ArticleDiabetes care2012
Defining insulin resistance from hyperinsulinemic-euglycemic clamps.
Article in Diabetes care, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 218 papers, 7 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Therapeutic Strategies for Microvascular Dysfunction in Type 1 Diabetes
Effect of Postprandial Hyperglycemia on Vasculature in Type 1 Diabetes and Healthy Adults
Effect of Physiologic Insulin Administration on Cognition
Who cites it
218 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- The effect of exercise intervention on the triglyceride-glucose (TyG) index in adolescents with overweight or obesity: a systematic review and Bayesian dose-response meta-analysis.BMC pediatrics · 2025Pooled it
- Prevalence of subclinical hypothyroidism in polycystic ovary syndrome and its impact on insulin resistance: a systematic review and meta-analysis.BMC endocrine disorders · 2025Pooled it
- The association of triglyceride-glucose index with major adverse cardiovascular and cerebrovascular events after acute myocardial infarction: a meta-analysis of cohort studies.Nutrition & diabetes · 2024Pooled it
- Metformin combined with spironolactone vs. metformin alone in polycystic ovary syndrome: a meta-analysis.Frontiers in endocrinology · 2023Pooled it
- Relationship between the triglyceride-glucose index and risk of cardiovascular diseases and mortality in the general population: a systematic review and meta-analysis.Cardiovascular diabetology · 2022Pooled it
- Effects of Coffee Consumption on Insulin Resistance and Sensitivity: A Meta-Analysis.Nutrients · 2021Pooled it
- Paediatric obesity: a systematic review and pathway mapping of metabolic alterations underlying early disease processes.Molecular medicine (Cambridge, Mass.) · 2021Pooled it
- Trial
- Optimizing measures of insulin-regulated lipolysis in humans.American journal of physiology. Endocrinology and metabolism · 2025Trial
- Trial
- Oral magnesium supplementation does not affect insulin sensitivity in people with insulin-treated type 2 diabetes and a low serum magnesium: a randomised controlled trial.Diabetologia · 2024Trial
- Time-restricted eating did not alter insulin sensitivity or β-cell function in adults with obesity: A randomized pilot study.Obesity (Silver Spring, Md.) · 2023Trial
- Low-Energy Dense Potato- and Bean-Based Diets Reduce Body Weight and Insulin Resistance: A Randomized, Feeding, Equivalence Trial.Journal of medicinal food · 2022Trial
- Role of skeletal muscle perfusion and insulin resistance in the effect of dietary sodium on heart function in overweight.ESC heart failure · 2021Trial
- Association of Serum Alkaline Phosphatase with the TG/HDL Ratio and TyG Index in Korean Adults.Biomolecules · 2021Trial
- The Effects of Vitamin D Supplementation on Metabolic and Oxidative Stress Markers in Patients With Type 2 Diabetes: A 6-Month Follow Up Randomized Controlled Study.Frontiers in endocrinology · 2021Trial
- Impact of Physical Activity and Weight Loss on Fat Mass, Glucose Metabolism, and Inflammation in Older African Americans with Osteoarthritis.Nutrients · 2020Trial
- Increased β-Cell Responsivity Independent of Insulin Sensitivity in Healthy African American Adults.The Journal of clinical endocrinology and metabolism · 2020Trial
- Effects of once-daily darunavir/ritonavir versus atazanavir/ritonavir on insulin sensitivity in HIV-infected persons over 48 weeks: results of an exploratory substudy of METABOLIK, a phase 4, randomized trial.HIV clinical trials · 2016Trial
- Fasting serum annexin A2 is associated with peripheral insulin sensitivity and may enhance glucose uptake via Src-dependent signaling.Journal of diabetes investigation · 2026Article
158 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors.
Funding
Abstract
objectiveThis study was designed to determine a cutoff point for identifying insulin resistance from hyperinsulinemic-euglycemic clamp studies performed at 120 mU/m(2)·min in a white population and to generate equations from routinely measured clinic and blood variables for predicting clamp-derived glucose disposal rate (GDR), i.e., insulin sensitivity. RESEARCH DESIGN AND
methodsWe assembled data from hyperinsulinemic-euglycemic clamps (120 mU/m(2)·min insulin dose) performed at the Pennington Biomedical Research Center between 2001 and 2011. Subjects were divided into subjects with diabetes (n = 51) and subjects without diabetes (n = 116) by self-report and/or fasting glucose ≥126 mg/dL.
resultsWe found that 75% of individuals with a GDR <5.6 mg/kg fat-free mass (FFM) + 17.7·min were truly insulin resistant. Cutoff values for GDRs normalized for body weight, body surface area, or FFM were 4.9 mg/kg·min, 212.2 mg/m(2)·min, and 7.3 mg/kgFFM·min, respectively. Next, we used classification tree models to predict GDR from routinely measured clinical and biochemical variables. We found that individual insulin resistance could be estimated with good sensitivity (89%) and specificity (67%) from the homeostasis model assessment of insulin resistance (HOMA-IR) >5.9 or 2.8< HOMA-IR <5.9 with HDL <51 mg/dL.
conclusionsWe developed a cutoff for defining insulin resistance from hyperinsulinemic-euglycemic clamps. Moreover, we now provide classification trees for predicting insulin resistance from routinely measured clinical and biochemical markers. These findings extend the clamp from a research tool to providing a clinically meaningful message for participants in research studies, potentially providing greater opportunity for earlier recognition of insulin resistance.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.