Machine Learning-Based Prediction of Pediatric Ulcerative Colitis Treatment Response Using Diagnostic Histopathology

Affiliations

• ¹ Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Department of Biomedical Informatics, University of Cincinnati, Cincinnati, Ohio.
• ² Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Department of Biomedical Informatics, University of Cincinnati, Cincinnati, Ohio.
• ³ Department of Paediatric Laboratory Medicine and Pathobiology, Division of Pathology, The Hospital for Sick Children, Toronto, Ontario, Canada.
• ⁴ SickKids IBD Centre, Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children, Toronto, Ontario, Canada; Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada.
• ⁵ Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, Ohio.
• ⁶ Division of Digestive Diseases, Hepatology, and Nutrition, Connecticut Children's Medical Center, Hartford, Connecticut.
• ⁷ Emory University School of Medicine and Children's Healthcare of Atlanta, Atlanta, Georgia.
• ⁸ Division of Pathology and Laboratory Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.
• ⁹ Children's Hospital of Philadelphia, Philadelphia, Pennsylvania.
• ¹⁰ Nationwide Children's Hospital.
• ¹¹ University of California-San Francisco, San Francisco, California.
• ¹² Hasbro Children's Hospital, Providence, Rhode Island; Alpert Medical School of Brown University.
• ¹³ Children's Hospital of Eastern Ontario, University of Ottawa, Ottawa, Ontario, Canada.
• ¹⁴ Cohen Children's Medical Center.
• ¹⁵ Medical College of Wisconsin.
• ¹⁶ Johns Hopkins Children's Center, Baltimore, Maryland.
• ¹⁷ IWK Health Centre, Halifax, Nova Scotia, Canada.
• ¹⁸ Phoenix Children's Gastroenterology, Phoenix, Arizona.
• ¹⁹ Riley Children's Hospital, Indiana University School of Medicine, Indiana.
• ²⁰ Harvard-Children's Hospital Boston, Massachusetts.
• ²¹ Emory Children's Center.
• ²² Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, Illinois.
• ²³ University of Minnesota, Minneapolis, Minnesota.
• ²⁴ Golisano Children's Hospital, SUNY Upstate Medical University, Syracuse, New York.
• ²⁵ UCLA Medical Center, Los Angeles, California.
• ²⁶ Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio; Department of Biomedical Informatics, University of Cincinnati, Cincinnati, Ohio; Department of Pediatrics, University of Cincinnati, College of Medicine, Cincinnati, Ohio. Electronic address: Jasbir.dhaliwal@cchmc.org.