Abstract:
BACKGROUND:Many HIV research projects are plagued by the high missing rate of selfreported information during data collection. Also, due to the sensitive nature of the HIV research data, privacy protection is always a concern for data sharing in HIV studies. METHODS:This paper applies a data masking approach, called triple-matrix masking [1], to the context of HIV research for ensuring privacy protection during the process of data collection and data sharing. RESULTS:Using a set of generated HIV patient data, we show step by step how the data are randomly transformed (masked) before leaving the patients' individual data collection device (which ensures that nobody sees the actual data) and how the masked data are further transformed by a masking service provider and a data collector. We demonstrate that the masked data retain statistical utility of the original data, yielding the exactly same inference results in the planned logistic regression on the effect of age on the adherence to antiretroviral therapy and in the Cox proportional hazard model for the age effect on time to viral load suppression. CONCLUSION:Privacy-preserving data collection method may help resolve the privacy protection issue in HIV research. The individual sensitive data can be completely hidden while the same inference results can still be obtained from the masked data, with the use of common statistical analysis methods.
journal_name
Curr HIV Resjournal_title
Current HIV researchauthors
Pei Q,Chen S,Xiao Y,Wu SSdoi
10.2174/1570162x13666151029102539subject
Has Abstractpub_date
2016-01-01 00:00:00pages
121-9issue
2eissn
1570-162Xissn
1873-4251pii
CHR-EPUB-71404journal_volume
14pub_type
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journal_title:Current HIV research
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doi:10.2174/157016212802429848
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journal_title:Current HIV research
pub_type: 杂志文章,评审
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journal_title:Current HIV research
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journal_title:Current HIV research
pub_type: 杂志文章
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更新日期:2010-04-01 00:00:00
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journal_title:Current HIV research
pub_type: 杂志文章
doi:10.2174/1570162x13666150806110238
更新日期:2016-01-01 00:00:00
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journal_title:Current HIV research
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journal_title:Current HIV research
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journal_title:Current HIV research
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journal_title:Current HIV research
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doi:10.2174/157016209788347958
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abstract::In the HAART era Kaposi's sarcoma (KS) remains the second most frequent tumor in HIV-infected patients worldwide, and it has become the most common cancer in Sub-Saharan Africa. In western countries the risk for KS in men having sex with men (MSM) is 5 to 10 times higher compared to other groups of individuals practic...
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doi:10.2174/157016208785861177
更新日期:2008-09-01 00:00:00
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journal_title:Current HIV research
pub_type: 杂志文章
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doi:10.2174/1570162X15666170707143541
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journal_title:Current HIV research
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更新日期:2019-01-01 00:00:00
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journal_title:Current HIV research
pub_type: 杂志文章,评审
doi:10.2174/1570162052772933
更新日期:2005-01-01 00:00:00
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journal_title:Current HIV research
pub_type: 杂志文章,评审
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更新日期:2003-10-01 00:00:00
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journal_title:Current HIV research
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更新日期:2014-01-01 00:00:00
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journal_title:Current HIV research
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更新日期:2020-01-01 00:00:00
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journal_title:Current HIV research
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journal_title:Current HIV research
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更新日期:2020-01-01 00:00:00
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journal_title:Current HIV research
pub_type: 杂志文章,评审
doi:10.2174/157016207780636533
更新日期:2007-05-01 00:00:00
abstract::The cellular protein "Bone marrow stromal antigen 2" (BST2 also called Tetherin, CD317, HM1.24) was identified as a major mediator of the innate immune defense against the dissemination of enveloped viruses. BST2 was shown to physically trap the de novo formed viral particles at the surface of infected cells, thereby ...
journal_title:Current HIV research
pub_type: 杂志文章,评审
doi:10.2174/157016212800792414
更新日期:2012-06-01 00:00:00