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Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately
OBJECTIVES: To analyse the amount, reporting and handling of missing data, approach to intention-to-treat (ITT) principle application and sensitivity analysis utilisation in randomised clinical trials (RCTs) of rheumatoid arthritis (RA). To assess the trend in such reporting 10 years apart (2006 and...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327847/ https://www.ncbi.nlm.nih.gov/pubmed/34330848 http://dx.doi.org/10.1136/rmdopen-2021-001708 |
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author | Khan, Nasim A Torralba, Karina D Aslam, Fawad |
author_facet | Khan, Nasim A Torralba, Karina D Aslam, Fawad |
author_sort | Khan, Nasim A |
collection | PubMed |
description | OBJECTIVES: To analyse the amount, reporting and handling of missing data, approach to intention-to-treat (ITT) principle application and sensitivity analysis utilisation in randomised clinical trials (RCTs) of rheumatoid arthritis (RA). To assess the trend in such reporting 10 years apart (2006 and 2016). METHODS: Parallel group drug therapy RA RCTs with a clinical primary endpoint. RESULTS: 176 studies enrolling a median of 160 (IQR 62–339) patients were eligible. In terms of actual analysis: 81 (46%) RCTs conducted ITT, 42 (23.9%) conducted modified ITT while 53 (30.1%) conducted non-ITT analysis. Only 58 of 97 (59.8%) RCTs reporting an ITT analysis actually performed it. The median (IQR) numbers of participants completing the trial and included in analysis for primary outcome were 86% (74%–91%) and 100% (97.1%–100%), respectively. 53 (32.7%) and 65 (40.1%) RCTs had >20% and 10%–20% missing primary outcome data, respectively. Missing data handling was unreported by 58 of 171 (33.9%) RCTs. When reported, vast majority used simple imputation methods. No significant trend towards improved reporting was seen between 2006 and 2016. Sensitivity analysis numerically improved from 2006 to 2016 (14.7% vs 21.4%). CONCLUSIONS: There is significant discrepancy in the reported and the actual performed analysis in RA drug therapy RCTs. Nearly one-third of RCTs had >20% missing data. The reporting and methods of missing data handling remain inadequate with high usage of non-preferred simple imputation methods. Sensitivity analysis utilisation was low. No trend towards better missing data reporting and handling was seen. |
format | Online Article Text |
id | pubmed-8327847 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-83278472021-08-19 Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately Khan, Nasim A Torralba, Karina D Aslam, Fawad RMD Open Treatments OBJECTIVES: To analyse the amount, reporting and handling of missing data, approach to intention-to-treat (ITT) principle application and sensitivity analysis utilisation in randomised clinical trials (RCTs) of rheumatoid arthritis (RA). To assess the trend in such reporting 10 years apart (2006 and 2016). METHODS: Parallel group drug therapy RA RCTs with a clinical primary endpoint. RESULTS: 176 studies enrolling a median of 160 (IQR 62–339) patients were eligible. In terms of actual analysis: 81 (46%) RCTs conducted ITT, 42 (23.9%) conducted modified ITT while 53 (30.1%) conducted non-ITT analysis. Only 58 of 97 (59.8%) RCTs reporting an ITT analysis actually performed it. The median (IQR) numbers of participants completing the trial and included in analysis for primary outcome were 86% (74%–91%) and 100% (97.1%–100%), respectively. 53 (32.7%) and 65 (40.1%) RCTs had >20% and 10%–20% missing primary outcome data, respectively. Missing data handling was unreported by 58 of 171 (33.9%) RCTs. When reported, vast majority used simple imputation methods. No significant trend towards improved reporting was seen between 2006 and 2016. Sensitivity analysis numerically improved from 2006 to 2016 (14.7% vs 21.4%). CONCLUSIONS: There is significant discrepancy in the reported and the actual performed analysis in RA drug therapy RCTs. Nearly one-third of RCTs had >20% missing data. The reporting and methods of missing data handling remain inadequate with high usage of non-preferred simple imputation methods. Sensitivity analysis utilisation was low. No trend towards better missing data reporting and handling was seen. BMJ Publishing Group 2021-07-30 /pmc/articles/PMC8327847/ /pubmed/34330848 http://dx.doi.org/10.1136/rmdopen-2021-001708 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Treatments Khan, Nasim A Torralba, Karina D Aslam, Fawad Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title | Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title_full | Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title_fullStr | Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title_full_unstemmed | Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title_short | Missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
title_sort | missing data in randomised controlled trials of rheumatoid arthritis drug therapy are substantial and handled inappropriately |
topic | Treatments |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8327847/ https://www.ncbi.nlm.nih.gov/pubmed/34330848 http://dx.doi.org/10.1136/rmdopen-2021-001708 |
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