Learning Longitudinal Patterns and Subtypes of Pediatric Crohn Disease Treated With Infliximab via Trajectory Cluster Analysis. Issue 3 (March 2022)
- Record Type:
- Journal Article
- Title:
- Learning Longitudinal Patterns and Subtypes of Pediatric Crohn Disease Treated With Infliximab via Trajectory Cluster Analysis. Issue 3 (March 2022)
- Main Title:
- Learning Longitudinal Patterns and Subtypes of Pediatric Crohn Disease Treated With Infliximab via Trajectory Cluster Analysis
- Authors:
- Chen, Andrew
Stein, Ronen
Baldassano, Robert N.
Huang, Jing - Abstract:
- ABSTRACT: Background: The objective of this study is to identify subgroups of pediatric Crohn disease (CD) who had differential responses to the infliximab treatment through trajectory cluster analysis of disease activity using data from electronic health records. Methods: We conducted a retrospective study of 295 pediatric patients with CD who had been treated with infliximab for a minimum of one year at the Center for Inflammatory Bowel Disease at The Children's Hospital of Philadelphia between January 2010 and December 2017. The evolution of disease was described, and subgroups of patients were identified using trajectory analysis of longitudinal data of C-reactive protein (CRP). We compared patient characteristics, biomarker for disease activity, and long-term surgical outcomes across subgroups. Cox regression models were used to evaluate the added value of the subgroup classification to baseline phenotype and location in prediction of long-term surgical outcomes. Results: We identified three subgroups of patients with differential relapse-and-remission profiles (n = 33, 65 and 197 from subgroup 1 to 3), which represented patients with a higher risk of infliximab non-response, with infliximab response but with occasional disease flares, and patients with long-term response. Patients with the best treatment response had a significantly lower frequency of complicated disease phenotypes ( P = 0.01), including perianal involvement ( P = 0.05), lower baseline CRP ( PABSTRACT: Background: The objective of this study is to identify subgroups of pediatric Crohn disease (CD) who had differential responses to the infliximab treatment through trajectory cluster analysis of disease activity using data from electronic health records. Methods: We conducted a retrospective study of 295 pediatric patients with CD who had been treated with infliximab for a minimum of one year at the Center for Inflammatory Bowel Disease at The Children's Hospital of Philadelphia between January 2010 and December 2017. The evolution of disease was described, and subgroups of patients were identified using trajectory analysis of longitudinal data of C-reactive protein (CRP). We compared patient characteristics, biomarker for disease activity, and long-term surgical outcomes across subgroups. Cox regression models were used to evaluate the added value of the subgroup classification to baseline phenotype and location in prediction of long-term surgical outcomes. Results: We identified three subgroups of patients with differential relapse-and-remission profiles (n = 33, 65 and 197 from subgroup 1 to 3), which represented patients with a higher risk of infliximab non-response, with infliximab response but with occasional disease flares, and patients with long-term response. Patients with the best treatment response had a significantly lower frequency of complicated disease phenotypes ( P = 0.01), including perianal involvement ( P = 0.05), lower baseline CRP ( P < 0.01) and calprotectin ( P = 0.01), and lowest risk of IBD-related gastrointestinal surgery within 10 years of starting treatment ( P < 0.01). Conclusions: Readily available longitudinal data from electronic health records can be leveraged to provide deeper characterization of treatment response in pediatric CD. … (more)
- Is Part Of:
- Journal of pediatric gastroenterology and nutrition. Volume 74:Issue 3(2022)
- Journal:
- Journal of pediatric gastroenterology and nutrition
- Issue:
- Volume 74:Issue 3(2022)
- Issue Display:
- Volume 74, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 74
- Issue:
- 3
- Issue Sort Value:
- 2022-0074-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-03
- Subjects:
- cluster analysis -- disease pattern -- longitudinal -- long-term outcome -- phenotype
Children -- Nutrition -- Periodicals
Pediatric gastroenterology -- Periodicals
Infants -- Nutrition -- Periodicals
Nutrition disorders in children -- Periodicals
Child Nutrition -- Periodicals
Digestive System -- growth & development -- Periodicals
Gastrointestinal Diseases -- Periodicals
Infant Nutrition -- Periodicals
Nutrition Disorders -- Periodicals
Child
618.923 - Journal URLs:
- http://www.jpgn.org ↗
http://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=toc&D=yrovft&AN=00005176-000000000-00000 ↗
http://journals.lww.com ↗ - DOI:
- 10.1097/MPG.0000000000003370 ↗
- Languages:
- English
- ISSNs:
- 0277-2116
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5030.175000
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British Library STI - ELD Digital store - Ingest File:
- 26793.xml