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

被引:2
|
作者
Batorsky, Anna [1 ]
Bowden, Anton E. [2 ]
Darwin, Jessa [3 ]
Fields, Aaron J. [4 ]
Greco, Carol M. [5 ,6 ]
Harris, Richard E. [7 ]
Hue, Trisha F. [8 ]
Kakyomya, Joseph [9 ,10 ]
Mehling, Wolf [11 ]
O'Neill, Conor [4 ]
Patterson, Charity G. [6 ]
Piva, Sara R. [6 ]
Sollmann, Nico [12 ,13 ,14 ,15 ]
Toups, Vincent [1 ]
Wasan, Ajay D. [16 ]
Wasserman, Ronald [17 ,18 ]
Williams, David A. [7 ,18 ,19 ,20 ]
Vo, Nam V. [21 ,22 ]
Psioda, Matthew A. [1 ]
McCumber, Micah [1 ]
机构
[1] Univ N Carolina, Gillings Sch Global Publ Hlth, Dept Biostat, McGavran Greenberg Hall Campus Box 7420, 135 Dauer, Chapel Hill, NC 27599 USA
[2] Brigham Young Univ, Dept Mech Engn, Provo, UT USA
[3] Univ Pittsburgh, Sch Med, Dept Phys Med & Rehabil, Pittsburgh, PA USA
[4] Univ Calif San Francisco, Dept Orthopaed Surg, San Francisco, CA USA
[5] Univ Pittsburgh, Dept Psychiat, Sch Med, Pittsburgh, PA USA
[6] Univ Pittsburgh, Sch Hlth & Rehabil Sci, Dept Phys Therapy, Pittsburgh, PA USA
[7] Univ Michigan, Chron Pain & Fatigue Res Ctr, Dept Anesthesiol, Med Sch, Ann Arbor, MI USA
[8] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA USA
[9] Univ Pittsburgh, Sch Hlth, Pittsburgh, PA USA
[10] Univ Pittsburgh, Rehabil Sci Data Ctr, Pittsburgh, PA USA
[11] Univ Calif San Francisco, Dept Family & Community Med, San Francisco, CA USA
[12] Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA USA
[13] Univ Hosp Ulm, Dept Diagnost & Intervent Radiol, Ulm, Germany
[14] Tech Univ Munich, Sch Med, Dept Diagnost & Intervent Neuroradiol, Klinikum rechts Isar, Munich, Germany
[15] Tech Univ Munich, TUM Neuroimaging Ctr, Klinikum rechts Isar, Munich, Germany
[16] Univ Pittsburgh, Sch Med, Dept Anesthesiol & Perioperat Med, Pittsburgh, PA USA
[17] Univ Michigan, Back & Pain Ctr, Ann Arbor, MI USA
[18] Univ Michigan, Dept Anesthesiol, Ann Arbor, MI USA
[19] Univ Michigan, Dept Psychiat, Med Sch, Ann Arbor, MI USA
[20] Univ Michigan, Dept Internal Med Rheumatol, Med Sch, Ann Arbor, MI USA
[21] Univ Pittsburgh, Dept Orthopaed Surg, Sch Med, Pittsburgh, PA USA
[22] Univ Pittsburgh, Ferguson Lab Orthopaed & Spine Res, Pittsburgh, PA USA
基金
美国国家卫生研究院;
关键词
data integration; harmonization; common data elements; low back pain; data standards; QUESTIONNAIRE; VALIDATION; ACCEPTANCE;
D O I
10.1093/pm/pnad008
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Objective 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. Methods 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. Results 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. Conclusions 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.
引用
收藏
页码:S95 / S104
页数:10
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