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371-P: Predicting Real-World Nonsevere Hypoglycemia in Americans with Diabetes (iNPHORM)
- Source :
- Diabetes. 71
- Publication Year :
- 2022
- Publisher :
- American Diabetes Association, 2022.
-
Abstract
- Iatrogenic non-severe hypoglycemia (NSH) is a common and known precursor of severe hypoglycemia. Still, virtually no valid risk estimators exist to predict daytime and nocturnal NSH (NSDH, NSNH) in the general US population with diabetes. To redress this gap, we analyzed primary, self-reported data from the 1-year, prospective iNPHORM study. Adults (18-90 years old) with insulin- and/or secretagogue-treated type 1 or 2 diabetes (T1D, T2D) were recruited from a US-wide probability-based internet panel. Twelve monthly emailed questionnaires assessed NSH risk. Prognostic models were built for recurrent 30-day NSDH and NSNH using negative binomial and machine learning penalized regression with lasso. Missing data were multiply imputed with chained equations. N=986 were analyzed (T1D: 17%; age: 51 [SD: 14.3] years; male: 49.6%; T1D/T2D duration: 12 [IQR: 14] years; retention rate: 86.2%) . Among T2D respondents, 38% were on insulin alone, 38% secretagogues alone, and 24% insulin plus secretagogues. Follow-up incidence proportions and 30-day rates of NSDH and NSNH were 79.6% (95% CI: 77.0-82.0%) and 1.70 (95% CI: 1.59-1.82) , and 53.7% (95% CI: 50.5-56.7%) and 0.69 (95% CI: 0.64-0.75) , respectively. Risks of 30-day NSDH and NSNH increased with insulin+secretagogue therapy; A1C≤7%; insulin pump, continuous glucose monitoring, beta blockers, and antibiotics use; decreased number of medications; T1D and diabetes education; increased past severe hypoglycemia requiring healthcare; chronic kidney disease; depression; food insecurity; lack of insurance; younger age; female sex; and White race; risks decreased with A1C≥7.1%, cognitive impairment, hypoglycemia unawareness, and insurance. As well, higher income predicted NSNH risk. The optimism adjusted c-statistics for NSDH and NSNH risks were 0.78 and 0.77, respectively. As the first US study to prospectively estimate real-world NSDH and NSNH risk, iNPHORM provides important insight into individual-level event detection and prevention. Disclosure A.Ratzki-leewing: Consultant; Eli Lilly and Company, Other Relationship; Sanofi. S.B.Harris: Consultant; Abbott, AstraZeneca, Eli Lilly and Company, Novo Nordisk, Sanofi, Other Relationship; Abbott, AstraZeneca, Bayer Inc., Dexcom, Eli Lilly and Company, HLS Therapeutics, Janssen Pharmaceuticals, Inc., Novo Nordisk, Sanofi, Research Support; Applied Therapeutics Inc., AstraZeneca, Canadian Institutes of Health Research, Juvenile Diabetes Research Foundation (JDRF) , Novo Nordisk, Sanofi, The Lawson Foundation. J.E.Black: None. G.Zou: None. S.Webster-bogaert: None. B.L.Ryan: None. Funding Sanofi Global
- Subjects :
- Endocrinology, Diabetes and Metabolism
Internal Medicine
Subjects
Details
- ISSN :
- 00121797
- Volume :
- 71
- Database :
- OpenAIRE
- Journal :
- Diabetes
- Accession number :
- edsair.doi...........5ca84d7ba0a6d1e2e3e20d1f757d3142
- Full Text :
- https://doi.org/10.2337/db22-371-p