Incorporating Long-Acting Insulin Glargine Into the UVA/Padova Type 1 Diabetes Simulator for In Silico Testing of MDI Therapies.

Abstract

OBJECTIVE:

Glargine 100 U/mL (Gla-100) and 300 U/mL (Gla-300) are long-acting insulin analogs providing basal insulin supply in multiple daily injection (MDI) therapy of type 1 diabetes (T1D). Both insulins require extensive testing to arrive at the optimal dosing regimen, e.g., timing and amount. Here we aim at a simulation tool for evaluating benefits/risks of different dosing schemes and up-titration rules for both Gla-100 and Gla-300 before clinical testing.

METHODS:

A new pharmacokinetic (PK) model of both Gla-100 and Gla-300 was incorporated into the FDA-accepted University of Virginia/Padova T1D simulator: Specifically, a joint parameter distribution, built from PK parameter estimates, was used to generate individual PK parametrizations for each in silico subject. A virtual trial comparing Gla-100 vs. Gla-300 was performed and assessed against a clinical study to validate the glargine simulator.

RESULTS:

Like in vivo, in silico both insulins performed similarly with respect to glucose control: percent time of glucose between [80-140] mg/dL with Gla-100 vs. Gla-300 (primary endpoint) were 41.5 ± 1.1% vs. 39.0 ± 1.2% (P = 0.11) in silico, 31.0 ± 1.6% vs. 31.8 ± 1.5% (P = 0.73) in vivo.

CONCLUSIONS:

The glargine simulator reproduced the main findings of the clinical trial, proving its validity for testing MDI therapies.

SIGNIFICANCE:

In silico testing of MDI therapies can help designing clinical trials. Due to the more standardized settings in silico (e.g., standardized meals and strict adherence to titration rule), any potential treatment effect is reaching statistical significance in simulation vs. clinical trial.

• Authors: Roberto Visentin, Michele Schiavon, Clemens Giegerich, Thomas Klabunde, Chiara Dalla Man, Claudio Cobelli
• Journal: IEEE transactions on bio-medical engineering (IEEE Trans Biomed Eng) Vol. 66 Issue 10 Pg. 2889-2896 (10 2019) ISSN: 1558-2531 [Electronic] United States
• PMID: 30735983 (Publication Type: Journal Article, Research Support, Non-U.S. Gov't, Validation Study)

Chemical References

• Blood Glucose
• Hypoglycemic Agents
• Insulin, Long-Acting
• Insulin Glargine

Topics

• Blood Glucose (analysis)
• Computer Simulation
• Diabetes Mellitus, Type 1 (drug therapy)
• Drug Administration Schedule
• Humans
• Hypoglycemic Agents (administration & dosage, pharmacokinetics)
• Injections
• Insulin Glargine (administration & dosage, pharmacokinetics)
• Insulin, Long-Acting