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Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations
BACKGROUND: Regulatory agencies, such as the European Medicines Agency and Health Canada, are requiring the public sharing of clinical trial reports that are used to make drug approval decisions. Both agencies have provided guidance for the quantitative anonymization of these clinical reports before...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029478/ https://www.ncbi.nlm.nih.gov/pubmed/32070405 http://dx.doi.org/10.1186/s13063-020-4120-y |
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author | Branson, Janice Good, Nathan Chen, Jung-Wei Monge, Will Probst, Christian El Emam, Khaled |
author_facet | Branson, Janice Good, Nathan Chen, Jung-Wei Monge, Will Probst, Christian El Emam, Khaled |
author_sort | Branson, Janice |
collection | PubMed |
description | BACKGROUND: Regulatory agencies, such as the European Medicines Agency and Health Canada, are requiring the public sharing of clinical trial reports that are used to make drug approval decisions. Both agencies have provided guidance for the quantitative anonymization of these clinical reports before they are shared. There is limited empirical information on the effectiveness of this approach in protecting patient privacy for clinical trial data. METHODS: In this paper we empirically test the hypothesis that when these guidelines are implemented in practice, they provide adequate privacy protection to patients. An anonymized clinical study report for a trial on a non-steroidal anti-inflammatory drug that is sold as a prescription eye drop was subjected to re-identification. The target was 500 patients in the USA. Only suspected matches to real identities were reported. RESULTS: Six suspected matches with low confidence scores were identified. Each suspected match took 24.2 h of effort. Social media and death records provided the most useful information for getting the suspected matches. CONCLUSIONS: These results suggest that the anonymization guidance from these agencies can provide adequate privacy protection for patients, and the modes of attack can inform further refinements of the methodologies they recommend in their guidance for manufacturers. |
format | Online Article Text |
id | pubmed-7029478 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-70294782020-02-25 Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations Branson, Janice Good, Nathan Chen, Jung-Wei Monge, Will Probst, Christian El Emam, Khaled Trials Research BACKGROUND: Regulatory agencies, such as the European Medicines Agency and Health Canada, are requiring the public sharing of clinical trial reports that are used to make drug approval decisions. Both agencies have provided guidance for the quantitative anonymization of these clinical reports before they are shared. There is limited empirical information on the effectiveness of this approach in protecting patient privacy for clinical trial data. METHODS: In this paper we empirically test the hypothesis that when these guidelines are implemented in practice, they provide adequate privacy protection to patients. An anonymized clinical study report for a trial on a non-steroidal anti-inflammatory drug that is sold as a prescription eye drop was subjected to re-identification. The target was 500 patients in the USA. Only suspected matches to real identities were reported. RESULTS: Six suspected matches with low confidence scores were identified. Each suspected match took 24.2 h of effort. Social media and death records provided the most useful information for getting the suspected matches. CONCLUSIONS: These results suggest that the anonymization guidance from these agencies can provide adequate privacy protection for patients, and the modes of attack can inform further refinements of the methodologies they recommend in their guidance for manufacturers. BioMed Central 2020-02-18 /pmc/articles/PMC7029478/ /pubmed/32070405 http://dx.doi.org/10.1186/s13063-020-4120-y Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Branson, Janice Good, Nathan Chen, Jung-Wei Monge, Will Probst, Christian El Emam, Khaled Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title | Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title_full | Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title_fullStr | Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title_full_unstemmed | Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title_short | Evaluating the re-identification risk of a clinical study report anonymized under EMA Policy 0070 and Health Canada Regulations |
title_sort | evaluating the re-identification risk of a clinical study report anonymized under ema policy 0070 and health canada regulations |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7029478/ https://www.ncbi.nlm.nih.gov/pubmed/32070405 http://dx.doi.org/10.1186/s13063-020-4120-y |
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