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Distinct clinical phenotypes for Crohn’s disease derived from patient surveys

Authors :
Tianyun Liu
Lichy Han
Mera Tilley
Lovisa Afzelius
Mateusz Maciejewski
Scott Jelinsky
Chao Tian
Matthew McIntyre
the 23andMe Research Team
Nan Bing
Kenneth Hung
Russ B. Altman
Source :
BMC Gastroenterology, Vol 21, Iss 1, Pp 1-11 (2021)
Publication Year :
2021
Publisher :
BMC, 2021.

Abstract

Abstract Background Defining clinical phenotypes provides opportunities for new diagnostics and may provide insights into early intervention and disease prevention. There is increasing evidence that patient-derived health data may contain information that complements traditional methods of clinical phenotyping. The utility of these data for defining meaningful phenotypic groups is of great interest because social media and online resources make it possible to query large cohorts of patients with health conditions. Methods We evaluated the degree to which patient-reported categorical data is useful for discovering subclinical phenotypes and evaluated its utility for discovering new measures of disease severity, treatment response and genetic architecture. Specifically, we examined the responses of 1961 patients with inflammatory bowel disease to questionnaires in search of sub-phenotypes. We applied machine learning methods to identify novel subtypes of Crohn’s disease and studied their associations with drug responses. Results Using the patients’ self-reported information, we identified two subpopulations of Crohn’s disease; these subpopulations differ in disease severity, associations with smoking, and genetic transmission patterns. We also identified distinct features of drug response for the two Crohn’s disease subtypes. These subtypes show a trend towards differential genotype signatures. Conclusion Our findings suggest that patient-defined data can have unplanned utility for defining disease subtypes and may be useful for guiding treatment approaches.

Details

Language :
English
ISSN :
1471230X
Volume :
21
Issue :
1
Database :
Directory of Open Access Journals
Journal :
BMC Gastroenterology
Publication Type :
Academic Journal
Accession number :
edsdoj.3ccf1a423d24b01bd3f9a121dd5a241
Document Type :
article
Full Text :
https://doi.org/10.1186/s12876-021-01740-6