Title :
Subtyping: What It is and Its Role in Precision Medicine
Author :
Saria, Suchi ; Goldenberg, Anna
Author_Institution :
Johns Hopkins Univ., Baltimore, MD, USA
Abstract :
Precision medicine is an emerging approach that considers variability in genes, environment, and lifestyle in order to better treat individuals. This article gives an overview of the diverse approaches to subtyping, from early accounts based on clinical practice to more recent approaches that focus on computationally derived subtypes based on molecular and electronic health record (EHR) data. This field is expansive and growing rapidly; the authors juxtapose approaches taken by different communities and highlight examples of significant open computational problems.
Keywords :
electronic health records; genetics; medicine; open systems; EHR data; electronic health record; gene variability; open computational problem; precision medicine; subtyping; Analytical models; Diseases; Genetics; Medical diagnostic imaging; Medical services; Precision control; Trajectory; disease subtyping; electronic health record; precision medicine; verotype;
Journal_Title :
Intelligent Systems, IEEE
DOI :
10.1109/MIS.2015.60