Progress toward a universal biomedical data translator.
Journal
Clinical and translational science
ISSN: 1752-8062
Titre abrégé: Clin Transl Sci
Pays: United States
ID NLM: 101474067
Informations de publication
Date de publication:
25 May 2022
25 May 2022
Historique:
revised:
27
04
2022
received:
04
03
2022
accepted:
02
05
2022
pubmed:
26
5
2022
medline:
26
5
2022
entrez:
25
5
2022
Statut:
aheadofprint
Résumé
Clinical, biomedical, and translational science has reached an inflection point in the breadth and diversity of available data and the potential impact of such data to improve human health and well-being. However, the data are often siloed, disorganized, and not broadly accessible due to discipline-specific differences in terminology and representation. To address these challenges, the Biomedical Data Translator Consortium has developed and tested a pilot knowledge graph-based "Translator" system capable of integrating existing biomedical data sets and "translating" those data into insights intended to augment human reasoning and accelerate translational science. Having demonstrated feasibility of the Translator system, the Translator program has since moved into development, and the Translator Consortium has made significant progress in the research, design, and implementation of an operational system. Herein, we describe the current system's architecture, performance, and quality of results. We apply Translator to several real-world use cases developed in collaboration with subject-matter experts. Finally, we discuss the scientific and technical features of Translator and compare those features to other state-of-the-art, biomedical graph-based question-answering systems.
Identifiants
pubmed: 35611543
doi: 10.1111/cts.13301
pmc: PMC9372428
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT3TR002019
Organisme : National Center for Advancing Translational Sciences, Intramural Research Program
ID : ZIA TR000276-05
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003449
Organisme : NIDDK NIH HHS
ID : U01 DK065201
Pays : United States
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR002515
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003443
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR002584
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003434
Organisme : NCATS NIH HHS
ID : OT2 TR003449
Pays : United States
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003433
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003435
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR002517
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT3TR002027
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003422
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003441
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT3TR002020
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003448
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003428
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003445
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : I75N95021P00636
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR002520
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003427
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003436
Organisme : Intramural NIH HHS
ID : ZIA TR000276
Pays : United States
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR002514
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT3TR002025
Organisme : NCATS NIH HHS
ID : OT2 TR003428
Pays : United States
Organisme : NIDDK NIH HHS
ID : 5U01DK065201
Pays : United States
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003437
