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Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare
The increased availability of data and recent advancements in artificial intelligence present the unprecedented opportunities in healthcare and major challenges for the patients, developers, providers and regulators. The novel deep learning and transfer learning techniques are turning any data about...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5814166/ https://www.ncbi.nlm.nih.gov/pubmed/29464026 http://dx.doi.org/10.18632/oncotarget.22345 |
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author | Mamoshina, Polina Ojomoko, Lucy Yanovich, Yury Ostrovski, Alex Botezatu, Alex Prikhodko, Pavel Izumchenko, Eugene Aliper, Alexander Romantsov, Konstantin Zhebrak, Alexander Ogu, Iraneus Obioma Zhavoronkov, Alex |
author_facet | Mamoshina, Polina Ojomoko, Lucy Yanovich, Yury Ostrovski, Alex Botezatu, Alex Prikhodko, Pavel Izumchenko, Eugene Aliper, Alexander Romantsov, Konstantin Zhebrak, Alexander Ogu, Iraneus Obioma Zhavoronkov, Alex |
author_sort | Mamoshina, Polina |
collection | PubMed |
description | The increased availability of data and recent advancements in artificial intelligence present the unprecedented opportunities in healthcare and major challenges for the patients, developers, providers and regulators. The novel deep learning and transfer learning techniques are turning any data about the person into medical data transforming simple facial pictures and videos into powerful sources of data for predictive analytics. Presently, the patients do not have control over the access privileges to their medical records and remain unaware of the true value of the data they have. In this paper, we provide an overview of the next-generation artificial intelligence and blockchain technologies and present innovative solutions that may be used to accelerate the biomedical research and enable patients with new tools to control and profit from their personal data as well with the incentives to undergo constant health monitoring. We introduce new concepts to appraise and evaluate personal records, including the combination-, time- and relationship-value of the data. We also present a roadmap for a blockchain-enabled decentralized personal health data ecosystem to enable novel approaches for drug discovery, biomarker development, and preventative healthcare. A secure and transparent distributed personal data marketplace utilizing blockchain and deep learning technologies may be able to resolve the challenges faced by the regulators and return the control over personal data including medical records back to the individuals. |
format | Online Article Text |
id | pubmed-5814166 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-58141662018-02-20 Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare Mamoshina, Polina Ojomoko, Lucy Yanovich, Yury Ostrovski, Alex Botezatu, Alex Prikhodko, Pavel Izumchenko, Eugene Aliper, Alexander Romantsov, Konstantin Zhebrak, Alexander Ogu, Iraneus Obioma Zhavoronkov, Alex Oncotarget Research Paper The increased availability of data and recent advancements in artificial intelligence present the unprecedented opportunities in healthcare and major challenges for the patients, developers, providers and regulators. The novel deep learning and transfer learning techniques are turning any data about the person into medical data transforming simple facial pictures and videos into powerful sources of data for predictive analytics. Presently, the patients do not have control over the access privileges to their medical records and remain unaware of the true value of the data they have. In this paper, we provide an overview of the next-generation artificial intelligence and blockchain technologies and present innovative solutions that may be used to accelerate the biomedical research and enable patients with new tools to control and profit from their personal data as well with the incentives to undergo constant health monitoring. We introduce new concepts to appraise and evaluate personal records, including the combination-, time- and relationship-value of the data. We also present a roadmap for a blockchain-enabled decentralized personal health data ecosystem to enable novel approaches for drug discovery, biomarker development, and preventative healthcare. A secure and transparent distributed personal data marketplace utilizing blockchain and deep learning technologies may be able to resolve the challenges faced by the regulators and return the control over personal data including medical records back to the individuals. Impact Journals LLC 2017-11-09 /pmc/articles/PMC5814166/ /pubmed/29464026 http://dx.doi.org/10.18632/oncotarget.22345 Text en Copyright: © 2018 Mamoshina et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) 3.0 (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Mamoshina, Polina Ojomoko, Lucy Yanovich, Yury Ostrovski, Alex Botezatu, Alex Prikhodko, Pavel Izumchenko, Eugene Aliper, Alexander Romantsov, Konstantin Zhebrak, Alexander Ogu, Iraneus Obioma Zhavoronkov, Alex Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title | Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title_full | Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title_fullStr | Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title_full_unstemmed | Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title_short | Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
title_sort | converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5814166/ https://www.ncbi.nlm.nih.gov/pubmed/29464026 http://dx.doi.org/10.18632/oncotarget.22345 |
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