Histopathology imaging and clinical data including remission status in pediatric inflammatory bowel disease.
Chloe Martin-KingAli NaelLouis EhwerhemuephaBlake CalvoQuinn GatesJamie JanchoiElisa OrnelasMelissa PerezAndrea VenderbyJohn MiklavcicPeter ChangAaron SassoonKenneth GrantPublished in: Scientific data (2024)
The incidence of inflammatory bowel disease (IBD) is increasing annually. Children with IBD often suffer significant morbidity due to physical and emotional effects of the disease and treatment. Corticosteroids, often a component of therapy, carry undesirable side effects with long term use. Steroid-free remission has become a standard for care-quality improvement. Anticipating therapeutic outcomes is difficult, with treatments often leveraged in a trial-and-error fashion. Artificial intelligence (AI) has demonstrated success in medical imaging classification tasks. Predicting patients who will attain remission will help inform treatment decisions. The provided dataset comprises 951 tissue section scans (167 whole-slides) obtained from 18 pediatric IBD patients. Patient level structured data include IBD diagnosis, 12- and 52-week steroid use and name, and remission status. Each slide is labelled with biopsy site and normal or abnormal classification per the surgical pathology report. Each tissue section scan from an abnormal slide is further classified by an experienced pathologist. Researchers utilizing this dataset may select from the provided outcomes or add labels and annotations from their own institutions.
Keyphrases
- ulcerative colitis
- artificial intelligence
- machine learning
- big data
- deep learning
- quality improvement
- disease activity
- healthcare
- high resolution
- end stage renal disease
- computed tomography
- electronic health record
- clinical trial
- ejection fraction
- mental health
- chronic kidney disease
- palliative care
- physical activity
- type diabetes
- young adults
- working memory
- case report
- peritoneal dialysis
- systemic lupus erythematosus
- prognostic factors
- stem cells
- risk factors
- randomized controlled trial
- replacement therapy
- patient reported outcomes
- weight loss
- bone marrow
- skeletal muscle
- insulin resistance
- magnetic resonance imaging
- fine needle aspiration
- contrast enhanced
- placebo controlled