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Published on: July 5, 2022
Exploring patterns in pediatric type 1 diabetes care and the impact of socioeconomic status
Christopher Nussbaum1,2, Anna Novelli3,4,5, Amelie Flothow3,4
1Department of Health Economics, School of Medicine and Health, Technical University of Munich, Georg-Brauchle-Ring 60/62, Munich, 80992, Germany. Christopher.Buehler@tum.de.
Insights
Many children with type 1 diabetes receive suboptimal care, even with universal health coverage. Lower socioeconomic status is linked to significant gaps in guideline adherence and worse health outcomes.
Area of Science:
- Pediatric Endocrinology
- Health Services Research
- Diabetes Management
Background:
- Pediatric type 1 diabetes management is complex, requiring significant parental involvement.
- Lower socioeconomic status is linked to poorer outcomes in children with type 1 diabetes.
- Limited research exists on the multidimensional, longitudinal care pathways of these children.
Purpose of the Study:
- Identify latent clusters in pediatric type 1 diabetes care pathways.
- Evaluate guideline adherence and disease management within identified clusters.
- Assess the influence of socioeconomic status on cluster membership.
Main Methods:
- Analyzed 3-year care pathways (2017-2019) of pediatric type 1 diabetes patients in Germany.
- Utilized state sequence analysis and clustering algorithms (TraMineR R package) on health insurance claims data.
- Compared observed care patterns against clinical guidelines to assess quality.
Main Results:
- Identified two clusters: "guideline-adherent" and "care-with-gaps" (approx. 25% of cohort).
- The "care-with-gaps" cluster showed significantly less guideline adherence (e.g., fewer HbA1c measurements) and higher hospitalization rates.
- Lower parental education and unemployment predicted suboptimal care.
Conclusions:
- A substantial number of pediatric type 1 diabetes patients in Germany receive suboptimal care, despite universal health coverage.
- Gaps in glycemic diagnostics and complication screening contribute to adverse health outcomes.
- Higher socioeconomic status correlates with better adherence to clinical guidelines.
Background:
Managing pediatric type 1 diabetes is complex and requires substantial parental involvement. Adherence to clinical guidelines is often inconsistent, and lower parental socioeconomic status is associated with worse outcomes in affected children. However, few studies have examined these children's care pathways multidimensionally over time. This study aims to identify latent clusters in the care pathways of pediatric patients with type 1 diabetes mellitus, evaluate guideline adherence and disease management within these clusters, and assess the influence of socioeconomic status on cluster membership.
Methods:
We analyzed care pathways for pediatric patients with type 1 diabetes from 2017 to 2019 in the German health system, which provides universal coverage. Using state sequence analysis and clustering algorithms from the TraMineR R package, we identified patient clusters based on healthcare utilization patterns. To assess care quality within these clusters, we compared observed care patterns to clinical guideline recommendations. Our analysis was based on health insurance claims data from Techniker Krankenkasse, a statutory health insurer. From the dataset, which encompassed more than three million patients under the age of 25 years, we derived an age-homogeneous cohort of continuously insured children aged 11 to 14 years with type 1 diabetes in 2017 and extracted relevant healthcare events over a 3-year period.
Results:
Based on care patterns, we identified two clusters of children, which we designated as the "guideline-adherent" and "care-with-gaps" clusters. Roughly 25% of our cohort (n = 890) fell into the latter cluster, consistently receiving care that fell short of guideline recommendations. For example, these patients had less than half as many quarters with hemoglobin A1c measurement. Lower parental educational attainment and unemployment were predictors of this suboptimal care. We also found that the average number of hospitalizations per child was almost 40% higher in the cluster with less guideline-adherent care.
Conclusions:
Despite universal health coverage and frequent contact with the outpatient healthcare system, a substantial proportion of pediatric type 1 diabetes patients in Germany experience suboptimal care, particularly in glycemic diagnostics and screening for complications, leading to worse health outcomes. Higher socioeconomic status is associated with care that more closely adheres to clinical guidelines.
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