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Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain
BACKGROUND: Individual patient data (IPD) meta‐analysis of existing randomized controlled trials (RCTs) is a promising approach to achieving sufficient statistical power to identify sub‐groups. We created a repository of IPD from multiple low back pain (LBP) RCTs to facilitate a study of treatment m...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5412919/ https://www.ncbi.nlm.nih.gov/pubmed/27977068 http://dx.doi.org/10.1002/ejp.984 |
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author | Hee, S.W. Dritsaki, M. Willis, A. Underwood, M. Patel, S. |
author_facet | Hee, S.W. Dritsaki, M. Willis, A. Underwood, M. Patel, S. |
author_sort | Hee, S.W. |
collection | PubMed |
description | BACKGROUND: Individual patient data (IPD) meta‐analysis of existing randomized controlled trials (RCTs) is a promising approach to achieving sufficient statistical power to identify sub‐groups. We created a repository of IPD from multiple low back pain (LBP) RCTs to facilitate a study of treatment moderators. Due to sparse heterogeneous data, the repository needed to be robust and flexible to accommodate millions of data points prior to any subsequent analysis. METHODS: We systematically identified RCTs of therapist delivered intervention for inclusion to the repository. Some were obtained through project publicity. We requested both individual items and aggregate scores of all baseline characteristics and outcomes for all available time points. The repository is made up of a hybrid database: entity‐attribute‐value and relational database which is capable of storing sparse heterogeneous datasets. We developed a bespoke software program to extract, transform and upload the shared data. RESULTS: There were 20 datasets with more than 3 million data points from 9328 participants. All trials collected covariates and outcomes data at baseline and follow‐ups. The bespoke standardized repository is flexible to accommodate millions of data points without compromising data integrity. Data are easily retrieved for analysis using standard statistical programs. CONCLUSIONS: The bespoke hybrid repository is complex to implement and to query but its flexibility in supporting datasets with varying sets of responses and outcomes with different data types is a worthy trade off. The large standardized LBP dataset is also an important resource useable by other LBP researchers. SIGNIFICANCE: A flexible adaptive database for pain studies that can easily be expanded for future researchers to map, transform and upload their data in a safe and secure environment. The data are standardized and harmonized which will facilitate future requests from other researchers for secondary analyses. |
format | Online Article Text |
id | pubmed-5412919 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54129192017-05-15 Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain Hee, S.W. Dritsaki, M. Willis, A. Underwood, M. Patel, S. Eur J Pain Original Research BACKGROUND: Individual patient data (IPD) meta‐analysis of existing randomized controlled trials (RCTs) is a promising approach to achieving sufficient statistical power to identify sub‐groups. We created a repository of IPD from multiple low back pain (LBP) RCTs to facilitate a study of treatment moderators. Due to sparse heterogeneous data, the repository needed to be robust and flexible to accommodate millions of data points prior to any subsequent analysis. METHODS: We systematically identified RCTs of therapist delivered intervention for inclusion to the repository. Some were obtained through project publicity. We requested both individual items and aggregate scores of all baseline characteristics and outcomes for all available time points. The repository is made up of a hybrid database: entity‐attribute‐value and relational database which is capable of storing sparse heterogeneous datasets. We developed a bespoke software program to extract, transform and upload the shared data. RESULTS: There were 20 datasets with more than 3 million data points from 9328 participants. All trials collected covariates and outcomes data at baseline and follow‐ups. The bespoke standardized repository is flexible to accommodate millions of data points without compromising data integrity. Data are easily retrieved for analysis using standard statistical programs. CONCLUSIONS: The bespoke hybrid repository is complex to implement and to query but its flexibility in supporting datasets with varying sets of responses and outcomes with different data types is a worthy trade off. The large standardized LBP dataset is also an important resource useable by other LBP researchers. SIGNIFICANCE: A flexible adaptive database for pain studies that can easily be expanded for future researchers to map, transform and upload their data in a safe and secure environment. The data are standardized and harmonized which will facilitate future requests from other researchers for secondary analyses. John Wiley and Sons Inc. 2016-12-15 2017-05 /pmc/articles/PMC5412919/ /pubmed/27977068 http://dx.doi.org/10.1002/ejp.984 Text en © 2016 The Authors. European Journal of Pain published by John Wiley & Sons Ltd on behalf of European Pain Federation ‐ EFIC® This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Research Hee, S.W. Dritsaki, M. Willis, A. Underwood, M. Patel, S. Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title | Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title_full | Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title_fullStr | Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title_full_unstemmed | Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title_short | Development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
title_sort | development of a repository of individual participant data from randomized controlled trials of therapists delivered interventions for low back pain |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5412919/ https://www.ncbi.nlm.nih.gov/pubmed/27977068 http://dx.doi.org/10.1002/ejp.984 |
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