ArticleScientific reports2021
Waist-to-height ratio and metabolic phenotype compared to the Matsuda index for the prediction of insulin resistance.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
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Who cites it
27 citing papers in PubMed, 46 citations in OpenAlex.
- Avocado Consumption for 12 Weeks and Cardiometabolic Risk Factors: A Randomized Controlled Trial in Adults with Overweight or Obesity and Insulin Resistance.The Journal of nutrition · 2022Trial
- Muscle Ultrasound Echo Intensity Detects Insulin Resistance Before Changes in HbAJournal of ultrasound in medicine : official journal of the American Institute of Ultrasound in Medicine · 2026Article
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- Impact of Acute (Poly)Phenol-Rich Sugarcane Extract Consumption on Postprandial Glycemic Response in Healthy Adults: A Randomized Crossover Study.Foods (Basel, Switzerland) · 2026Article
- Impact of cardiometabolic index on long-term mortality in young adults with type 2 diabetes mellitus.PloS one · 2026Article
- Central adiposity and sex influence lipid and glucose indices in Mexican adults: implications for metabolic risk assessment.Frontiers in nutrition · 2026Article
- Association between cardiometabolic index and cardiometabolic multimorbidity in non-alcoholic fatty liver disease patients: evidence from a cross-sectional study.Scientific reports · 2025Article
- Risk of Insulin Resistance: Comparison of the Commerce vs. Industry Sector and Associated Variables.Diseases (Basel, Switzerland) · 2025Article
- Examining the Relationship Between Anthropometric and Body Composition measures with Coronary Heart Disease Events: The Multi-Ethnic Study of Atherosclerosis.European journal of preventive cardiology · 2025Article
- Association of triglyceride glucose-related obesity indices with sarcopenia among U.S. adults: a cross-sectional study from the National Health and Nutrition Examination Survey.Scientific reports · 2025Article
- National trends in type 2 diabetes mellitus stratified by central adiposity using waist-to-height ratio in South Korea, 2005-2022.Scientific reports · 2024Article
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- Adiposity indices and their higher predictive value for new-onset hypertension in metabolically healthy young women: findings from a population-based prospective cohort study.BMC cardiovascular disorders · 2024Article
- Association between cardiometabolic index and controlled attenuation parameter in U.S. adults with NAFLD: findings from NHANES (2017-2020).Lipids in health and disease · 2024Article
- The waist-to-height ratio is a good predictor for insulin resistance in women with polycystic ovary syndrome.Frontiers in endocrinology · 2024Article
- Correlation between tooth decay and insulin resistance in normal weight males prompts a role for myo-inositol as a regenerative factor in dentistry and oral surgery: a feasibility study.Frontiers in bioengineering and biotechnology · 2024Article
- Assessment of Various Insulin Resistance Surrogate Indices in Thai People with Type 2 Diabetes Mellitus.Journal of the ASEAN Federation of Endocrine Societies · 2024Article
- A Saudi Heart Association Position Statement on Obesity and Cardiovascular Disease.Journal of the Saudi Heart Association · 2024Article
- Surrogate indices of insulin resistance using the Matsuda index as reference in adult men-a computational approach.Frontiers in endocrinology · 2024Article
- Relationship between obesity indicators and hypertension-diabetes comorbidity in an elderly population: a retrospective cohort study.BMC geriatrics · 2023Article
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5 authors at 3 institutions in 1 country.
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Abstract
Current screening algorithms for type 2 diabetes (T2D) rely on fasting plasma glucose (FPG) and/or HbA1c. This fails to identify a sizeable subgroup of individuals in early stages of metabolic dysregulation who are at high risk for developing diabetes or cardiovascular disease. The Matsuda index, a combination of parameters derived from a fasting and postprandial insulin assay, is an early biomarker for metabolic dysregulation (i.e. insulin resistance/compensatory hyperinsulinemia). The aim of this analysis was to compare four widely available anthropometric and biochemical markers indicative of this condition [waist-to-height ratio (WHtR), hypertriglyceridemic-waist phenotype (HTW), triglycerides-to-HDL-C ratio (TG/HDL-C) and FPG] to the Matsuda index. This cross-sectional analysis included 2231 individuals with normal fasting glucose (NFG, n = 1333), impaired fasting glucose (IFG, n = 599) and T2D (n = 299) from an outpatient diabetes clinic in Germany and thus extended a prior analysis from our group done on the first two subgroups. We analyzed correlations of the Matsuda index with WHtR, HTW, TG/HDL-C and FPG and their predictive accuracies by correlation and logistic regression analyses and receiver operating characteristics. In the entire group and in NFG, IFG and T2D, the best associations were observed between the Matsuda index and the WHtR (r = - 0.458), followed by HTW phenotype (r = - 0.438). As for prediction accuracy, WHtR was superior to HTW, TG/HDL-C and FPG in the entire group (AUC 0.801) and NFG, IFG and T2D. A multivariable risk score for the prediction of insulin resistance was tested and demonstrated an area under the ROC curve of 0.765 for WHtR and its interaction with sex as predictor controlled by age and sex. The predictive power increased to 0.845 when FPG and TG/HDL-C were included. Using as a comparator the Matsuda index, WHtR, compared to HTW, TG/HDL-C and FPG, showed the best predictive value for detecting metabolic dysregulation. We conclude that WHtR, a widely available anthropometric index, could refine phenotypic screening for insulin resistance/hyperinsulinemia. This may ameliorate early identification of individuals who are candidates for appropriate therapeutic interventions aimed at addressing the twin epidemic of metabolic and cardiovascular disease in settings where more extended testing such as insulin assays are not feasible.
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