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Accurate method to estimate insulin resistance from multiple regression models using data of metabolic syndrome and oral glucose tolerance test
- Source :
- Journal of Diabetes Investigation
- Publication Year :
- 2013
- Publisher :
- Wiley, 2013.
-
Abstract
- Aims/Introduction How to measure insulin resistance (IR) accurately and conveniently is a critical issue for both clinical practice and research. In the present study, we tried to modify the β-cell function, insulin sensitivity, and glucose tolerance test (BIGTT) in patients with normal glucose tolerance (NGT) and abnormal glucose tolerance (AGT) by oral glucose tolerance test (OGTT) and metabolic syndrome (MetS) components. Materials and Methods There were 327 participants enrolled and divided into NGT or AGT. Data from 75% of the participants were used to build the models, and the remaining 25% were used for external validation. Steady-state plasma glucose (SSPG) concentration derived from the insulin suppression test was regarded as the standard measurement for IR. Five models were built from multiple regression: model 1 (MetS model with sex, age and MetS components); model 2 (simple OGTT model with sex, age, plasma glucose, and insulin concentrations at 0 and 120 min during OGTT); model 3 (full OGTT model with sex, age, and plasma glucose and insulin concentrations at 0, 30, 60, 90, 120, and 180 min during OGTT); model 4 (simple combined model): model 1 and model 2; and model 5 (full model): model 1 and 3. Results In general, our models had higher r2 compared with surrogates derived from OGTT, such as homeostasis model assessment-insulin resistance and quantitative insulin sensitivity check index. Among them, model 5 had the highest r2 (0.505 in NGT, 0.556 in AGT, respectively). Conclusions Our modified BIGTT models proved to be accurate and easy methods for estimating IR, and can be used in clinical practice and research.
- Subjects :
- medicine.medical_specialty
Endocrinology, Diabetes and Metabolism
medicine.medical_treatment
Oral glucose tolerance test
Steady‐state plasma glucose
Insulin resistance
Internal medicine
Diabetes mellitus
Linear regression
Internal Medicine
medicine
Oral glucose tolerance
Glucose tolerance test
medicine.diagnostic_test
business.industry
Insulin
Quantitative insulin sensitivity check index
Articles
General Medicine
medicine.disease
Clinical Science and Care
Endocrinology
Original Article
Metabolic syndrome
business
Subjects
Details
- ISSN :
- 20401116
- Volume :
- 5
- Database :
- OpenAIRE
- Journal :
- Journal of Diabetes Investigation
- Accession number :
- edsair.doi.dedup.....49017ffc152da6764bd144afb88cc35f
- Full Text :
- https://doi.org/10.1111/jdi.12155