ArticleBMC medicine2019
Insulin resistance and systemic metabolic changes in oral glucose tolerance test in 5340 individuals: an interventional study.
Article in BMC medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06119035 (Insulin Modelling Based on Plasma Glucose Measures Via a Minimally-Invasive Glucose Sensor), which is not on this map. Cited by 53 papers, 1 of them a synthesis that pooled it.
What it found
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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.
Insulin Modelling Based on Plasma Glucose Measures Via a Minimally-Invasive Glucose Sensor
Who cites it
53 citing papers in PubMed, 1 synthesis or guideline pooled it, 97 citations in OpenAlex.
- The relationship between glucose and the liver-alpha cell axis - A systematic review.Frontiers in endocrinology · 2022Pooled it
- Predicting Factors for Metabolic Non-Response to a Complex Lifestyle Intervention-A Replication Analysis to a Randomized-Controlled Trial.Nutrients · 2022Trial
- Supplementation of 1-Kestose Modulates the Gut Microbiota Composition to Ameliorate Glucose Metabolism in Obesity-Prone Hosts.Nutrients · 2021Trial
- Appetite-Regulating Hormones Are Reduced After Oral Sucrose vs Glucose: Influence of Obesity, Insulin Resistance, and Sex.The Journal of clinical endocrinology and metabolism · 2021Trial
- Plasma Amino Acid Responses to an Oral Glucose Challenge Relate More Strongly to Body Adiposity Than to Insulin Resistance.bioRxiv : the preprint server for biology · 2026Article
- SemaGBA: A System Dynamics Model of the Semaglutide-Responsive Gut-Brain Axis A Model of How the Brain and Semaglutide Regulate Appetite and Weight.Diabetes, obesity & metabolism · 2026Article
- CELF family of RNA-binding proteins: roles in disease biology and potential for therapeutic intervention.Cell communication and signaling : CCS · 2026Review
- Article
- Harnessing Phytochemicals and Nanotechnology Synergy for Molecular, Epigenetic, and Microbiota-Driven Regulation in Type 2 Diabetes Mellitus.Pharmaceutics · 2026Review
- Demethylation of leptin promoter in gestational diabetes mellitus: evidence from a mouse model.Frontiers in cell and developmental biology · 2026Article
- Effects of short-term exercise on plasma metabolic and lipidomic profiles of individuals with type 2 diabetes.Experimental physiology · 2026Article
- Missegregation of Chromosome 3 and Generation of Monosomy 3 in the Proliferating Uveal Melanoma Cells Under Hyperglycemia.Investigative ophthalmology & visual science · 2025Article
- Changes in Apolipoprotein A1-Associated Proteomic Composition After Pioglitazone Treatment Versus Weight Loss.International journal of molecular sciences · 2025Article
- Genkwanin glycosides are major active compounds in Phaleria nisidai extract mediating improved glucose homeostasis by stimulating glucose uptake into adipose tissues.Nature communications · 2025Article
- Predictive models of post-prandial glucose response in persons with prediabetes and early onset type 2 diabetes: A pilot study.Diabetes, obesity & metabolism · 2025Article
- Effects of Cirsium japonicum var. maackii on avelliation of metabolic disease by improving insulin resistance.Laboratory animal research · 2025Article
- Prevalence and determinants of insulin resistance in recovered COVID-19 and uninfected residents of two regional capitals in Ghana: An observational study.PLOS global public health · 2025Article
- Excessive Postprandial Sleepiness in Two Young Adults Effectively Treated with Antidiabetic Medications.Sleep science (Sao Paulo, Brazil) · 2024Article
- Probing erythrocytes as sensitive and reliable sensors of metabolic disturbances in the crosstalk between childhood obesity and insulin resistance: findings from an observational study, in vivo challenge tests, and ex vivo incubation assays.Cardiovascular diabetology · 2024Observational
- Identifying metabotypes of insulin resistance severity in children with metabolic syndrome.Cardiovascular diabetology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 5 institutions in 3 countries.
Funding
Abstract
backgroundInsulin resistance (IR) is predictive for type 2 diabetes and associated with various metabolic abnormalities in fasting conditions. However, limited data are available on how IR affects metabolic responses in a non-fasting setting, yet this is the state people are mostly exposed to during waking hours in the modern society. Here, we aim to comprehensively characterise the metabolic changes in response to an oral glucose test (OGTT) and assess the associations of these changes with IR.
methodsBlood samples were obtained at 0 (fasting baseline, right before glucose ingestion), 30, 60, and 120 min during the OGTT. Seventy-eight metabolic measures were analysed at each time point for a discovery cohort of 4745 middle-aged Finnish individuals and a replication cohort of 595 senior Finnish participants. We assessed the metabolic changes in response to glucose ingestion (percentage change in relative to fasting baseline) across the four time points and further compared the response profile between five groups with different levels of IR and glucose intolerance. Further, the differences were tested for covariate adjustment, including gender, body mass index, systolic blood pressure, fasting, and 2-h glucose levels. The groups were defined as insulin sensitive with normal glucose (IS-NGT), insulin resistant with normal glucose (IR-NGT), impaired fasting glucose (IFG), impaired glucose tolerance (IGT), and new diabetes (NDM). IS-NGT and IR-NGT were defined as the first and fourth quartile of fasting insulin in NGT individuals.
resultsGlucose ingestion induced multiple metabolic responses, including increased glycolysis intermediates and decreased branched-chain amino acids, ketone bodies, glycerol, and triglycerides. The IR-NGT subgroup showed smaller responses for these measures (mean + 23%, interquartile 9-34% at 120 min) compared to IS-NGT (34%, 23-44%, P < 0.0006 for difference, corrected for multiple testing). Notably, the three groups with glucose abnormality (IFG, IGT, and NDM) showed similar metabolic dysregulations as those of IR-NGT. The difference between the IS-NGT and the other subgroups was largely explained by fasting insulin, but not fasting or 2 h glucose. The findings were consistent after covariate adjustment and between the discovery and replication cohort.
conclusionsInsulin-resistant non-diabetic individuals are exposed to a similar adverse postprandial metabolic milieu, and analogous cardiometabolic risk, as those with type 2 diabetes. The wide range of metabolic abnormalities associated with IR highlights the necessity of diabetes diagnostics and clinical care beyond glucose management.
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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.