Literature DB >> 28462891

Predicting the 6-month risk of severe hypoglycemia among adults with diabetes: Development and external validation of a prediction model.

Emily B Schroeder1, Stan Xu2, Glenn K Goodrich2, Gregory A Nichols3, Patrick J O'Connor4, John F Steiner5.   

Abstract

AIMS: To develop and externally validate a prediction model for the 6-month risk of a severe hypoglycemic event among individuals with pharmacologically treated diabetes.
METHODS: The development cohort consisted of 31,674 Kaiser Permanente Colorado members with pharmacologically treated diabetes (2007-2015). The validation cohorts consisted of 38,764 Kaiser Permanente Northwest members and 12,035 HealthPartners members. Variables were chosen that would be available in electronic health records. We developed 16-variable and 6-variable models, using a Cox counting model process that allows for the inclusion of multiple 6-month observation periods per person.
RESULTS: Across the three cohorts, there were 850,992 6-month observation periods, and 10,448 periods with at least one severe hypoglycemic event. The six-variable model contained age, diabetes type, HgbA1c, eGFR, history of a hypoglycemic event in the prior year, and insulin use. Both prediction models performed well, with good calibration and c-statistics of 0.84 and 0.81 for the 16-variable and 6-variable models, respectively. In the external validation cohorts, the c-statistics were 0.80-0.84.
CONCLUSIONS: We developed and validated two prediction models for predicting the 6-month risk of hypoglycemia. The 16-variable model had slightly better performance than the 6-variable model, but in some practice settings, use of the simpler model may be preferred.
Copyright © 2017 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Diabetes mellitus; Electronic health records; Hypoglycemia; Prediction model; Risk factors

Mesh:

Substances:

Year:  2017        PMID: 28462891      PMCID: PMC5516886          DOI: 10.1016/j.jdiacomp.2017.04.004

Source DB:  PubMed          Journal:  J Diabetes Complications        ISSN: 1056-8727            Impact factor:   2.852


  21 in total

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7.  Development and validation of a risk prediction model for severe hypoglycemia in adult patients with type 2 diabetes: a nationwide population-based cohort study.

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8.  Variation in hypoglycemia ascertainment and report in type 2 diabetes observational studies: a meta-epidemiological study.

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9.  Sociodemographic, Clinical, and Treatment-Related Factors Associated With Hyperglycemic Crises Among Adults With Type 1 or Type 2 Diabetes in the US From 2014 to 2020.

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10.  Development of a hypoglycaemia risk score to identify high-risk individuals with advanced type 2 diabetes in DEVOTE.

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