A Mathematical Model-Derived Disposition Index Without Insulin Validated in Youth With Obesity

Author:

Ha Joon1,Kim Joon Young2,Springer Max3ORCID,Chhabra Aaryan4,Chung Stephanie T5,Sumner Anne E678,Sherman Arthur S9ORCID,Arslanian Silva1011ORCID

Affiliation:

1. Department of Mathematics, Howard University , Washington, DC 20059 , USA

2. Department of Exercise Science, David B. Falk College of Sport and Human Dynamics, Syracuse University , Syracuse, NY 13244 , USA

3. Department of Mathematics, University of Maryland , College Park, MD 20742 , USA

4. Department of Biology, Indian Institute of Science Education and Research , Pune, Maharashtra 411008 , India

5. Section on Pediatric Diabetes, Obesity, and Metabolism, NIDDK, NIH , Bethesda, MD 20892 , USA

6. Intramural Research Program, National Institute on Minority Health and Health Disparities (NIMHD), National Institutes of Health , Bethesda, MD 20892 , USA

7. Section on Ethnicity and Health, Diabetes Endocrinology and Obesity Branch, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), National Institutes of Health , Bethesda, MD 20892 , USA

8. Hypertension in Africa Research Team, North-West University, Potchefstroom , North-West 2520 , South Africa

9. Laboratory of Biological Modeling, NIDDK, NIH , Bethesda, MD 20892 , USA

10. Center for Pediatric Research in Obesity and Metabolism, UPMC Children's Hospital of Pittsburgh , Pittsburgh, PA 15224 , USA

11. Division of Pediatric Endocrinology and Metabolism, UPMC Children's Hospital of Pittsburgh , Pittsburgh, PA 15224 , USA

Abstract

Abstract Context The gold-standard clamp measurements for insulin sensitivity (cSI), β-cell function (cBCF), and disposition index (cDI = cSI × cBCF) are not practical in large-scale studies. Objective We sought to 1) validate a mathematical model-derived DI from oral glucose tolerance tests (OGTT) with insulin (mDI) and without (mDI-woI) against cDI and oral disposition index (oDI) and 2) evaluate the ability of the novel indices to detect prediabetes and type 2 diabetes (T2D). Methods We carried out a secondary analysis of previously reported cross-sectional observational studies. The Insulin Sensitivity and Secretion mathematical model for glucose-insulin dynamics was applied to 5-point and 3-point OGTTs synchronized with hyperinsulinemic-euglycemic and hyperglycemic clamps from 130 youth with obesity (68 normal glucose tolerance [NGT], 33 impaired glucose tolerance [IGT], 29 T2D). Results Model-derived DI correlated well with clamp DI (R = 0.76 [logged]). Between NGT and IGT, mDI and mDI-woI decreased more than oDI and cDI, (60% and 59% vs 29% and 27%), and by receiver operating characteristic analysis were superior at detecting IGT compared with oDI and cDI (area under the curve [AUC] 0.88-0.87 vs 0.68-0.65), as was mean glucose (AUC 0.87). Conclusion mDI-woI is better than oDI or the labor-intensive cDI for detecting dysglycemia in obese youth. Bypassing insulin measurements with mDI-woI from the OGTT provides a cost-effective approach for large-scale epidemiological studies of dysglycemia in youth.

Funder

Intramural Research Program

National Institutes of Health

a dkNET New Investigator Pilot Program in Bioinformatics

NIDDK

National Research Foundation of Korea

Graduate Research Fellowship Program

National Science Foundation

Department of Science and Technology

Publisher

The Endocrine Society

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