Literature DB >> 31775138

Data Mining Approach for the Characterization of Functional Bowel Disorders According to Symptom Intensity Provides a Small Number of Homogenous Groups.

Michel Bouchoucha1,2, Ghislain Devroede3, Marinos Fysekidis4, Pierre Rompteaux5, Jean-Marc Sabate5, Robert Benamouzig5.   

Abstract

BACKGROUND/AIMS: The aim of the present study is to evaluate if the intensity of the cardinal symptoms of functional bowel disorders could be used to identify homogenous groups of patients defined by the Rome criteria.
METHOD: In this observational study, 1,729 consecutive outpatients (73% females) filled out the Rome III questionnaire and 10-point Likert scales for constipation, diarrhea, bloating (BL)/distension, abdominal pain (AP) during the week before the medical consultation. A Gaussian mixture model was used for clustering the patients according to the intensity of symptoms without a priori information, and a classification tree was constructed from this clustering. Data were analyzed using analysis of variance and logistic regression analysis.
RESULTS: According to the intensity of symptoms, the patients are divided into 8 groups named according to their main symptomatology: "painful constipation" (PFC), "mild pain constipation" (MPC), "painful diarrhea" (PFD), "mild pain diarrhea" (MPD), "mixed transit" (MT), "BL," "AP," and "nonspecific" (NS). The study of the relationship between the Rome III classification and this new grouping shows that irritable bowel syndrome (IBS)-constipation is associated with PFC, IBS-diarrhea with PFD and MPD, SII-mixed with MT, SII-unspecified with BL, functional constipation with PFC and MPC, functional diarrhea with MPD and NS, BL with "BL" and NS, nonspecific functional bowel disorders (FBD) with NS, and functional AP with "BL" and AP (p < 0.01 for all associations).
CONCLUSION: A symptom intensity-based classification of FBD patients could simplify clinical phenotype, give homogeneous groups of patients, and could eventually be used by nongastroenterologists and in clinical research.
© 2019 S. Karger AG, Basel.

Entities:  

Keywords:  Abdominal pain; Bloating; Constipation; Diarrhea; Functional bowel disorders; Irritable bowel syndrome

Mesh:

Year:  2019        PMID: 31775138     DOI: 10.1159/000504435

Source DB:  PubMed          Journal:  Dig Dis        ISSN: 0257-2753            Impact factor:   2.404


  1 in total

1.  Abdominal Pain Severity Is Mainly Associated with Bloating Severity in Patients with Functional Bowel Disorders and Functional Abdominal Pain.

Authors:  David Deutsch; Michel Bouchoucha; Julien Uzan; Jean-Jacques Raynaud; Jean-Marc Sabate; Robert Benamouzig
Journal:  Dig Dis Sci       Date:  2021-07-29       Impact factor: 3.487

  1 in total

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