Open-access quantitative MRI data of the spinal cord and reproducibility across participants, sites and manufacturers.


Journal

Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192

Informations de publication

Date de publication:
16 08 2021
Historique:
received: 09 12 2020
accepted: 26 03 2021
entrez: 17 8 2021
pubmed: 18 8 2021
medline: 1 10 2021
Statut: epublish

Résumé

In a companion paper by Cohen-Adad et al. we introduce the spine generic quantitative MRI protocol that provides valuable metrics for assessing spinal cord macrostructural and microstructural integrity. This protocol was used to acquire a single subject dataset across 19 centers and a multi-subject dataset across 42 centers (for a total of 260 participants), spanning the three main MRI manufacturers: GE, Philips and Siemens. Both datasets are publicly available via git-annex. Data were analysed using the Spinal Cord Toolbox to produce normative values as well as inter/intra-site and inter/intra-manufacturer statistics. Reproducibility for the spine generic protocol was high across sites and manufacturers, with an average inter-site coefficient of variation of less than 5% for all the metrics. Full documentation and results can be found at https://spine-generic.rtfd.io/ . The datasets and analysis pipeline will help pave the way towards accessible and reproducible quantitative MRI in the spinal cord.

Identifiants

pubmed: 34400655
doi: 10.1038/s41597-021-00941-8
pii: 10.1038/s41597-021-00941-8
pmc: PMC8368310
doi:

Types de publication

Dataset Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

219

Subventions

Organisme : NIBIB NIH HHS
ID : R00 EB016689
Pays : United States
Organisme : European Research Council
Pays : International
Organisme : NINDS NIH HHS
ID : K23 NS104211
Pays : United States
Organisme : NIBIB NIH HHS
ID : P41 EB015896
Pays : United States
Organisme : NIBIB NIH HHS
ID : P41 EB030006
Pays : United States
Organisme : NINDS NIH HHS
ID : K01 NS105160
Pays : United States
Organisme : NINDS NIH HHS
ID : L30 NS108301
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS109114
Pays : United States
Organisme : NIBIB NIH HHS
ID : R01 EB027779
Pays : United States

Commentaires et corrections

Type : ErratumIn
Type : ErratumIn

Informations de copyright

© 2021. The Author(s).

Références

Neuroimage. 2014 Jan 1;84:1070-81
pubmed: 23685159
Spine (Phila Pa 1976). 1996 Jun 1;21(11):1285-90
pubmed: 8725917
Sci Data. 2016 Mar 15;3:160018
pubmed: 26978244
Nat Protoc. 2021 Aug 16;:
pubmed: 34400839
Neuroimage. 2014 Apr 15;90:60-73
pubmed: 24345388
Neuroimage. 2014 Jan 1;84:1082-93
pubmed: 23859923
Ann Neurol. 2004 Sep;56(3):407-15
pubmed: 15349868
Neuroimage. 2018 Nov 15;182:80-96
pubmed: 28822750
Neuroimage. 2014 Nov 15;102 Pt 2:817-27
pubmed: 25204864
Neuroimage. 2017 Jan 15;145(Pt A):24-43
pubmed: 27720818
Neuroimage. 2019 Jan 1;184:901-915
pubmed: 30300751
Magn Reson Med. 2004 Nov;52(5):979-93
pubmed: 15508154
Int J Biomed Imaging. 2014;2014:719520
pubmed: 25132843
Magn Reson Med. 2007 Feb;57(2):308-18
pubmed: 17260370
J Magn Reson Imaging. 2014 Mar;39(3):617-23
pubmed: 23633384
Neuroimage. 2014 Sep;98:528-36
pubmed: 24780696
Neuroimage. 2015 Oct 1;119:262-71
pubmed: 26099457
Front Neuroinform. 2014 Feb 21;8:8
pubmed: 24600385
Neuroimage. 2007 Jul 1;36(3):728-35
pubmed: 17490894
J Neuroimaging. 2020 Jan;30(1):110-118
pubmed: 31571307
Sci Data. 2016 Jun 21;3:160044
pubmed: 27326542
Neuroimage. 2013 Feb 15;67:64-76
pubmed: 23178538
Sci Rep. 2018 Apr 13;8(1):5966
pubmed: 29654236
Magn Reson Med. 2019 Dec;82(6):1981-1983
pubmed: 31400023
PLoS One. 2015 Mar 17;10(3):e0118576
pubmed: 25781178
Magn Reson Med. 2015 Mar;73(3):1309-14
pubmed: 24700606
J Open Source Softw. 2019;4(40):
pubmed: 32775955
NMR Biomed. 2010 Feb;23(2):207-17
pubmed: 19924726
Magn Reson Med. 2008 Dec;60(6):1396-407
pubmed: 19025906
Neuroimage. 2018 Jan 15;165:170-179
pubmed: 29061527

