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Vitamin D and Healthcare Service Utilization in Children: Insights from a Machine Learning Approach
Giuliana Ferrante1, Salvatore Fasola2, Michele Piazza1
1Department of Surgery, Dentistry, Pediatrics and Gynaecology, Pediatric Division, University of Verona, 37134 Verona, Italy.
Insights
Vitamin D levels vary significantly in hospitalized children, with lower levels linked to longer stays, especially in certain ethnic groups and those with specific illnesses. This study identifies key patient profiles associated with vitamin D status and hospitalization duration.
Area of Science:
- Pediatrics
- Endocrinology
- Public Health
Background:
- Vitamin D deficiency is a global health concern with links to various illnesses.
- Limited data exists on vitamin D status in children hospitalized for non-critical conditions.
Purpose of the Study:
- To identify profiles of hospitalized children based on vitamin D levels.
- To assess the association between these profiles and length of hospital stay.
Main Methods:
- A regression tree analysis stratified 854 children (1-17 years) into subgroups based on vitamin D levels.
- Poisson regression explored the relationship between vitamin D levels and length of stay.
Main Results:
- Three patient subgroups emerged with increasing mean vitamin D levels (Group A: 13.7 ng/mL, Group B: 20.5 ng/mL, Group C: 26.2 ng/mL).
- Group A (specific ethnicities) had the longest hospital stays.
- Higher vitamin D levels correlated with significantly shorter hospital stays in Groups A and B.
Conclusions:
- Hospitalized children can be stratified into groups with distinct vitamin D levels, ethnicity, and diagnoses.
- Vitamin D status is a significant factor influencing hospitalization duration in children.
Abstract:
Vitamin D deficiency and insufficiency is a global health issue: an association has been demonstrated between vitamin D deficiency and a myriad of acute and chronic illnesses. Data regarding vitamin D status among children hospitalized with non-critical illnesses are scanty. We aimed to: (1) identify profiles of children hospitalized due to non-critical illnesses, using vitamin D levels as the driving outcome; (2) assess the association between patient profiles and length of stay. The study included 854 patients (1−17 years old) who underwent blood tests for detecting vitamin D levels. A regression tree was used to stratify patients. The relationship between vitamin D levels and length of stay was explored using Poisson regression. The regression tree identified three subgroups. Group A (16%): African, North African, Hispanic, and Indian patients. Group B (62%): Caucasian and Asian patients hospitalized for respiratory, metabolic, ill-defined, infective, and genitourinary diseases. Group C (22%): Caucasian and Asian patients hospitalized for digestive, nervous, and musculoskeletal diseases, blood and skin diseases, and injuries. Mean serum vitamin D level (ng/mL) was 13.7 (SD = 9.4) in Group A, 20.5 (10.0) in Group B, and 26.2 (12.6) in Group C. Group B was associated with the highest BMI z-score (p < 0.001) and the highest frequency of preterm births (p = 0.041). Mean length of stay was longer in Group A than in the other groups (p < 0.001) and decreased significantly by 9.8% (p = 0.024) in Group A and by 5% (p = 0.029) in Group B per 10 ng/mL increase in vitamin D level. We identified three subgroups of hospitalized children, defined according to ethnicity and discharge diagnosis, and characterized by increasing vitamin D levels. Vitamin D levels were associated with length of hospitalization.
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