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003450
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT3TR002026
Organisme : National Center for Advancing Translational Sciences, Biomedical Data Translator Program
ID : OT2TR003430
Investigateurs
Liliana Acevedo
(L)
Stanley C Ahalt
(SC)
John Alden
(J)
Ahmed Alkanaq
(A)
Nada Amin
(N)
Ricardo Avila
(R)
Michael Bada
(M)
Jim Balhoff
(J)
Andrew Baumgartner
(A)
William Baumgartner
(W)
Basazin Belhu
(B)
Mac Kenzie Brandes
(MK)
Namdi Brandon
(N)
Matthew Brush
(M)
Richard Bruskiewich
(R)
Noel Burtt
(N)
Jackson Callaghan
(J)
Marco Alvarado Cano
(MA)
Steven Carrell
(S)
J Harry Caufield
(JH)
Remzi Celebi
(R)
James Champion
(J)
Zhehuan Chen
(Z)
Mei-Jan Chen
(MJ)
Lawrence Chung
(L)
Paul A Clemons
(PA)
Kevin Cohen
(K)
Tom Conlin
(T)
Dan Corkill
(D)
Maria Costanzo
(M)
Steven Cox
(S)
Andrew Crouse
(A)
Camerron Crowder
(C)
Mary E Crumbley
(ME)
Cheng Dai
(C)
Ricardo De Miranda Azevedo
(RM)
Eric Deutsch
(E)
Jennifer Dougherty
(J)
Venkata Duvvuri
(V)
Stephen Edwards
(S)
Vincent Emonet
(V)
Nathaniel Fehrmann
(N)
Jason Flannick
(J)
Aleksandra M Foksinska
(AM)
Vicki Gardner
(V)
Edgar Gatica
(E)
Amy Glen
(A)
Prateek Goel
(P)
Joseph Gormley
(J)
Alon Greyber
(A)
Perry Haaland
(P)
Melissa A Haendel
(MA)
Kristina Hanspers
(K)
Kaiwen He
(K)
Jeff Henrickson
(J)
Maureen Hoatlin
(M)
Andrew Hoffman
(A)
Conrad Huang
(C)
Robert Hubal
(R)
Kenneth Huellas-Bruskiewicz
(K)
Forest B Huls
(FB)
Lawrence Hunter
(L)
Tursynay Issabekova
(T)
Matthew Jarrell
(M)
Lindsay Jenkins
(L)
Arpita Joshi
(A)
Jimin Kang
(J)
Richa Kanwar
(R)
Yaphet Kebede
(Y)
Keum Joo Kim
(KJ)
Alexandria Kluge
(A)
Michael Knowles
(M)
Ryan Koesterer
(R)
Daniel Korn
(D)
David Koslicki
(D)
Ashok Krishnamurthy
(A)
Lindsey Kvarfordt
(L)
Jay Lee
(J)
Margaret Leigh
(M)
Jason Lin
(J)
Zheng Liu
(Z)
Shaopeng Liu
(S)
Chunyu Ma
(C)
Andrew Magis
(A)
Tarun Mamidi
(T)
Meisha Mandal
(M)
Michelle Mantilla
(M)
Jeffrey Massung
(J)
Denise Mauldin
(D)
Jason McClelland
(J)
Julie McMurry
(J)
Philip Mease
(P)
Luis Mendoza
(L)
Marian Mersmann
(M)
Abrar Mesbah
(A)
Matthew Might
(M)
Kenny Morton
(K)
Sierra A T Moxon
(SAT)
Sandrine Muller
(S)
Arun Teja Muluka
(AT)
Christopher J Mungall
(CJ)
John Osborne
(J)
Phil Owen
(P)
Michael Patton
(M)
David B Peden
(DB)
R Carter Peene
(RC)
Bria Persaud
(B)
Emily Pfaff
(E)
Alexander Pico
(A)
Elizabeth Pollard
(E)
Guthrie Price
(G)
Tim Putman
(T)
Shruti Raj
(S)
Stephen A Ramsey
(SA)
Jason Reilly
(J)
Anders Riutta
(A)
Jared Roach
(J)
Greg Rosenblatt
(G)
Irit Rubin
(I)
Sienna Rucka
(S)
Nathaniel Rudavsky-Brody
(N)
Rayn Sakaguchi
(R)
Eugene Santos
(E)
Kevin Schaper
(K)
Charles P Schmitt
(CP)
Shepherd Schurman
(S)
Erik Scott
(E)
Sarah Seitanakis
(S)
Priya Sharma
(P)
Kent A Shefchek
(KA)
Ilya Shmulevich
(I)
Manil Shrestha
(M)
Shalki Shrivastava
(S)
Meghamala Sinha
(M)
Brett Smith
(B)
Harold Solbrig
(H)
Karthik Soman
(K)
Nicholas Southern
(N)
Lisa Stillwell
(L)
Michael Michi Strasser
(MM)
Anne E Thessen
(AE)
Jillian Tinglin
(J)
Lucas Tonstad
(L)
Thi Tran-Nguyen
(T)
Alexander Tropsha
(A)
Deepak R Unni
(DR)
Gaurav Vaidya
(G)
Luke Veenhuis
(L)
Adam Viola
(A)
Marcin von Grotthuss
(M)
Max Wang
(M)
Patrick Wang
(P)
Rosina Weber
(R)
Qi Wei
(Q)
Chunhua Weng
(C)
Jordan Whitlock
(J)
Andrew Williams
(A)
Finn Womack
(F)
Erica Wood
(E)
Chunlei Wu
(C)
Jiwen Kevin Xin
(JK)
Colleen Xu
(C)
Chase Yakaboski
(C)
Yao Yao
(Y)
Hong Yi
(H)
Arif Yilmaz
(A)
Marissa Zheng
(M)
Xinghua Zhou
(X)
Eric Zhou
(E)
Tom Zisk
(T)
Informations de copyright
© 2022 The Authors. Clinical and Translational Science published by Wiley Periodicals LLC on behalf of American Society for Clinical Pharmacology and Therapeutics.
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