Function2Gene: A gene selection tool to increase the power of genetic association studies by utilizing public databases and expert knowledge

被引:5
作者
Armstrong, Don L. [1 ]
Jacob, Chaim O. [2 ]
Zidovetzki, Raphael [1 ]
机构
[1] Univ Calif Riverside, Dept Cell Biol & Neurosci, Riverside, CA 92521 USA
[2] Univ So Calif, Sch Med, Dept Med, Los Angeles, CA 90033 USA
关键词
D O I
10.1186/1471-2105-9-311
中图分类号
Q5 [生物化学];
学科分类号
071010 [生物化学与分子生物学]; 081704 [应用化学];
摘要
Background: Many common disorders have multiple genetic components which convey increased susceptibility. SNPs have been used to identify genetic components which are associated with a disease. Unfortunately, many studies using these methods suffer from low reproducibility due to lack of power. Results: We present a set of programs which implement a novel method for searching for disease-associated genes using prior information to select and order genes from publicly available databases by their prior likelihood of association with the disease. These programs were used in a published study of childhood-onset SLE which yielded novel associations with modest sample size. Conclusion: Using prior information to decrease the size of the problem space to an amount commensurate with available samples and resources while maintaining appropriate power enables researchers to increase their likelihood of discovering reproducible associations.
引用
收藏
页数:6
相关论文
共 14 条
[1]
Text mining and its potential applications in systems biology [J].
Ananiadou, Sophia ;
Kell, Douglas B. ;
Tsujii, Jun-ichi .
TRENDS IN BIOTECHNOLOGY, 2006, 24 (12) :571-579
[2]
A comparison of five methods for selecting tagging single-nucleotide polymorphisms [J].
Burkett, KM ;
Ghadessi, M ;
McNeney, B ;
Graham, J ;
Daley, D .
BMC GENETICS, 2005, 6 (Suppl 1)
[3]
Strategies for selecting subsets of single-nucleotide polymorphisms to genotype in association studies [J].
Butler, JM ;
Bishop, DT ;
Barrett, JH .
BMC GENETICS, 2005, 6 (Suppl 1)
[4]
Problems of reporting genetic associations with complex outcomes [J].
Colhoun, HM ;
McKeigue, PM ;
Smith, GD .
LANCET, 2003, 361 (9360) :865-872
[5]
Status of text-mining techniques applied to biomedical text [J].
Erhardt, RAA ;
Schneider, R ;
Blaschke, C .
DRUG DISCOVERY TODAY, 2006, 11 (7-8) :315-325
[6]
LINKAGE OF EARLY-ONSET FAMILIAL BREAST-CANCER TO CHROMOSOME-17Q21 [J].
HALL, JM ;
LEE, MK ;
NEWMAN, B ;
MORROW, JE ;
ANDERSON, LA ;
HUEY, B ;
KING, MC .
SCIENCE, 1990, 250 (4988) :1684-1689
[7]
Why most published research findings are false [J].
Ioannidis, JPA .
PLOS MEDICINE, 2005, 2 (08) :696-701
[8]
Replication validity of genetic association studies [J].
Ioannidis, JPA ;
Ntzani, EE ;
Trikalinos, TA ;
Contopoulos-Ioannidis, DG .
NATURE GENETICS, 2001, 29 (03) :306-309
[9]
Identification of novel susceptibility genes in childhood-onset systemic lupus erythematosus using a uniquely designed candidate gene pathway platform [J].
Jacob, Chaim O. ;
Reiff, Andreas ;
Armstrong, Don L. ;
Myones, Barry L. ;
Silverman, Earl ;
Mein-Gitelman, Marisa ;
McCurdy, Deborah ;
Wagner-Weiner, Linda ;
Nocton, James J. ;
Solomon, Aaron ;
Zidovetzki, Raphael .
ARTHRITIS AND RHEUMATISM, 2007, 56 (12) :4164-4173
[10]
A NOVEL GENE CONTAINING A TRINUCLEOTIDE REPEAT THAT IS EXPANDED AND UNSTABLE ON HUNTINGTONS-DISEASE CHROMOSOMES [J].
MACDONALD, ME ;
AMBROSE, CM ;
DUYAO, MP ;
MYERS, RH ;
LIN, C ;
SRINIDHI, L ;
BARNES, G ;
TAYLOR, SA ;
JAMES, M ;
GROOT, N ;
MACFARLANE, H ;
JENKINS, B ;
ANDERSON, MA ;
WEXLER, NS ;
GUSELLA, JF ;
BATES, GP ;
BAXENDALE, S ;
HUMMERICH, H ;
KIRBY, S ;
NORTH, M ;
YOUNGMAN, S ;
MOTT, R ;
ZEHETNER, G ;
SEDLACEK, Z ;
POUSTKA, A ;
FRISCHAUF, AM ;
LEHRACH, H ;
BUCKLER, AJ ;
CHURCH, D ;
DOUCETTESTAMM, L ;
ODONOVAN, MC ;
RIBARAMIREZ, L ;
SHAH, M ;
STANTON, VP ;
STROBEL, SA ;
DRATHS, KM ;
WALES, JL ;
DERVAN, P ;
HOUSMAN, DE ;
ALTHERR, M ;
SHIANG, R ;
THOMPSON, L ;
FIELDER, T ;
WASMUTH, JJ ;
TAGLE, D ;
VALDES, J ;
ELMER, L ;
ALLARD, M ;
CASTILLA, L ;
SWAROOP, M .
CELL, 1993, 72 (06) :971-983