in predicting MACEs. In this retrospective cohort of 4861 patients aged 18-65 years with primary hypertension, baseline indices were calculated and classified into tertiles. Patients were followed for a median of 73 months, during which 372 MACEs occurred. Multivariable Cox regression showed that higher TyG, TG/HDL-C, and METS-IR were independently associated with increased MACEs risk. In fully adjusted models, each standard deviation increase in METS-IR conferred a 55.7% higher risk (HR = 1.557, 95% CI: 1.154-2.101, p < 0.01), and patients in the highest tertile had more than double the risk vs. the lowest. METS-IR showed superior discrimination (AUC = 0.803, 95% CI: 0.774-0.886) and significant net reclassification improvement (NRI = 0.147, 95% CI: 0.073-0.239, p = 0.001) and integrated discrimination improvement (IDI = 0.006, 95% CI: 0.002-0.010, p = 0.002), whereas TyG showed borderline benefit and TG/HDL-C offered no incremental value. These findings highlight METS-IR as a pragmatic predictor of long-term cardiovascular risk in younger hypertensive patients, supporting its integration into clinical risk stratification.

Journal of Clinical HypertensionVol. 27(12)
Ministry of Education of the People's Republic of China (CN), Harbin Medical University (CN), Second Affiliated Hospital of Harbin Medical University (CN), Institute of Zoology (CN)
Openalex Percentile: Top 48%
Diabetes, Cardiovascular Risks, and Lipoproteins
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.