Model for Simulating Fasting Glucose in Type 2 Diabetes and the Effect of Adherence to Treatment.

Tinna Björk Aradóttir, Dimitri Boiroux, Henrik Bengtsson, Jonas Kildegaard, Brad V. Orden, John Bagterp Jørgensen

Research output: Contribution to journalConference articleResearchpeer-review

335 Downloads (Pure)

Abstract

The primary goal of this paper is to predict fasting glucose levels in type 2 diabetes (T2D) in long-acting insulin treatment. The paper presents a model for simulating insulin-glucose dynamics in T2D patients. The model combines a physiological model of type 1 diabetes (T1D) and an endogenous insulin production model in T2D. We include a review of sources of variance in fasting glucose values in long-acting insulin treatment, with respect to dose guidance algorithms. We use the model to simulate fasting glucose levels in T2D long-acting insulin treatment and compare the results with clinical trial results where a dose guidance algorithm was used. We investigate sources of variance and through simulations evaluate the contribution of adherence to variance and dose guidance quality. The results suggest that the model for simulation of T2D patients is sufficient for simulating fasting glucose levels during titration in a clinical trial. Adherence to insulin injections plays an important role considering variance in fasting glucose. For adherence levels 100%, 70% and 50%, the coefficient of variation of simulated fasting glucose levels were similar to observed variances in insulin treatment. The dose guidance algorithm suggested too large doses in 0.0%, 5.3% and 24.4% of cases, respectively. Adherence to treatment is an important source of variance in long-acting insulin titration.
Original languageEnglish
JournalIFAC-PapersOnLine
Volume50
Issue number1
Pages (from-to)15086-15091
ISSN2405-8963
DOIs
Publication statusPublished - 2017
Event20th IFAC World Congress 2017 - Toulouse, France
Duration: 9 Jul 201714 Jul 2017
Conference number: 20
http://www.ifac2017.org/

Conference

Conference20th IFAC World Congress 2017
Number20
CountryFrance
CityToulouse
Period09/07/201714/07/2017
Internet address

Fingerprint Dive into the research topics of 'Model for Simulating Fasting Glucose in Type 2 Diabetes and the Effect of Adherence to Treatment.'. Together they form a unique fingerprint.

Cite this