Novartis, Basel, Switzerland.
Good Research, El Cerrito, CA, USA.
Trials. 2020 Feb 18;21(1):200. doi: 10.1186/s13063-020-4120-y.
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.
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.
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.
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.
监管机构,如欧洲药品管理局和加拿大卫生部,要求公开用于做出药物批准决定的临床试验报告。这两个机构都为在共享这些临床报告之前对其进行定量匿名化提供了指导。对于这种方法在保护临床试验数据中患者隐私的有效性,实证信息有限。
在本文中,我们通过实证检验了以下假设:当这些指南在实践中得到实施时,它们为患者提供了足够的隐私保护。对一种作为处方眼药水销售的非甾体抗炎药的临床试验报告进行了重新识别。目标是在美国找到 500 名患者。仅报告了可信度得分较低的疑似匹配项。
确定了六个具有低置信度得分的疑似匹配项。每个疑似匹配项需要 24.2 小时的努力。社交媒体和死亡记录为获取疑似匹配项提供了最有用的信息。
这些结果表明,这些机构的匿名化指南可以为患者提供足够的隐私保护,并且攻击模式可以为他们在为制造商提供的指南中进一步完善方法提供信息。