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Severe and Recurrent Diabetic Ketoacidosis in Children and Youth with Type 1 Diabetes: Risk and Protective Factors
David D Schwartz1, Madhav Erraguntla2, Daniel J DeSalvo3
1Division of Psychology, Department of Pediatrics, Baylor College of Medicine, Houston, Texas, USA.
Insights
Diabetic ketoacidosis (DKA) in children has shared and unique risk factors. Identifying these, like prior DKA history and hemoglobin A1c, can help prevent severe and recurrent events in type 1 diabetes.
Area of Science:
- Pediatric Endocrinology
- Metabolic Disorders
- Diabetes Management
Background:
- Diabetic ketoacidosis (DKA) is a serious complication of type 1 diabetes (T1D).
- Understanding risk and protective factors for severe and recurrent DKA is crucial for improving patient outcomes.
- Previous research has identified various contributing factors, but a comprehensive analysis in diverse pediatric populations is needed.
Purpose of the Study:
- To investigate shared and unshared risk and protective factors for severe and recurrent DKA in children with T1D.
- To identify predictors for DKA, severe DKA, and recurrent DKA using advanced statistical methods.
- To inform targeted prevention strategies for DKA in pediatric T1D patients.
Main Methods:
- Retrospective chart review of 1850 children (0-18 years) with T1D from October 2019 to December 2022.
- Logistic regression and recursive feature elimination (RFE) to identify significant predictors of DKA events.
- Model performance assessed using cross-validation and ROC curve analysis.
Main Results:
- Prior DKA, recurrent DKA, and hemoglobin A1c were significant predictors for subsequent DKA, severe DKA, and recurrent DKA.
- Female sex was associated with increased risk of any and recurrent DKA.
- Hispanic ethnicity and insulin pump use were protective factors for recurrent DKA; younger age (10-14) was a risk factor.
- Severe DKA incidence strongly correlated with prior DKA events (r=0.95).
- Black and female patients showed higher likelihood of recurrent and severe DKA episodes.
Conclusions:
- Severe and recurrent DKA in pediatric T1D patients share and have distinct risk factors.
- Severe DKA may be episodic for most, but a subset of Black and female patients face repeated severe events, increasing adverse outcome risks.
- Recurrent DKA appears chronic, with identified protective factors offering avenues for prevention.
Abstract:
Objective: To examine the risk and protective factors for severe and recurrent diabetic ketoacidosis (DKA) in a large sample of children in the Southwestern United States. Methods: Retrospective chart review of children age 0-18 years with type 1 diabetes (T1D) seen at a large children's hospital/integrated care delivery system between October 2019 and December 2022. Data from the preceding 2 years were used to predict postdiagnosis DKA in each subsequent year. Logistic regression and recursive feature elimination (RFE) were used to select significant predictors of any DKA, severe DKA, and recurrent DKA. Model performance was evaluated using fivefold cross-validation, with area under the curve in the receiver operating characteristic plot as the performance metric. Results: Records were obtained for 4649 encounters, representing 1850 patients and 846 prior DKA events. Based on RFE, single prior DKA, recurrent prior DKA, and hemoglobin A1c were significant shared predictors for subsequent DKA, severe DKA, and recurrent DKA, and female sex was positively associated with any DKA and recurrent DKA. The model for recurrent DKA also included age between 10 and 14 years as an unshared risk factor, and Hispanic ethnicity and use of an insulin pump (with or without automated insulin delivery) as unshared protective factors. Incidence of severe DKA was highly correlated (r = 0.95) with number of prior DKA events. Black and female patients were more likely to experience multiple recurrent DKA episodes and repeated episodes of severe DKA. Conclusions: Severe and recurrent DKA have both shared and unshared risk factors. Severe DKA may be a singular phenomenon in most cases, although a subset of patients (primarily Black and female) experience repeated severe events, placing them at high risk for adverse health outcomes. Recurrent DKA appears to be more of a chronic issue, although a number of variables emerged as protective factors, suggesting ways in which recurrent DKA might be prevented.
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