Biomarkers for Traumatic Brain Injury: Data Standards and Statistical Considerations.
biomarkers
data sharing
traumatic brain injury
Journal
Journal of neurotrauma
ISSN: 1557-9042
Titre abrégé: J Neurotrauma
Pays: United States
ID NLM: 8811626
Informations de publication
Date de publication:
15 09 2021
15 09 2021
Historique:
pubmed:
13
2
2020
medline:
22
2
2022
entrez:
13
2
2020
Statut:
ppublish
Résumé
Recent biomarker innovations hold potential for transforming diagnosis, prognostic modeling, and precision therapeutic targeting of traumatic brain injury (TBI). However, many biomarkers, including brain imaging, genomics, and proteomics, involve vast quantities of high-throughput and high-content data. Management, curation, analysis, and evidence synthesis of these data are not trivial tasks. In this review, we discuss data management concepts and statistical and data sharing strategies when dealing with biomarker data in the context of TBI research. We propose that application of biomarkers involves three distinct steps-discovery, evaluation, and evidence synthesis. First, complex/big data has to be reduced to useful data elements at the stage of biomarker discovery. Second, inferential statistical approaches must be applied to these biomarker data elements for assessment of biomarker clinical utility and validity. Last, synthesis of relevant research is required to support practice guidelines and enable health decisions informed by the highest quality, up-to-date evidence available. We focus our discussion around recent experiences from the International Traumatic Brain Injury Research (InTBIR) initiative, with a specific focus on four major clinical projects (Transforming Research and Clinical Knowledge in TBI, Collaborative European NeuroTrauma Effectiveness Research in TBI, Collaborative Research on Acute Traumatic Brain Injury in Intensive Care Medicine in Europe, and Approaches and Decisions in Acute Pediatric TBI Trial), which are currently enrolling subjects in North America and Europe. We discuss common data elements, data collection efforts, data-sharing opportunities, and challenges, as well as examine the statistical techniques required to realize successful adoption and use of biomarkers in the clinic as a foundation for precision medicine in TBI.
Identifiants
pubmed: 32046588
doi: 10.1089/neu.2019.6762
pmc: PMC8403188
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Review
Research Support, U.S. Gov't, Non-P.H.S.
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
2514-2529Subventions
Organisme : NINDS NIH HHS
ID : UG3 NS106899
Pays : United States
Organisme : RRD VA
ID : I01 RX002787
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS088475
Pays : United States
Organisme : NINDS NIH HHS
ID : UH3 NS106899
Pays : United States
Organisme : RRD VA
ID : I01 RX002245
Pays : United States
Investigateurs
Opeolu Adeoye
(O)
Neeraj Badjatia
(N)
Kim Boase
(K)
Yelena Bodien
(Y)
M Ross Bullock
(MR)
Randall Chesnut
(R)
John D Corrigan
(JD)
Karen Crawford
(K)
Ramon Diaz-Arrastia
(R)
Sureyya Dikmen
(S)
Ann-Christine Duhaime
(AC)
Richard Ellenbogen
(R)
V Ramana Feeser
(VR)
Brandon Foreman
(B)
Raquel Gardner
(R)
Etienne Gaudette
(E)
Joseph Giacino
(J)
Dana Goldman
(D)
Luis Gonzalez
(L)
Shankar Gopinath
(S)
Rao Gullapalli
(R)
J Claude Hemphill
(JC)
Gillian Hotz
(G)
Sonia Jain
(S)
Frederick Korley
(F)
Joel Kramer
(J)
Natalie Kreitzer
(N)
Harvey Levin
(H)
Joan Machamer
(J)
Christopher Madden
(C)
Geoffrey T Manley
(GT)
Alastair Martin
(A)
Thomas McAllister
(T)
Michael McCrea
(M)
Randall Merchant
(R)
Pratik Mukherjee
(P)
Lindsay Nelson
(L)
Laura B Ngwenya
(LB)
Florence Noel
(F)
David Okonkwo
(D)
Daniel Perl
(D)
Ava Puccio
(A)
Miri Rabinowitz
(M)
Claudia Robertson
(C)
Jonathan Rosand
(J)
Angelle Sander
(A)
David Schnyer
(D)
Seth Seabury
(S)
Murray Stein
(M)
Sabrina Taylor
(S)
Nancy Temkin
(N)
Arthur Toga
(A)
Alex Valadka
(A)
Mary Vassar
(M)
Paul Vespa
(P)
Kevin Wang
(K)
John K Yue
(JK)
Ross Zafonte
(R)
Cecilia Ackerlund
(C)
Hadie Adams
(H)
Vanni Agnoletti
(V)
Judith Allanson
(J)
Krisztina Amrein
(K)
Norberto Andaluz
(N)
Nada Andelic
(N)
Lasse Andreassen
(L)
Audny Anke
(A)
Azasevac Antun
(A)
Anna Antoni
(A)
Hilko Ardon
(H)
Kaspars Auslands
(K)
Philippe Azouvi
(P)
Maria Luisa Azzolini
(M)
Camelia Baciu
(C)
Rafael Badenes
(R)
Ronald Bartels
(R)
Pál Barzó
(P)
Ursula Bauerfeind
(U)
Romuald Beauvais
(R)
Ronny Beer
(R)
Francisco Javier Belda
(FJ)
Bo Michael Bellander
(BM)
Antonio Belli
(A)
Rémy Bellier
(R)
Habib Benali
(H)
Thierry Benard
(T)
Maurizio Berardino
(M)
Luigi Beretta
(L)
Christopher Beynon
(C)
Federico Bilotta
(F)
Harald Binder
(H)
Erta Biqiri
(E)
Morten Blaabjerg
(M)
Hugo den Boogert
(HD)
Peter Bragge
(P)
Alexandra Brazinova
(A)
Vibeke Brinck
(V)
Joanne Brooker
(J)
Camilla Brorsson
(C)
Andras Buki
(A)
Monika Bullinger
(M)
Manuel Cabeleira
(M)
Emiliana Calappi
(E)
Maria Rosa Calvi
(MR)
Peter Cameron
(P)
Lozano Guillermo Carbayo
(LG)
Marco Carbonara
(M)
Elsa Carise
(E)
K Carpenter
(K)
Ana M Castaño León
(AM)
Francesco Causin
(F)
Giorgio Chevallard
(G)
Arturo Chieregato
(A)
Giuseppe Citerio
(G)
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(M)
Mark Coburn
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(J)
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(L)
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(J)
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(JD)
