Cargando…
Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy
Emerging trends in pervasive computing and medical informatics are creating the possibility for large-scale collection, sharing, aggregation and analysis of unprecedented volumes of data, a phenomenon commonly known as big data. In this contribution, we review the existing scientific literature on b...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808247/ https://www.ncbi.nlm.nih.gov/pubmed/29468161 http://dx.doi.org/10.3389/fmed.2018.00013 |
_version_ | 1783299432246149120 |
---|---|
author | Ienca, Marcello Vayena, Effy Blasimme, Alessandro |
author_facet | Ienca, Marcello Vayena, Effy Blasimme, Alessandro |
author_sort | Ienca, Marcello |
collection | PubMed |
description | Emerging trends in pervasive computing and medical informatics are creating the possibility for large-scale collection, sharing, aggregation and analysis of unprecedented volumes of data, a phenomenon commonly known as big data. In this contribution, we review the existing scientific literature on big data approaches to dementia, as well as commercially available mobile-based applications in this domain. Our analysis suggests that big data approaches to dementia research and care hold promise for improving current preventive and predictive models, casting light on the etiology of the disease, enabling earlier diagnosis, optimizing resource allocation, and delivering more tailored treatments to patients with specific disease trajectories. Such promissory outlook, however, has not materialized yet, and raises a number of technical, scientific, ethical, and regulatory challenges. This paper provides an assessment of these challenges and charts the route ahead for research, ethics, and policy. |
format | Online Article Text |
id | pubmed-5808247 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-58082472018-02-21 Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy Ienca, Marcello Vayena, Effy Blasimme, Alessandro Front Med (Lausanne) Medicine Emerging trends in pervasive computing and medical informatics are creating the possibility for large-scale collection, sharing, aggregation and analysis of unprecedented volumes of data, a phenomenon commonly known as big data. In this contribution, we review the existing scientific literature on big data approaches to dementia, as well as commercially available mobile-based applications in this domain. Our analysis suggests that big data approaches to dementia research and care hold promise for improving current preventive and predictive models, casting light on the etiology of the disease, enabling earlier diagnosis, optimizing resource allocation, and delivering more tailored treatments to patients with specific disease trajectories. Such promissory outlook, however, has not materialized yet, and raises a number of technical, scientific, ethical, and regulatory challenges. This paper provides an assessment of these challenges and charts the route ahead for research, ethics, and policy. Frontiers Media S.A. 2018-02-06 /pmc/articles/PMC5808247/ /pubmed/29468161 http://dx.doi.org/10.3389/fmed.2018.00013 Text en Copyright © 2018 Ienca, Vayena and Blasimme. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Ienca, Marcello Vayena, Effy Blasimme, Alessandro Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title | Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title_full | Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title_fullStr | Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title_full_unstemmed | Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title_short | Big Data and Dementia: Charting the Route Ahead for Research, Ethics, and Policy |
title_sort | big data and dementia: charting the route ahead for research, ethics, and policy |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808247/ https://www.ncbi.nlm.nih.gov/pubmed/29468161 http://dx.doi.org/10.3389/fmed.2018.00013 |
work_keys_str_mv | AT iencamarcello bigdataanddementiachartingtherouteaheadforresearchethicsandpolicy AT vayenaeffy bigdataanddementiachartingtherouteaheadforresearchethicsandpolicy AT blasimmealessandro bigdataanddementiachartingtherouteaheadforresearchethicsandpolicy |