PMID- 29271001 OWN - NLM STAT- MEDLINE DCOM- 20190909 LR - 20221207 IS - 1532-6535 (Electronic) IS - 0009-9236 (Linking) VI - 104 IP - 4 DP - 2018 Oct TI - Development and Qualification of a Drug-Disease Modeling Platform to Characterize Clinically Relevant Endpoints in Type 2 Diabetes Trials. PG - 699-708 LID - 10.1002/cpt.998 [doi] AB - Type 2 diabetes mellitus (T2DM) is a chronic, progressive disease characterized by persistently elevated blood glucose concentration (hyperglycemia). We developed a mechanistic drug-disease modeling platform based on data from more than 4,000 T2DM subjects in seven phase II/III clinical trials. The model integrates longitudinal changes in clinically relevant biomarkers of glycemic control with information on baseline disease state, demographics, disease progression, and different therapeutic interventions, either when given alone or as add-on combination therapy. The model was able to simultaneously characterize changes in fasting plasma glucose, fasting serum insulin, and glycated hemoglobin A1c following administration of sulfonylurea, metformin, and thiazolidinedione as well as disease progression in clinical trials ranging from 16-104 weeks of treatment. The mechanistic components of this generalized mechanism-based platform, based on knowledge of pharmacology, insulin-glucose homeostatic feedback, and diabetes pathophysiology, allows its application to be further expanded to other antidiabetic drug classes and combination therapies. CI - (c) 2017 American Society for Clinical Pharmacology and Therapeutics. FAU - Gaitonde, Puneet AU - Gaitonde P AD - Center for Pharmacometrics & Systems Pharmacology, Department of Pharmaceutics, University of Florida, Lake Nona (Orlando), Florida, USA. AD - Clinical Pharmacology, Global Product Development, Pfizer, Groton, Connecticut, USA. FAU - Hurtado, Felipe K AU - Hurtado FK AD - Center for Pharmacometrics & Systems Pharmacology, Department of Pharmaceutics, University of Florida, Lake Nona (Orlando), Florida, USA. FAU - Garhyan, Parag AU - Garhyan P AD - Global PK/PD & Pharmacometrics, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana, USA. FAU - Chien, Jenny Y AU - Chien JY AD - Global PK/PD & Pharmacometrics, Eli Lilly and Company, Lilly Corporate Center, Indianapolis, Indiana, USA. FAU - Schmidt, Stephan AU - Schmidt S AD - Center for Pharmacometrics & Systems Pharmacology, Department of Pharmaceutics, University of Florida, Lake Nona (Orlando), Florida, USA. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20180201 PL - United States TA - Clin Pharmacol Ther JT - Clinical pharmacology and therapeutics JID - 0372741 RN - 0 (Biomarkers) RN - 0 (Blood Glucose) RN - 0 (Glycated Hemoglobin A) RN - 0 (Hypoglycemic Agents) RN - 0 (Insulin) RN - 0 (Sulfonylurea Compounds) RN - 0 (Thiazolidinediones) RN - 0 (hemoglobin A1c protein, human) RN - 9100L32L2N (Metformin) SB - IM MH - Adult MH - Aged MH - Aged, 80 and over MH - Biomarkers/blood MH - Blood Glucose/*drug effects/metabolism MH - Clinical Trials as Topic/*methods MH - Diabetes Mellitus, Type 2/blood/diagnosis/*drug therapy MH - Dose-Response Relationship, Drug MH - Drug Therapy, Combination MH - *Endpoint Determination MH - Female MH - Glycated Hemoglobin/metabolism MH - Humans MH - Hypoglycemic Agents/adverse effects/pharmacokinetics/*therapeutic use MH - Insulin/blood MH - Male MH - Metformin/therapeutic use MH - Middle Aged MH - *Models, Biological MH - *Research Design MH - Sulfonylurea Compounds/therapeutic use MH - Thiazolidinediones/therapeutic use MH - Time Factors MH - Treatment Outcome EDAT- 2017/12/23 06:00 MHDA- 2019/09/10 06:00 CRDT- 2017/12/23 06:00 PHST- 2017/08/08 00:00 [received] PHST- 2017/12/14 00:00 [revised] PHST- 2017/12/17 00:00 [accepted] PHST- 2017/12/23 06:00 [pubmed] PHST- 2019/09/10 06:00 [medline] PHST- 2017/12/23 06:00 [entrez] AID - 10.1002/cpt.998 [doi] PST - ppublish SO - Clin Pharmacol Ther. 2018 Oct;104(4):699-708. doi: 10.1002/cpt.998. Epub 2018 Feb 1.