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A biomedical open knowledge network harnesses the power of AI to understand deep human biology.

Authors :
Baranzini SE
Börner K
Morris J
Nelson CA
Soman K
Schleimer E
Keiser M
Musen M
Pearce R
Reza T
Smith B
Herr BW 2nd
Oskotsky B
Rizk-Jackson A
Rankin KP
Sanders SJ
Bove R
Rose PW
Israni S
Huang S
Source :
AI magazine [AI Mag] 2022 Spring; Vol. 43 (1), pp. 46-58. Date of Electronic Publication: 2022 Mar 31.
Publication Year :
2022

Abstract

Knowledge representation and reasoning (KR&R) has been successfully implemented in many fields to enable computers to solve complex problems with AI methods. However, its application to biomedicine has been lagging in part due to the daunting complexity of molecular and cellular pathways that govern human physiology and pathology. In this article we describe concrete uses of SPOKE, an open knowledge network that connects curated information from 37 specialized and human-curated databases into a single property graph, with 3 million nodes and 15 million edges to date. Applications discussed in this article include drug discovery, COVID-19 research and chronic disease diagnosis and management.

Details

Language :
English
ISSN :
0738-4602
Volume :
43
Issue :
1
Database :
MEDLINE
Journal :
AI magazine
Publication Type :
Academic Journal
Accession number :
36093122
Full Text :
https://doi.org/10.1002/aaai.12037