Phenoflow: A Microservice Architecture for Portable Workflow-based Phenotype Definitions.


Journal

AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science
ISSN: 2153-4063
Titre abrégé: AMIA Jt Summits Transl Sci Proc
Pays: United States
ID NLM: 101539486

Informations de publication

Date de publication:
Historique:
entrez: 30 8 2021
pubmed: 31 8 2021
medline: 3 9 2021
Statut: epublish

Résumé

Phenotyping is an effective way to identify cohorts of patients with particular characteristics within a population. In order to enhance the portability of a phenotype definition across institutions, it is often defined abstractly, with implementers expected to realise the phenotype computationally before executing it against a dataset. However, un-clear definitions, with little information about how best to implement the definition in practice, hinder this process. To address this issue, we propose a new multi-layer, workflow-based model for defining phenotypes, and a novel authoring architecture, Phenoflow, that supports the development of these structured definitions and their realisation as computable phenotypes. To evaluate our model, we determine its impact on the portability of both code-based (COVID-19) and logic-based (diabetes) definitions, in the context of key datasets, including 26,406 patients at North-western University. Our approach is shown to ensure the portability of phenotype definitions and thus contributes to the transparency of resulting studies.

Identifiants

pubmed: 34457128
pii: 3476829
pmc: PMC8378606

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

142-151

Informations de copyright

©2021 AMIA - All rights reserved.

Références

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Auteurs

Martin Chapman (M)

King's College London, London, United Kingdom.

Luke V Rasmussen (LV)

Northwestern University, Chicago, Illinois, USA.

Jennifer A Pacheco (JA)

Northwestern University, Chicago, Illinois, USA.

Vasa Curcin (V)

King's College London, London, United Kingdom.

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Classifications MeSH