ArticleFrontiers in endocrinology2022
Association Between METS-IR and Prehypertension or Hypertension Among Normoglycemia Subjects in Japan: A Retrospective Study.
Article in Frontiers in endocrinology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.
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47 citing papers in PubMed, 55 citations in OpenAlex.
- Usefulness of metabolic score for insulin resistance to predict restenosis after coronary stent implantation.Annals of medicine · 2026Article
- Combined associations of the metabolic score for insulin resistance and estimated glucose disposal rate with cardio-renal-metabolic multimorbidity: evidence from two large population studies.BMC cardiovascular disorders · 2026Article
- Association of METS-IR with breast cancer risk: a large-scale retrospective cohort study of Korean women.BMC public health · 2026Article
- Nonlinear association between metabolic score for insulin resistance (METS-IR) and prevalent hypertension: a cross-sectional study.BMC cardiovascular disorders · 2026Article
- Head-to-head comparison of fasting-insulin-based versus non-insulin-based insulin resistance surrogates for predicting all-cause and cardiovascular mortality in hypertensive adults across the glycemic continuum: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Associations of metabolic score for insulin resistance and new-onset stroke in middle-aged and older adults: a national cohort study.Cardiovascular diabetology · 2026Article
- Age-related changes in METS-IR and HOMA-IR in obese adults and their relationship with cardiometabolic comorbidities.Archives of endocrinology and metabolism · 2026Article
- Lactate dehydrogenase-to-Albumin Ratio (LAR) predicts mortality in critically ill patients with hypertensive heart failure: A MIMIC-IV database analysis.Clinics (Sao Paulo, Brazil) · 2026Article
- Metabolic score for insulin resistance is associated with metabolic dysfunction-associated steatotic liver disease among adults with hypertension: a cross-sectional secondary analysis of a Chinese single-center health check-up population.Frontiers in endocrinology · 2026Article
- Prehypertension, Hypertension, and Their Association With Weight-Adjusted Waist Index in Normoglycemic Japanese Adults: A Cross-Sectional Study.Journal of diabetes research · 2026Article
- Article
- Association of metabolic score for insulin resistance and preeclampsia: a multicenter cohort study.Lipids in health and disease · 2025Article
- Association between metabolic score for insulin resistance and hypertension in middle-aged and older adults: a nationwide cross-sectional and longitudinal study.Aging clinical and experimental research · 2025Article
- Comparisons of various insulin resistance indices for new-onset metabolic syndrome before midlife: The CHIEF cohort study, 2014-2020.World journal of diabetes · 2025Article
- Association between metabolic score for insulin resistance (METS-IR) and hypertension: a cross-sectional study based on NHANES 2007-2018.Lipids in health and disease · 2025Article
- Cardiometabolic multimorbidity in relation to the metabolic score for insulin resistance and creatinine-to-cystatin C ratio in a middle-aged and aged population.Frontiers in endocrinology · 2025Article
- Association Between Metabolic Score for Insulin Resistance (METS-IR) and Risk of Obstructive Sleep Apnea: Analysis of NHANES Database and a Chinese Cohort.Nature and science of sleep · 2025Article
- Association of metabolic score for insulin resistance with incident metabolic syndrome: a cohort study in middle-aged and older adult Chinese population.Frontiers in public health · 2025Article
- Predicting in-hospital mortality in ICU patients with Coronary heart disease and diabetes mellitus using machine learning models.PloS one · 2025Article
- Predicting in-hospital mortality in ICU patients with lymphoma using machine learning models.PloS one · 2025Article
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Aim: Our study aimed to investigate the association between the novel non-insulin-based metabolic score for insulin resistance (METS-IR) index and pre-hypertension (HTN) or HTN in normoglycemia Japanese participants. Methods: The NAGALA medical examination program at Murakami Memorial Hospital in Gifu, Japan was found in 1994. 15,453 participants enrolled in this program from 2004 to 2015 was included in this retrospective study to explore the association between the METS-IR index and pre-HTN or HTN. Covariates included serum biomarkers and clinicodemographic characteristics. Logistic regression was applied to explore the association between METS-IR level and pre-HTN or HTN. Results: This study includes a total of 15453 participants. The prevalence rates of pre-HTN and HTN were 28.55% (4412/15453) and 6.23% (962/15453), respectively. Adjusted for confounding factors in the multivariable logistic regression analysis models, when METS-IR was used as a categorical variable, high METS-IR was significantly associated with both pre-HTN (adjusted odds ratio (OR) = 1.95, 95% confidence interval (CI): 1.61-2.36) and HTN (adjusted OR = 2.12, 95% CI: 1.44-3.11). When METS-IR was used as a continuous variable, each 1 unit increase in METS-IR was associated with a 7% increase in the prevalence of pre-HTN (adjusted OR = 1.07, 95% CI: 1.06-1.08) and with a 13% increase in the prevalence of HTN (adjusted OR = 1.13, 95% CI: 1.10-1.16). Stratified analyses indicated a positive correlation between METS-IR and pre-HTN or HTN in normoglycemia subjects with different characteristics. Conclusions: METS-IR levels are significantly associated with pre-HTN or HTN in normoglycemia individuals in Gifu, Japan. METS-IR may be used as a monitoring indicator for the development of HTN primary prevention and management strategies in the future, but it still needs more research to confirm.
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