Differentiating Crohn’s Disease from Ulcerative Colitis - New Factors

Anna Kasperczuk , Agnieszka Dardzińska-Głębocka

Abstract

The characteristics of inflammatory bowel diseases (IBD) are often ambiguous. The information obtained may deepen the cur-rent state of knowledge about ulcerative colitis and Crohn’s disease. For this reason, finding the optimal classifier to support further analysis of medical data is a factor determining the correct allocation of a patient to a given disease entity. The data were subjected to selection methods to find symptoms differing in the two analyzed groups. Then, the extracted variables were introduced into the classifier in order to build the classification model. Factors that were significantly different between patients with Crohn’s disease and ulcerative colitis were found. The built-in system with very high efficiency is able to predict to which group of diseases belongs new, undiagnosed patient (sensitivity 100%, specificity 98.48%). The constructed model can be an excellent method of assisting physicians in making decisions. Importantly, the system should be checked in a variety of balanced research groups to confirm its effectiveness.
Author Anna Kasperczuk (FME / DBBE)
Anna Kasperczuk,,
- Department of Biocybernetics and Biomedical Engineering
, Agnieszka Dardzińska-Głębocka (FME / DBBE)
Agnieszka Dardzińska-Głębocka,,
- Department of Biocybernetics and Biomedical Engineering
Journal seriesBiomedical Journal of Scientific & Technical Research, ISSN , e-ISSN 2574-1241, (0 pkt)
Issue year2019
Vol18
No4
Pages13830-13836
Publication size in sheets0.5
Keywords in EnglishCrohn’s disease, ulcerative colitis, classification
DOIDOI:10.26717/BJSTR.2019.18.003198
URL https://biomedres.us/fulltexts/BJSTR.MS.ID.003198.php
Internal identifierROC 19-20
Languageen angielski
LicenseJournal (articles only); published final; Uznanie Autorstwa (CC-BY); with publication
Score (nominal)5
Score sourcejournalList
ScoreMinisterial score = 5.0, 17-02-2020, ArticleFromJournal
Citation count*
Cite
Share Share

Get link to the record


* presented citation count is obtained through Internet information analysis and it is close to the number calculated by the Publish or Perish system.
Back
Confirmation
Are you sure?