Adjustment of Insulin Pump Settings in Type 1 Diabetes Management: Advisor Pro Device Compared to Physicians' Recommendations
Language English Country United States Media print-electronic
Document type Journal Article
PubMed
33100030
PubMed Central
PMC8861776
DOI
10.1177/1932296820965561
Knihovny.cz E-resources
- Keywords
- Advisor Pro *, automated decision support *, insulin pump settings adjustments *, self-monitoring of blood glucose *, type 1 diabetes *,
- MeSH
- Diabetes Mellitus, Type 1 * drug therapy MeSH
- Adult MeSH
- Glycated Hemoglobin analysis MeSH
- Hypoglycemic Agents MeSH
- Insulin MeSH
- Insulin Infusion Systems MeSH
- Blood Glucose MeSH
- Physicians * MeSH
- Humans MeSH
- Adolescent MeSH
- Young Adult MeSH
- Blood Glucose Self-Monitoring MeSH
- Artificial Intelligence MeSH
- Check Tag
- Adult MeSH
- Humans MeSH
- Adolescent MeSH
- Young Adult MeSH
- Male MeSH
- Female MeSH
- Publication type
- Journal Article MeSH
- Names of Substances
- Glycated Hemoglobin A MeSH
- Hypoglycemic Agents MeSH
- Insulin MeSH
- Blood Glucose MeSH
AIMS: To compare insulin dose adjustments made by physicians to those made by an artificial intelligence-based decision support system, the Advisor Pro, in people with type 1 diabetes (T1D) using an insulin pump and self-monitoring blood glucose (SMBG). METHODS: This was a multinational, non-interventional study surveying 17 physicians from 11 countries. Each physician was asked to provide insulin dose adjustments for the settings of the pump including basal rate, carbohydrate-to-insulin ratios (CRs), and correction factors (CFs) for 15 data sets of pumps and SMBG of people with T1D (mean age 18.4 ± 4.8 years; eight females; mean glycated hemoglobin 8.2% ± 1.4% [66 ± 11mmol/mol]). The recommendations were compared among the physicians and between the physicians and the Advisor Pro. The study endpoint was the percentage of comparison points for which there was an agreement on the direction of insulin dose adjustments. RESULTS: The percentage (mean ± SD) of agreement among the physicians on the direction of insulin pump dose adjustments was 51.8% ± 9.2%, 54.2% ± 6.4%, and 49.8% ± 11.6% for the basal, CR, and CF, respectively. The automated recommendations of the Advisor Pro on the direction of insulin dose adjustments were comparable )49.5% ± 6.4%, 55.3% ± 8.7%, and 47.6% ± 14.4% for the basal rate, CR, and CF, respectively( and noninferior to those provided by physicians. The mean absolute difference in magnitude of change between physicians was 17.1% ± 13.1%, 14.6% ± 8.4%, and 23.9% ± 18.6% for the basal, CR, and CF, respectively, and comparable to the Advisor Pro 11.7% ± 9.7%, 10.1% ± 4.5%, and 25.5% ± 19.5%, respectively, significant for basal and CR. CONCLUSIONS: Considerable differences in the recommendations for changes in insulin dosing were observed among physicians. Since automated recommendations by the Advisor Pro were similar to those given by physicians, it could be considered a useful tool to manage T1D.
