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Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials
BACKGROUND: Missing patient reported outcomes data threaten the validity of PRO‐specific findings and conclusions from randomized controlled trials by introducing bias due to data missing not at random. Clinical Research Associates are a largely unexplored source for informing understanding of poten...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8085912/ https://www.ncbi.nlm.nih.gov/pubmed/33835717 http://dx.doi.org/10.1002/cam4.3826 |
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author | Palmer, Michael J. Krupa, Terry Richardson, Harriet Brundage, Michael D. |
author_facet | Palmer, Michael J. Krupa, Terry Richardson, Harriet Brundage, Michael D. |
author_sort | Palmer, Michael J. |
collection | PubMed |
description | BACKGROUND: Missing patient reported outcomes data threaten the validity of PRO‐specific findings and conclusions from randomized controlled trials by introducing bias due to data missing not at random. Clinical Research Associates are a largely unexplored source for informing understanding of potential causes of missing PRO data. The purpose of this qualitative research was to describe factors that influence missing PRO data, as revealed through the lived experience of CRAs. METHODS: Maximum variation sampling was used to select CRAs having a range of experiences with missing PRO data from academic or nonacademic centers in different geographic locations of Canada. Semistructured interviews were audio‐recorded, transcribed verbatim, and analyzed according to descriptive phenomenology. RESULTS: Eleven CRAs were interviewed. Analysis revealed several factors that influence missing PRO data that were organized within themes. PROs for routine clinical care compete with PROs for RCTs. Both the paper and electronic formats have benefits and drawbacks. Missing PRO data are influenced by characteristics of the instruments and of the patients. Assessment of PROs at progression of disease is particularly difficult. Deficiencies in center research infrastructure can contribute. CRAs develop relationships with patients that may help reduce missing PRO data. It is not always possible to provide sufficient time to complete the instrument. There is a need for field guidance and a motivation among CRAs to contribute their knowledge to address issues. CONCLUSION: These results enhance understanding of factors influencing missing PRO data and have important implications for designing operational solutions to improve data quality on cancer RCTs. |
format | Online Article Text |
id | pubmed-8085912 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80859122021-05-07 Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials Palmer, Michael J. Krupa, Terry Richardson, Harriet Brundage, Michael D. Cancer Med Clinical Cancer Research BACKGROUND: Missing patient reported outcomes data threaten the validity of PRO‐specific findings and conclusions from randomized controlled trials by introducing bias due to data missing not at random. Clinical Research Associates are a largely unexplored source for informing understanding of potential causes of missing PRO data. The purpose of this qualitative research was to describe factors that influence missing PRO data, as revealed through the lived experience of CRAs. METHODS: Maximum variation sampling was used to select CRAs having a range of experiences with missing PRO data from academic or nonacademic centers in different geographic locations of Canada. Semistructured interviews were audio‐recorded, transcribed verbatim, and analyzed according to descriptive phenomenology. RESULTS: Eleven CRAs were interviewed. Analysis revealed several factors that influence missing PRO data that were organized within themes. PROs for routine clinical care compete with PROs for RCTs. Both the paper and electronic formats have benefits and drawbacks. Missing PRO data are influenced by characteristics of the instruments and of the patients. Assessment of PROs at progression of disease is particularly difficult. Deficiencies in center research infrastructure can contribute. CRAs develop relationships with patients that may help reduce missing PRO data. It is not always possible to provide sufficient time to complete the instrument. There is a need for field guidance and a motivation among CRAs to contribute their knowledge to address issues. CONCLUSION: These results enhance understanding of factors influencing missing PRO data and have important implications for designing operational solutions to improve data quality on cancer RCTs. John Wiley and Sons Inc. 2021-04-09 /pmc/articles/PMC8085912/ /pubmed/33835717 http://dx.doi.org/10.1002/cam4.3826 Text en © 2021 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Clinical Cancer Research Palmer, Michael J. Krupa, Terry Richardson, Harriet Brundage, Michael D. Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title | Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title_full | Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title_fullStr | Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title_full_unstemmed | Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title_short | Clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
title_sort | clinical research associates experience with missing patient reported outcomes data in cancer randomized controlled trials |
topic | Clinical Cancer Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8085912/ https://www.ncbi.nlm.nih.gov/pubmed/33835717 http://dx.doi.org/10.1002/cam4.3826 |
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