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Comparative Study
. 2020 Sep;14(5):898-907.
doi: 10.1177/1932296819861586. Epub 2019 Jul 9.

In Silico Examination of Initiation of Long-Acting Insulin Analogs Toujeo Compared to Lantus Under 3 Dosing Titration Rules in Virtual Type 2 Diabetes Subjects

Affiliations
Comparative Study

In Silico Examination of Initiation of Long-Acting Insulin Analogs Toujeo Compared to Lantus Under 3 Dosing Titration Rules in Virtual Type 2 Diabetes Subjects

Jochen Sieber et al. J Diabetes Sci Technol. 2020 Sep.

Abstract

Background: Despite the benefits and clinical necessity of insulin treatment in type 2 diabetes (T2D), healthcare providers are reluctant to initiate insulin, and patients are reluctant to start it for several reasons, one of these being the complexity of insulin treatment. Patients and their healthcare providers can benefit from titration algorithms (TAs) or rules that assist with the initiation and titration of insulin, performing the calculations that are needed to safely initiate and conservatively adjust.

Methods: The primary objective for this in silico study was to examine the effectiveness of 3 dose TAs (1-3) for optimization of basal insulin glargine (Gla-100 and Gla-300). In the simulations, 100 virtual subjects with T2D were included (50% men, age 62 ± 3 years, HbA1c 8.1% ± 2.9%, body weight 94 ± 16 kg). Subjects were studied under each TA (TA1 and TA2 fasting blood glucose [FBG] targets 90-130 mg/dL, TA3 FBG target 110-150 mg/dL). Initial dose of both insulins was based on 0.2 U/kg body weight. During 3 months, subjects reported their FBG to the LTHome web-based dose guidance system with a rules engine to safely guide long-acting insulin titration and maintenance. Subjects followed dose recommendations to reach designated FBG target ranges.

Results: All subjects reached stable doses under all TAs with both Gla-100 and Gla-300 insulin, and 93 or more of the 100 subjects, depending on the assigned TA, achieved the target FBG range within the 3-month simulation for all TAs. Mean FBG was lowered (Gla-100: 155 ± 40 to 118 ± 11 mg/dL with TA1 and TA2 and 132 ± 12 mg/dL for TA3; Gla-300: 125 ± 14 with TA1 and TA2 and 134 ± 15 mg/dL with TA3). Calculated HbA1c improved from 8.1% ± 2.9% to 7.1% ± 2.5% for TA1 and TA2 and 7.5% ± 2.5% for TA3, a reduction of 0.9% and 0.6% over 3 months for both insulins. Three subjects on Gla-100 and one subject on Gla-300 experienced mild hypoglycemia.

Conclusion: All TAs delivered safe dose recommendations with minimal hypoglycemia, leading to a stable glucose control in the majority of subjects.

Keywords: Gla-100; Gla-300; T2DM; dosing titration rule; glargine; long-acting insulin.

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Conflict of interest statement

Declaration of Conflicting Interests: The author(s) declared the following potential conflicts of interest with respect to the research, authorship, and/or publication of this article: Jochen Sieber and Frank Flacke were full-time employees of Sanofi at the time the work was conducted. Mark Weinheimer, Gail Kongable, Susan Riddle, and Yung-Yeh Chang are full-time employees of the Epsilon Group, Abbott.

Figures

Figure 1.
Figure 1.
Glargine model. Insulin concentration profile comparison between reported values and values produced by our model. (a) Gla-100 and (b) Gla-300.
Figure 2.
Figure 2.
Exercise model for T2DM population.
Figure 3.
Figure 3.
Comparison of Gla-100 and Gla-300 titration to target over 4 months with dosing recommended by the LTHome using Titration Rule #2. Initial dosing with Gla-U100 at 0.2 U/kg body weight caused hypoglycemia in some subjects, while this did not occur with the Gla-U300 insulin.
Figure 4.
Figure 4.
The evening exercise intervention over 2 days following 5 days of illness impacted the FBG the following mornings as shown. The dose was adjusted downward in those subjects within the lower end of the BG target zone. See ↑ at day 65.
Figure 5.
Figure 5.
Insulin dosing during illness was minimally impacted, and the WebCoach Gla-300 dose recommendations continued to bring the FBG levels into the target range.
Figure 6.
Figure 6.
The CVGA grids show the intercept of low and high BG for each subject over the simulation period. This CVGA shows improved control from baseline (blue ellipse) to end of study (red ellipse) with TR2 recommendations introducing Gla-300. CVGA zone definitions. Section A: accurate control. Section B: benign control deviations. Lower B: benign deviations into hypoglycemia. Upper B: benign deviations into hyperglycemia. Lower C: over correction of hyperglycemia. Upper C: over correction of hypoglycemia. Lower D: failure to deal with hypoglycemia. Upper D: failure to deal with hyperglycemia. Section E: erroneous control. J Diab Sci Technol. 2008;2(4):630-635.

References

    1. Esposito K, Chiodini P, Bellastella G, Maiorino MI, Giugliano D. Proportion of patients at HbA1c target <7% with eight classes of antidiabetic drugs in type 2 diabetes: systematic review of 218 randomized controlled trials with 78,945 patients. Diabetes Obes Metab. 2012;14(3):228-233. - PubMed
    1. Inzucchi SE, Bergenstal RM, Buse JB, et al. Management of hyperglycemia in type 2 diabetes, 2015: a patient-centered approach: update to a position statement of the American Diabetes Association and the European Association for the Study of Diabetes. Diabetes Care. 2015;38(1):140-149. - PubMed
    1. Peyrot M, Barnett AH, Meneghini LF, Schumm-Draeger PM. Insulin adherence behaviours and barriers in the multinational Global Attitudes of Patients and physicians in insulin therapy study. Diabet Med. 2012;29(5):682-689. - PMC - PubMed
    1. Haslam D. Should we fear insulin therapy in the treatment of type 2 diabetes? Open Obesity J. 2014;6(1):70-75.
    1. Group UKPDS. UK prospective diabetes study 16. overview of 6 years’ therapy of type II diabetes: a progressive disease. Diabetes. 1995;44(11):1249-1258. - PubMed

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