Auteurs

Julien Cohen-Adad (J)

NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada. jcohen@polymtl.ca.
Functional Neuroimaging Unit, CRIUGM, Université de Montréal, Montreal, QC, Canada. jcohen@polymtl.ca.
Mila - Quebec AI Institute, Montreal, QC, Canada. jcohen@polymtl.ca.

Eva Alonso-Ortiz (E)

NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada.

Mihael Abramovic (M)

Department of Radiology, Swiss Paraplegic Centre, Nottwil, Switzerland.

Carina Arneitz (C)

Department of Radiology, Swiss Paraplegic Centre, Nottwil, Switzerland.

Nicole Atcheson (N)

Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia.

Laura Barlow (L)

Department of Radiology, University of British Columbia, Vancouver, BC, Canada.

Robert L Barry (RL)

Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA, USA.
Department of Radiology, Harvard Medical School, Boston, MA, USA.
Harvard-Massachusetts Institute of Technology Health Sciences & Technology, Cambridge, MA, USA.

Markus Barth (M)

School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia.

Marco Battiston (M)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.

Christian Büchel (C)

Department of Systems Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Matthew Budde (M)

Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI, USA.

Virginie Callot (V)

Aix-Marseille Univ, CNRS, CRMBM, Marseille, France.
APHM, Hopital Universitaire Timone, CEMEREM, Marseille, France.

Anna J E Combes (AJE)

Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, USA.

Benjamin De Leener (B)

Department of Computer and Software Engineering, Polytechnique Montreal, Montreal, Canada.
CHU Sainte-Justine Research Centre, Montreal, QC, Canada.

Maxime Descoteaux (M)

Centre de Recherche CHUS, CIMS, Sherbrooke, Canada.
Sherbrooke Connectivity Imaging Lab (SCIL), Computer Science department, Université de Sherbrooke, Sherbrooke, Canada.

Paulo Loureiro de Sousa (PL)

Université de Strasbourg, CNRS, ICube, Strasbourg, France.

Marek Dostál (M)

UHB - University Hospital Brno and Masaryk University, Department of Radiology and Nuclear Medicine, Brno, Czech Republic.

Julien Doyon (J)

McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.

Adam Dvorak (A)

Department of Physics and Astronomy, University of British Columbia, Vancouver, BC, Canada.

Falk Eippert (F)

Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

Karla R Epperson (KR)

Richard M. Lucas Center, Stanford University School of Medicine, Stanford, CA, USA.

Kevin S Epperson (KS)

Richard M. Lucas Center, Stanford University School of Medicine, Stanford, CA, USA.

Patrick Freund (P)

Spinal Cord Injury Center Balgrist, University of Zurich, Zurich, Switzerland.

Jürgen Finsterbusch (J)

Department of Systems Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Alexandru Foias (A)

NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada.

Michela Fratini (M)

Institute of Nanotechnology, CNR, Rome, Italy.
IRCCS Santa Lucia Foundation, Rome, Italy.

Issei Fukunaga (I)

Department of Radiology, Juntendo University School of Medicine, Tokyo, Japan.

Claudia A M Gandini Wheeler-Kingshott (CAM)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.
Department of Brain and Behavioural Sciences, University of Pavia, Pavia, Italy.
Brain MRI 3T Research Centre, IRCCS Mondino Foundation, Pavia, Italy.

