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Use of Cluster Analysis to Identify Subtypes of Pediatric Functional Nausea
Erin C Sullivan1, John E Fortunato1,2, Elizabeth Gray3
1Division of Pediatric Gastroenterology, Hepatology and Nutrition Ann & Robert H. Lurie Children's Hospital.
Insights
This study identified distinct clinical subtypes in children with functional nausea. Emotional factors, like anxiety and depression, are key to understanding these subtypes and guiding treatment.
Area of Science:
- Pediatric Gastroenterology
- Child Psychiatry
- Clinical Psychology
Background:
- Functional nausea is a common condition in children.
- Identifying distinct subtypes can improve diagnosis and treatment.
- Current understanding of functional nausea subtypes is limited.
Purpose of the Study:
- To investigate clinical subtypes in pediatric functional nausea.
- To explore the relationship between comorbidities and nausea presentation.
- To determine if nausea quality predicts comorbid conditions.
Main Methods:
- Latent class analysis was used to group patients based on comorbidities.
- K-means clustering was applied to group patients by nausea quality (Nausea Profile subscales).
- Nausea Profile subscale scores and comorbidities were compared between identified groups.
Main Results:
- Two clinical subtypes of functional nausea were identified based on comorbidities.
- Emotional subscale scores of the Nausea Profile predicted group membership.
- Patient clusters based on nausea quality showed significant differences in psychiatric comorbidities.
Conclusions:
- Findings support the existence of distinct subtypes within functional nausea.
- Anxiety and depression are associated with an emotional predominant nausea subtype.
- Integrated treatment approaches combining GI and psychiatric support may benefit these patients.
Objective:
The aim of the study was to evaluate whether there are clinical subtypes in children with functional nausea based on comorbidities and responses to the Nausea Profile questionnaire.
Methods:
Patients from the Neurointestinal and Motility Program clinical registry at Lurie Children's Hospital were included if they met Rome IV criteria for functional nausea. Patients completed the Nausea Profile, a multidimensional measure of nausea with gastrointestinal, emotional, and somatic subscales. Comorbidities were assessed by chart review and self-report measures. Latent class analysis was used to identify patient groups based on comorbidities. To assess if model-identified groups were predictive of differences in nausea quality, Nausea Profile subscale means were compared between groups and used to predict group membership. Conversely, k-means analysis was used to divide the sample into groups based upon Nausea Profile subscale scores, to determine if identified groups had different comorbidities.
Results:
Seventy-two patients (n = 53 girls) with a mean age (±SD) 14.5 ± 2.9 were included. Two clinical subtypes were identified based on comorbidities, with responses on the emotional subscale of the Nausea Profile predicting group membership (P < 0.04). When patients were grouped by nausea quality, the resulting clusters differed on psychiatric comorbidities (P < 0.001).
Conclusions:
Our findings support the existence of nausea subtypes within the broad diagnosis of functional nausea. One such subtype is an emotional predominant nausea supporting the notion that anxiety and depression constitute a subset of patients with nausea. Thus, patients may benefit from a treatment approach that integrates both GI assessment and psychiatric support in their care.
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