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Amra Covic
(A)
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(N)
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(M)
Claire Dahyot Fizelier
(CD)
François Damas
(F)
Pierre Damas
(P)
Helen Dawes
(H)
Véronique De Keyser
(V)
Francesco Della Corte
(FD)
Bart Depreitere
(B)
Godard C W de Ruiter
(GCW)
Dula Dilvesi
(D)
Shenghao Ding
(S)
Diederik Dippel
(D)
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(A)
Emma Donoghue
(E)
Jens Dreier
(J)
Guy Loup Dulière
(GL)
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(M)
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(VL)
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(J)
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Ulderico Freo
(U)
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Asta Kristine Håberg
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Iain Haitsma
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Jed A Hartings
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Raimund Helbok
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Eirik Helseth
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Astrid Hoedemaekers
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Lindsay Horton
(L)
Jilske Huijben
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Peter J Hutchinson
(PJ)
Stefan Jankowski
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Mike Jarrett
(M)
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(JY)
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(K)
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(AIR)
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Marc Maegele
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Alex Manara
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Didier Martin
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Leon Francisco Martin
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Costanza Martino
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Hugues Maréchal
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Alessandro Masala
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Julia Mattern
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Charles McFadyen
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David Menon
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(CM)
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Lynnette Murray
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David Nelson
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Quentin Noirhomme
(Q)
József Nyirádi
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(C)
Olav Roise
(O)
Gerwin Roks
(G)
Jonathan Rosand
(J)
Jeffrey Rosenfeld
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Christina Rosenlund
(C)
Guy Rosenthal
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Rolf Rossaint
(R)
Sandra Rossi
(S)
Daniel Rueckert
(D)
Martin Rusnák
(M)
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Barbara Sahakian
(B)
Juan Sahuquillo
(J)
Oliver Sakowitz
(O)
Francesca Sala
(F)
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(RS)
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(J)
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(L)
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(N)
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(B)
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(G)
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(RF)
Elisabeth Schwendenwein
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(M)
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Özcan Sir
(Ö)
Toril Skandsen
(T)
Lidwien Smakman
(L)
Dirk Smeets
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Peter Smielewski
(P)
Abayomi Sorinola
(A)
Emmanuel Stamatakis
(E)
Simon Stanworth
(S)
Nicole Steinbüchel
(N)
Ana Stevanovic
(A)
Robert Stevens
(R)
William Stewart
(W)
Ewout W Steyerberg
(EW)
Nino Stocchetti
(N)
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(N)
Anneliese Synnot
(A)
Fabio Silvio Taccone
(FS)
Riikka Takala
(R)
Viktória Tamás
(V)
Päivi Tanskanen
(P)
Mark Steven Taylor
(MS)
Braden Te Ao
(B)
Olli Tenovuo
(O)
Ralph Telgmann
(R)
Guido Teodorani
(G)
Alice Theadom
(A)
Matt Thomas
(M)
Dick Tibboel
(D)
Christos Tolias
(C)
Jean Flory Luaba Tshibanda
(JFL)
Tony Trapani
(T)
Cristina Maria Tudora
(CM)
Peter Vajkoczy
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Egils Valeinis
(E)
Gregory Van der Steen
(GV)
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(MV)
J V de Naalt
(JV)
Jeroen T J M van Dijck
(JTJM)
Thomas A van Essen
(TA)
Wim Van Hecke
(WV)
Caroline van Heugten
(CV)
Dominique Van Praag
(DV)
Thijs Vande Vyvere
(TV)
Julia Van Waesberghe
(JV)
Audrey Vanhaudenhuyse
(A)
Alessia Vargiolu
(A)
Emmanuel Vega
(E)
Kimberley Velt
(K)
Jan Verheyden
(J)
Paul M Vespa
(PM)
Anne Vik
(A)
Rimantas Vilcinis
(R)
Giacinta Vizzino
(G)
Carmen Vleggeert Lankamp
(CV)
Victor Volovici
(V)
Daphne Voormolen
(D)
Peter Vulekovic
(P)
Zoltán Vámos
(Z)
Derick Wade
(D)
Kevin K W Wang
(KKW)
Lei Wang
(L)
Lars Wessels
(L)
Eveline Wiegers
(E)
Eno Wildschut
(E)
Guy Williams
(G)
Lindsay Wilson
(L)
Maren K L Winkler
(MKL)
Stefan Wolf
(S)
Peter Ylén
(P)
Alexander Younsi
(A)
Menashe Zaaroor
(M)
Frederik Zeiler
(F)
Yang Zhihui
(Y)
Agate Ziverte
(A)
Fabrizio Zumbo
(F)
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