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
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-S104Subventions
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.