The Back Pain Consortium (BACPAC) Research Program Data Harmonization: Rationale for Data Elements and Standards.

common data elements data integration data standards harmonization low back pain

Journal

Pain medicine (Malden, Mass.)
ISSN: 1526-4637
Titre abrégé: Pain Med
Pays: England
ID NLM: 100894201

Informations de publication

Date de publication:
04 08 2023
Historique:
received: 30 09 2022
revised: 19 01 2023
accepted: 19 01 2023
medline: 7 8 2023
pubmed: 2 2 2023
entrez: 1 2 2023
Statut: ppublish

Résumé

One aim of the Back Pain Consortium (BACPAC) Research Program is to develop an integrated model of chronic low back pain that is informed by combined data from translational research and clinical trials. We describe efforts to maximize data harmonization and accessibility to facilitate Consortium-wide analyses. Consortium-wide working groups established harmonized data elements to be collected in all studies and developed standards for tabular and nontabular data (eg, imaging and omics). The BACPAC Data Portal was developed to facilitate research collaboration across the Consortium. Clinical experts developed the BACPAC Minimum Dataset with required domains and outcome measures to be collected by use of questionnaires across projects. Other nonrequired domain-specific measures are collected by multiple studies. To optimize cross-study analyses, a modified data standard was developed on the basis of the Clinical Data Interchange Standards Consortium Study Data Tabulation Model to harmonize data structures and facilitate integration of baseline characteristics, participant-reported outcomes, chronic low back pain treatments, clinical exam, functional performance, psychosocial characteristics, quantitative sensory testing, imaging, and biomechanical data. Standards to accommodate the unique features of chronic low back pain data were adopted. Research units submit standardized study data to the BACPAC Data Portal, developed as a secure cloud-based central data repository and computing infrastructure for researchers to access and conduct analyses on data collected by or acquired for BACPAC. BACPAC harmonization efforts and data standards serve as an innovative model for data integration that could be used as a framework for other consortia with multiple, decentralized research programs.

Identifiants

pubmed: 36721327
pii: 7017526
doi: 10.1093/pm/pnad008
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

S95-S104

Subventions

Organisme : NIAMS NIH HHS
ID : UH2 AR076719
Pays : United States
Organisme : NIAMS NIH HHS
ID : UH3 AR076719
Pays : United States
Organisme : NIAMS NIH HHS
ID : UH3 AR076723
Pays : United States
Organisme : NIH HHS
ID : 1UH2AR076731-01
Pays : United States

Informations de copyright

© The Author(s) 2023. Published by Oxford University Press on behalf of the American Academy of Pain Medicine.

Auteurs

Anna Batorsky (A)

Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Anton E Bowden (AE)

Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States.

Jessa Darwin (J)

Department of Physical Medicine and Rehabilitation, School of Medicine, University of Pittsburgh, Pittsburgh, PA, United States.

Aaron J Fields (AJ)

Department of Orthopaedic Surgery, University of California San Francisco, San Francisco, CA, United States.

Carol M Greco (CM)

Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States.
Department of Physical Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, PA, United States.

Richard E Harris (RE)

Chronic Pain and Fatigue Research Center, Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, United States.

Trisha F Hue (TF)

Department of Epidemiology & Biostatistics, University of California San Francisco, San Francisco, CA, United States.

Joseph Kakyomya (J)

School of Health and Rehabilitation Sciences Data Center, University of Pittsburgh, Pittsburgh, PA, United States.

Wolf Mehling (W)

Department of Family and Community Medicine, University of California San Francisco, San Francisco, CA, United States.

Conor O'Neill (C)

Department of Orthopaedic Surgery, University of California San Francisco, San Francisco, CA, United States.

Charity G Patterson (CG)

Department of Physical Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, PA, United States.
School of Health and Rehabilitation Sciences Data Center, University of Pittsburgh, Pittsburgh, PA, United States.

Sara R Piva (SR)

Department of Physical Therapy, School of Health and Rehabilitation Sciences, University of Pittsburgh, Pittsburgh, PA, United States.

Nico Sollmann (N)

Department of Radiology and Biomedical Imaging, University of California San Francisco, San Francisco, CA, United States.
Department of Diagnostic and Interventional Radiology, University Hospital Ulm, Ulm, Germany.
Department of Diagnostic and Interventional Neuroradiology, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.
TUM-Neuroimaging Center, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.

Vincent Toups (V)

Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Ajay D Wasan (AD)

Department of Anesthesiology and Perioperative Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, United States.

Ronald Wasserman (R)

Back and Pain Center, University of Michigan, Ann Arbor, MI, United States.
Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States.

David A Williams (DA)

Chronic Pain and Fatigue Research Center, Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, United States.
Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States.
Department of Psychiatry, University of Michigan Medical School, Ann Arbor, MI, United States.
Department of Internal Medicine-Rheumatology, University of Michigan Medical School, Ann Arbor, MI, United States.

Nam V Vo (NV)

Department of Orthopaedic Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States.
Ferguson Laboratory for Orthopaedic and Spine Research, University of Pittsburgh, Pittsburgh, PA, United States.

Matthew A Psioda (MA)

Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

Micah McCumber (M)

Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.

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