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Privacy-preserving genomic testing in the clinic: a model using HIV treatment
PURPOSE: The implementation of genomic-based medicine is hindered by unresolved questions regarding data privacy and delivery of interpreted results to health-care practitioners. We used DNA-based prediction of HIV-related outcomes as a model to explore critical issues in clinical genomics. Genet Me...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4985613/ https://www.ncbi.nlm.nih.gov/pubmed/26765343 http://dx.doi.org/10.1038/gim.2015.167 |
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author | McLaren, Paul J. Raisaro, Jean Louis Aouri, Manel Rotger, Margalida Ayday, Erman Bartha, István Delgado, Maria B. Vallet, Yannick Günthard, Huldrych F. Cavassini, Matthias Furrer, Hansjakob Doco-Lecompte, Thanh Marzolini, Catia Schmid, Patrick Di Benedetto, Caroline Decosterd, Laurent A. Fellay, Jacques Hubaux, Jean-Pierre Telenti, Amalio |
author_facet | McLaren, Paul J. Raisaro, Jean Louis Aouri, Manel Rotger, Margalida Ayday, Erman Bartha, István Delgado, Maria B. Vallet, Yannick Günthard, Huldrych F. Cavassini, Matthias Furrer, Hansjakob Doco-Lecompte, Thanh Marzolini, Catia Schmid, Patrick Di Benedetto, Caroline Decosterd, Laurent A. Fellay, Jacques Hubaux, Jean-Pierre Telenti, Amalio |
author_sort | McLaren, Paul J. |
collection | PubMed |
description | PURPOSE: The implementation of genomic-based medicine is hindered by unresolved questions regarding data privacy and delivery of interpreted results to health-care practitioners. We used DNA-based prediction of HIV-related outcomes as a model to explore critical issues in clinical genomics. Genet Med 18 8, 814–822. METHODS: We genotyped 4,149 markers in HIV-positive individuals. Variants allowed for prediction of 17 traits relevant to HIV medical care, inference of patient ancestry, and imputation of human leukocyte antigen (HLA) types. Genetic data were processed under a privacy-preserving framework using homomorphic encryption, and clinical reports describing potentially actionable results were delivered to health-care providers. Genet Med 18 8, 814–822. RESULTS: A total of 230 patients were included in the study. We demonstrated the feasibility of encrypting a large number of genetic markers, inferring patient ancestry, computing monogenic and polygenic trait risks, and reporting results under privacy-preserving conditions. The average execution time of a multimarker test on encrypted data was 865 ms on a standard computer. The proportion of tests returning potentially actionable genetic results ranged from 0 to 54%. Genet Med 18 8, 814–822. CONCLUSIONS: The model of implementation presented herein informs on strategies to deliver genomic test results for clinical care. Data encryption to ensure privacy helps to build patient trust, a key requirement on the road to genomic-based medicine. Genet Med 18 8, 814–822. |
format | Online Article Text |
id | pubmed-4985613 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-49856132016-08-30 Privacy-preserving genomic testing in the clinic: a model using HIV treatment McLaren, Paul J. Raisaro, Jean Louis Aouri, Manel Rotger, Margalida Ayday, Erman Bartha, István Delgado, Maria B. Vallet, Yannick Günthard, Huldrych F. Cavassini, Matthias Furrer, Hansjakob Doco-Lecompte, Thanh Marzolini, Catia Schmid, Patrick Di Benedetto, Caroline Decosterd, Laurent A. Fellay, Jacques Hubaux, Jean-Pierre Telenti, Amalio Genet Med Original Research Article PURPOSE: The implementation of genomic-based medicine is hindered by unresolved questions regarding data privacy and delivery of interpreted results to health-care practitioners. We used DNA-based prediction of HIV-related outcomes as a model to explore critical issues in clinical genomics. Genet Med 18 8, 814–822. METHODS: We genotyped 4,149 markers in HIV-positive individuals. Variants allowed for prediction of 17 traits relevant to HIV medical care, inference of patient ancestry, and imputation of human leukocyte antigen (HLA) types. Genetic data were processed under a privacy-preserving framework using homomorphic encryption, and clinical reports describing potentially actionable results were delivered to health-care providers. Genet Med 18 8, 814–822. RESULTS: A total of 230 patients were included in the study. We demonstrated the feasibility of encrypting a large number of genetic markers, inferring patient ancestry, computing monogenic and polygenic trait risks, and reporting results under privacy-preserving conditions. The average execution time of a multimarker test on encrypted data was 865 ms on a standard computer. The proportion of tests returning potentially actionable genetic results ranged from 0 to 54%. Genet Med 18 8, 814–822. CONCLUSIONS: The model of implementation presented herein informs on strategies to deliver genomic test results for clinical care. Data encryption to ensure privacy helps to build patient trust, a key requirement on the road to genomic-based medicine. Genet Med 18 8, 814–822. Nature Publishing Group 2016-08 2016-01-14 /pmc/articles/PMC4985613/ /pubmed/26765343 http://dx.doi.org/10.1038/gim.2015.167 Text en Copyright © 2016 Official journal of the American College of Medical Genetics and Genomics http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Original Research Article McLaren, Paul J. Raisaro, Jean Louis Aouri, Manel Rotger, Margalida Ayday, Erman Bartha, István Delgado, Maria B. Vallet, Yannick Günthard, Huldrych F. Cavassini, Matthias Furrer, Hansjakob Doco-Lecompte, Thanh Marzolini, Catia Schmid, Patrick Di Benedetto, Caroline Decosterd, Laurent A. Fellay, Jacques Hubaux, Jean-Pierre Telenti, Amalio Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title | Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title_full | Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title_fullStr | Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title_full_unstemmed | Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title_short | Privacy-preserving genomic testing in the clinic: a model using HIV treatment |
title_sort | privacy-preserving genomic testing in the clinic: a model using hiv treatment |
topic | Original Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4985613/ https://www.ncbi.nlm.nih.gov/pubmed/26765343 http://dx.doi.org/10.1038/gim.2015.167 |
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