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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...

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Autores principales: Branson, Janice, Good, Nathan, Chen, Jung-Wei, Monge, Will, Probst, Christian, El Emam, Khaled
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
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.
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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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