A Methodology to Compare Insulin Dosing Recommendations in Real-Life Settings

Danielle Groat, Maria Grando, Bithika Thompson, Pedro Neto, Hiral Soni, Mary E. Boyle, Marilyn Bailey, Curtiss B. Cook

Research output: Contribution to journalArticle

2 Citations (Scopus)

Abstract

Background: We propose a methodology to analyze complex real-life glucose data in insulin pump users. Methods: Patients with type 1 diabetes (T1D) on insulin pumps were recruited from an academic endocrinology practice. Glucose data, insulin bolus (IB) amounts, and self-reported alcohol consumption and exercise events were collected for 30 days. Rules were developed to retrospectively compare IB recommendations from the insulin pump bolus calculator (IPBC) against recommendations from a proposed decision aid (PDA) and for assessing the PDA’s recommendation for exercise and alcohol. Results: Data from 15 participants were analyzed. When considering instances where glucose was below target, the PDA recommended a smaller dose in 14%, but a larger dose in 13% and an equivalent IB in 73%. For glucose levels at target, the PDA suggested an equivalent IB in 58% compared to the subject’s IPBC, but higher doses in 20% and lower in 22%. In events where postprandial glucose was higher than target, the PDA suggested higher doses in 25%, lower doses in 13%, and equivalent doses in 62%. In 64% of all alcohol events the PDA would have provided appropriate advice. In 75% of exercise events, the PDA appropriately advised an IB, a carbohydrate snack, or neither. Conclusions: This study provides a methodology to systematically analyze real-life data generated by insulin pumps and allowed a preliminary analysis of the performance of the PDA for insulin dosing. Further testing of the methodological approach in a broader diabetes population and prospective testing of the PDA are needed.

Original languageEnglish (US)
Pages (from-to)1174-1182
Number of pages9
JournalJournal of diabetes science and technology
Volume11
Issue number6
DOIs
StatePublished - Nov 1 2017

Fingerprint

Insulin
Decision Support Techniques
Glucose
Pumps
Alcohols
Exercise
Medical problems
Endocrinology
Snacks
Personal digital assistants
Testing
Carbohydrates
Type 1 Diabetes Mellitus
Alcohol Drinking

Keywords

  • alcohol
  • bolus calculator
  • exercise
  • insulin pump
  • postprandial blood glucose
  • retrospective analysis

ASJC Scopus subject areas

  • Internal Medicine
  • Endocrinology, Diabetes and Metabolism
  • Bioengineering
  • Biomedical Engineering

Cite this

A Methodology to Compare Insulin Dosing Recommendations in Real-Life Settings. / Groat, Danielle; Grando, Maria; Thompson, Bithika; Neto, Pedro; Soni, Hiral; Boyle, Mary E.; Bailey, Marilyn; Cook, Curtiss B.

In: Journal of diabetes science and technology, Vol. 11, No. 6, 01.11.2017, p. 1174-1182.

Research output: Contribution to journalArticle

Groat, D, Grando, M, Thompson, B, Neto, P, Soni, H, Boyle, ME, Bailey, M & Cook, CB 2017, 'A Methodology to Compare Insulin Dosing Recommendations in Real-Life Settings', Journal of diabetes science and technology, vol. 11, no. 6, pp. 1174-1182. https://doi.org/10.1177/1932296817704444
Groat, Danielle ; Grando, Maria ; Thompson, Bithika ; Neto, Pedro ; Soni, Hiral ; Boyle, Mary E. ; Bailey, Marilyn ; Cook, Curtiss B. / A Methodology to Compare Insulin Dosing Recommendations in Real-Life Settings. In: Journal of diabetes science and technology. 2017 ; Vol. 11, No. 6. pp. 1174-1182.
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