A' Department of Pediatrics Diabetes Center P and A Kyriakou Athens Greece
Children's Hospital of the King's Daughters Eastern Virginia Medical School Norfolk VA USA
Department of Clinical Medicine and Surgery University of Naples Federico 2 Italy
Department of Diabetology Hospital Mazzoni Ascoli Piceno Italy
Department of Internal Medicine Division of Endocrinology University of Pretoria South Africa
Department of Pediatrics Children's Endocrinology Unit University Hospital of Salamanca Spain
Department of Pediatrics University Hospital of Bologna Sant'Orsola Malpighi Polyclinic Italy
Department of Pediatrics University Hospital of Tampere Finland
Diabetes Research Institute IRCCS San Raffaele Hospital Milan Italy
DreaMed Diabetes Ltd Petah Tiqva Israel
See more in PubMed
The Diabetes Control and Complications Trial Research Group; Nathan DM, Genuth S, Lachin J, et al.. The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. N Engl J Med. 1993;329:977-986. PubMed
Miller KM, Foster NC, Beck RW, et al.. Current state of type 1 diabetes treatment in the U.S.: updated data from the T1D exchange clinic registry. Diabetes Care. 2015;38:971-978. PubMed
Foster NC, Beck RW, Miller KM, et al.. State of type 1 diabetes management and outcomes from the T1D exchange in 2016-2018. Diabetes Technol Ther. 2019;21:66-72. PubMed PMC
Prahalad P, Tanenbaum M, Hood K, Maahs DM. Diabetes technology: improving care, improving patient-reported outcomes and preventing complications in young people with Type 1 diabetes. Diabet Med. 2018;35:419-429. PubMed
American Diabetes Association. Standards of medical care in diabetes. Diabetes Care. 2020;43(suppl 1):s77-s88. PubMed
Petitti DB, Klingensmith GJ, Bell RA, et al.. Glycemic control in youth with diabetes: the SEARCH for diabetes in Youth Study. J Pediatr. 2009;155:668-672.e661-663. PubMed PMC
American Diabetes Association. Glycemic targets. Diabetes Care. 2020;43(suppl 1):s66-s76. PubMed
McKnight JA, Wild SH, Lamb MJ, et al.. Glycaemic control of type 1 diabetes in clinical practice early in the 21st century: an international comparison. Diabet Med. 2015;32:1036-1050. PubMed
van den Boom L, Karges B, Auzanneau M, et al.. Temporal trends and contemporary use of insulin pump therapy and glucose monitoring among children, adolescents, and adults with type 1 diabetes between 1995 and 2017. Diabetes Care. 2019;42:2050-2056. PubMed
Nimri R, Dassau E, Segall T, et al.. Adjusting insulin doses in patients with type 1 diabetes who use insulin pump and continuous glucose monitoring: Variations among countries and physicians. Diabetes Obes Metab. 2018;20:2458-2466. PubMed
Anderson JE, Gavin JR, Kruger DF. Current eligibility requirements for CGM coverage are harmful, costly, and unjustified. Diabetes Technol Ther. 2020;22:169-173. PubMed PMC
Ontario HQ. Continuous monitoring of glucose for type 1 diabetes: a health technology assessment. Ont Health Technol Assess Ser. 2018;18:1-160. PubMed PMC
Diabetes Control and Complications Trial (DCCT): results of feasibility study. The DCCT Research Group. Diabetes Care. 1987;10:1-19. PubMed
Pihoker C, Forsander G, Fantahun B, et al.. ISPAD Clinical Practice Consensus Guidelines 2018: The delivery of ambulatory diabetes care to children and adolescents with diabetes. Pediatr Diabetes. 2018;19(suppl 27):84-104. PubMed
Chiang JL, Maahs DM, Garvey KC, et al.. Type 1 diabetes in children and adolescents: a position statement by the American Diabetes Association. Diabetes Care. 2018;41:2026-2044. PubMed PMC
Marrero DG. Diabetes care and research: what should be the next Frontier? Diabetes Spectr. 2016;29:54-57. PubMed PMC
Bergenstal RM, Johnson M, Passi R, et al.. Automated insulin dosing guidance to optimise insulin management in patients with type 2 diabetes: a multicentre, randomised controlled trial. Lancet. 2019;393:1138-1148. PubMed PMC
Simon AC, Schopman JE, Hoekstra JB, et al.. Factors that drive insulin-dosing decisions of diabetes care providers: a vignette-based study in the Netherlands. Diabet Med. 2015;32:69-77. PubMed