Giancarlo Germani (G)

Brain MRI 3T Research Centre, IRCCS Mondino Foundation, Pavia, Italy.

Guillaume Gilbert (G)

MR Clinical Science, Philips Healthcare, Markham, ON, Canada.

Federico Giove (F)

IRCCS Santa Lucia Foundation, Rome, Italy.
CREF - Museo storico della fisica e Centro studi e ricerche Enrico Fermi, Rome, Italy.

Charley Gros (C)

NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada.
Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia.

Francesco Grussu (F)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.
Radiomics Group, Vall d'Hebron Institute of Oncology, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain.

Akifumi Hagiwara (A)

Department of Radiology, Juntendo University School of Medicine, Tokyo, Japan.

Pierre-Gilles Henry (PG)

Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA.

Tomáš Horák (T)

Multimodal and functional imaging laboratory, Central European Institute of Technology (CEITEC), Brno, Czech Republic.

Masaaki Hori (M)

Department of Radiology, Toho University Omori Medical Center, Tokyo, Japan.

James Joers (J)

Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA.

Kouhei Kamiya (K)

Department of Radiology, the University of Tokyo, Tokyo, Japan.

Haleh Karbasforoushan (H)

Interdepartmental Neuroscience Program, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, Stanford, CA, USA.

Miloš Keřkovský (M)

UHB - University Hospital Brno and Masaryk University, Department of Radiology and Nuclear Medicine, Brno, Czech Republic.

Ali Khatibi (A)

McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
Centre of Precision Rehabilitation for Spinal Pain (CPR Spine), School of Sport, Exercise and Rehabilitation Sciences, College of Life and Environmental Sciences, University of Birmingham, Edgbaston, Birmingham, UK.

Joo-Won Kim (JW)

BioMedical Engineering and Imaging Institute (BMEII), Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Nawal Kinany (N)

Institute of Bioengineering/Center for Neuroprosthetics, Ecole Polytechnique Fédérale de Lausanne, Geneva, Switzerland.
Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland.

Hagen H Kitzler (HH)

Institute of Diagnostic and Interventional Neuroradiology, Carl Gustav Carus University Hospital, Technische Universität Dresden, Dresden, Germany.

Shannon Kolind (S)

Department of Radiology, University of British Columbia, Vancouver, BC, Canada.
Department of Physics and Astronomy, University of British Columbia, Vancouver, BC, Canada.
Department Of Medicine (Neurology), University of British Columbia, Vancouver, BC, Canada.

Yazhuo Kong (Y)

CAS Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, Beijing, China.
Department of Psychology, University of Chinese Academy of Sciences, Beijing, China.
Wellcome Centre For Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.

Petr Kudlička (P)

Multimodal and functional imaging laboratory, Central European Institute of Technology (CEITEC), Brno, Czech Republic.

Paul Kuntke (P)

Institute of Diagnostic and Interventional Neuroradiology, Carl Gustav Carus University Hospital, Technische Universität Dresden, Dresden, Germany.

Nyoman D Kurniawan (ND)

Centre for Advanced Imaging, The University of Queensland, Brisbane, Australia.

Slawomir Kusmia (S)

CUBRIC, Cardiff University, Wales, UK.
Centre for Medical Image Computing (CMIC), Medical Physics and Biomedical Engineering Department, University College London, London, UK.
Epilepsy Society MRI Unit, Chalfont St Peter, UK.

René Labounek (R)

Division of Clinical Behavioral Neuroscience, Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA.
Departments of Neurology and Biomedical Engineering, University Hospital Olomouc, Olomouc, Czech Republic.

Maria Marcella Laganà (MM)

IRCCS Fondazione Don Carlo Gnocchi ONLUS, Milan, Italy.

Cornelia Laule (C)

Departments of Radiology, Pathology & Laboratory Medicine, Physics & Astronomy; International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, BC, Canada.

Christine S Law (CS)

Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Christophe Lenglet (C)

Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA.

Tobias Leutritz (T)

Department of Neurophysics, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

Yaou Liu (Y)

Department of Radiology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.
Tiantan Image Research Center, China National Clinical Research Center for Neurological Diseases, Beijing, China.

