%0 Journal Article
%@ 1438-8871
%I JMIR Publications
%V 24
%N 5
%P e32845
%T Improving Research Patient Data Repositories From a Health Data Industry Viewpoint
%A Tang,Chunlei
%A Ma,Jing
%A Zhou,Li
%A Plasek,Joseph
%A He,Yuqing
%A Xiong,Yun
%A Zhu,Yangyong
%A Huang,Yajun
%A Bates,David
%+ Brigham and Women’s Hospital, Harvard Medical School, 1620 Tremont Street, BS-3, Brigham and Women’s Hospital, Boston, MA, 02115, United States, 1 857 366 7211, towne.tang@gmail.com
%K data science
%K big data
%K data mining
%K data warehousing
%K information storage and retrieval
%D 2022
%7 11.5.2022
%9 Viewpoint
%J J Med Internet Res
%G English
%X Organizational, administrative, and educational challenges in establishing and sustaining biomedical data science infrastructures lead to the inefficient use of Research Patient Data Repositories (RPDRs). The challenges, including but not limited to deployment, sustainability, cost optimization, collaboration, governance, security, rapid response, reliability, stability, scalability, and convenience, restrict each other and may not be naturally alleviated through traditional hardware upgrades or protocol enhancements. This article attempts to borrow data science thinking and practices in the business realm, which we call the data industry viewpoint, to improve RPDRs.
%M 35544299
%R 10.2196/32845
%U https://www.jmir.org/2022/5/e32845
%U https://doi.org/10.2196/32845
%U http://www.ncbi.nlm.nih.gov/pubmed/35544299