Instrumenting the health care enterprise for discovery research in the genomic era

被引:98
作者
Murphy, Shawn [1 ,2 ]
Churchill, Susanne [1 ]
Bry, Lynn [3 ]
Chueh, Henry [4 ]
Weiss, Scott [5 ]
Lazarus, Ross [5 ]
Zeng, Qing [6 ]
Dubey, Anil [2 ]
Gainer, Vivian [2 ]
Mendis, Michael [2 ]
Glaser, John [1 ,7 ,8 ]
Kohane, Isaac [1 ,8 ,9 ,10 ]
机构
[1] I2b2 Natl Ctr Biomed Comp, Boston, MA 02115 USA
[2] Partners Healthcare Syst, Informat, Boston, MA 02115 USA
[3] Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
[4] Massachusetts Gen Hosp, Comp Sci Lab, Boston, MA 02114 USA
[5] Brigham & Womens Hosp, Channing Lab, Boston, MA 02115 USA
[6] Brigham & Womens Hosp, Decis Syst Grp, Boston, MA 02115 USA
[7] Partners Healthcare Syst, Informat Syst, Boston, MA 02115 USA
[8] Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
[9] Harvard Mit Div Hlth Sci & Technol, Childrens Hosp Informat Program, Boston, MA 02115 USA
[10] Harvard Univ, Ctr Biomed Informat, Sch Med, Boston, MA 02115 USA
关键词
MEDICAL-RECORD; RECRUITMENT; TIME;
D O I
10.1101/gr.094615.109
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Tens of thousands of subjects may be required to obtain reliable evidence relating disease characteristics to the weak effects typically reported from common genetic variants. The costs of assembling, phenotyping, and studying these large populations are substantial, recently estimated at three billion dollars for 500,000 individuals. They are also decade-long efforts. We hypothesized that automation and analytic tools can repurpose the informational byproducts of routine clinical care, bringing sample acquisition and phenotyping to the same high-throughput pace and commodity price-point as is currently true of genome-wide genotyping. Described here is a demonstration of the capability to acquire samples and data from densely phenotyped and genotyped individuals in the tens of thousands for common diseases ( e. g., in a 1-yr period: N = 15,798 for rheumatoid arthritis; N = 42,238 for asthma; N = 34,535 for major depressive disorder) in one academic health center at an order of magnitude lower cost. Even for rare diseases caused by rare, highly penetrant mutations such as Huntington disease ( N = 102) and autism ( N = 756), these capabilities are also of interest.
引用
收藏
页码:1675 / 1681
页数:7
相关论文
共 33 条
[31]   ROLE OF COMPUTERS IN MEDICAL RESEARCH [J].
WARNER, HR .
JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1966, 196 (11) :944-&
[32]   Definition of Phenotype [J].
Wojczynski, Mary K. ;
Tiwari, Hemant K. .
GENETIC DISSECTION OF COMPLEX TRAITS, 2ND EDITION, 2008, 60 :75-105
[33]   Extracting principal diagnosis, co-morbidity and smoking status for asthma research: Evaluation of a natural language processing system [J].
Zeng Q.T. ;
Goryachev S. ;
Weiss S. ;
Sordo M. ;
Murphy S.N. ;
Lazarus R. .
BMC Medical Informatics and Decision Making, 6 (1)