Sara Llufriu (S)

Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain.

Sean Mackey (S)

Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Eloy Martinez-Heras (E)

Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain.

Loan Mattera (L)

Fondation Campus Biotech Genève, 1202, Geneva, Switzerland.

Igor Nestrasil (I)

Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA.
Division of Clinical Behavioral Neuroscience, Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA.

Kristin P O'Grady (KP)

Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, USA.
Department of Radiology, Vanderbilt University Medical Center, Nashville, TN, USA.

Nico Papinutto (N)

UCSF Weill Institute for Neurosciences, Department of Neurology, University of California San Francisco, San Francisco, CA, USA.

Daniel Papp (D)

NeuroPoly Lab, Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, QC, Canada.
Wellcome Centre For Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.

Deborah Pareto (D)

Neuroradiology Section, Vall d'Hebron University Hospital, Barcelona, Spain.

Todd B Parrish (TB)

Interdepartmental Neuroscience Program, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.

Anna Pichiecchio (A)

Department of Brain and Behavioural Sciences, University of Pavia, Pavia, Italy.
Brain MRI 3T Research Centre, IRCCS Mondino Foundation, Pavia, Italy.

Ferran Prados (F)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.
Centre for Medical Image Computing (CMIC), Medical Physics and Biomedical Engineering Department, University College London, London, UK.
E-health Centre, Universitat Oberta de Catalunya, Barcelona, Spain.

Àlex Rovira (À)

Neuroradiology Section, Vall d'Hebron University Hospital, Barcelona, Spain.

Marc J Ruitenberg (MJ)

School of Biomedical Sciences, Faculty of Medicine, The University of Queensland, Brisbane, Australia.

Rebecca S Samson (RS)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.

Giovanni Savini (G)

Brain MRI 3T Research Centre, IRCCS Mondino Foundation, Pavia, Italy.

Maryam Seif (M)

Spinal Cord Injury Center Balgrist, University of Zurich, Zurich, Switzerland.
Department of Neurophysics, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.

Alan C Seifert (AC)

BioMedical Engineering and Imaging Institute (BMEII), Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Alex K Smith (AK)

Wellcome Centre For Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.

Seth A Smith (SA)

Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN, USA.
Department of Radiology, Vanderbilt University Medical Center, Nashville, TN, USA.

Zachary A Smith (ZA)

University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA.

Elisabeth Solana (E)

Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and Universitat de Barcelona, Barcelona, Spain.

Y Suzuki (Y)

Department of Radiology, the University of Tokyo, Tokyo, Japan.

George Tackley (G)

CUBRIC, Cardiff University, Wales, UK.

Alexandra Tinnermann (A)

Department of Systems Neuroscience, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Jan Valošek (J)

Department of Neurology, Faculty of Medicine and Dentistry, Palacký University and University Hospital Olomouc, Olomouc, Czech Republic.

Dimitri Van De Ville (D)

Institute of Bioengineering/Center for Neuroprosthetics, Ecole Polytechnique Fédérale de Lausanne, Geneva, Switzerland.
Department of Radiology and Medical Informatics, University of Geneva, Geneva, Switzerland.

Marios C Yiannakas (MC)

NMR Research Unit, Queen Square MS Centre, UCL Queen Square Institute of Neurology, Faculty of Brain Sciences, University College London, London, UK.

Kenneth A Weber Ii (KA)

Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Nikolaus Weiskopf (N)

Department of Neurophysics, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.
Felix Bloch Institute for Solid State Physics, Faculty of Physics and Earth Sciences, Leipzig University, Leipzig, Germany.

Richard G Wise (RG)

CUBRIC, Cardiff University, Wales, UK.
Institute for Advanced Biomedical Technologies, Department of Neuroscience, Imaging and Clinical Sciences, "G. D'Annunzio University" of Chieti-Pescara, Chieti-Pescara, Italy.

Patrik O Wyss (PO)

Department of Radiology, Swiss Paraplegic Centre, Nottwil, Switzerland.

Junqian Xu (J)

BioMedical Engineering and Imaging Institute (BMEII), Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH