Genomics and data science: an application within an umbrella
| العنوان: | Genomics and data science: an application within an umbrella |
|---|---|
| المؤلفون: | Fabio C. P. Navarro, Hussein Mohsen, Mark Gerstein, William Meyerson, Shantao Li, Mengting Gu, Chengfei Yan |
| المصدر: | Genome Biology, Vol 20, Iss 1, Pp 1-11 (2019) Genome Biology |
| بيانات النشر: | BMC, 2019. |
| سنة النشر: | 2019 |
| مصطلحات موضوعية: | Data value, 0303 health sciences, Opinion, lcsh:QH426-470, Process (engineering), Data Science, Umbrella term, Genomics, Biology, Data science, 03 medical and health sciences, lcsh:Genetics, 0302 clinical medicine, lcsh:Biology (General), lcsh:QH301-705.5, 030217 neurology & neurosurgery, 030304 developmental biology |
| الوصف: | Data science allows the extraction of practical insights from large-scale data. Here, we contextualize it as an umbrella term, encompassing several disparate subdomains. We focus on how genomics fits as a specific application subdomain, in terms of well-known 3 V data and 4 M process frameworks (volume-velocity-variety and measurement-mining-modeling-manipulation, respectively). We further analyze the technical and cultural “exports” and “imports” between genomics and other data-science subdomains (e.g., astronomy). Finally, we discuss how data value, privacy, and ownership are pressing issues for data science applications, in general, and are especially relevant to genomics, due to the persistent nature of DNA. |
| اللغة: | English |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::73617318a473ed363cdb7bbd4a2683c7 http://link.springer.com/article/10.1186/s13059-019-1724-1 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....73617318a473ed363cdb7bbd4a2683c7 |
| قاعدة البيانات: | OpenAIRE |
| الوصف غير متاح. |