False discovery rate paradigms for statistical analyses of microarray gene expression data

被引:30
作者
Cheng, Cheng [1 ]
Pounds, Stan [1 ]
机构
[1] St Jude Childrens Res Hosp, Dept Biostat, 332 N Lauderdale St, Memphis, TN 38105 USA
基金
美国国家卫生研究院;
关键词
multiple tests; false discovery rate; q-value; significance threshold selection; profile information criterion; microarray; gene expression;
D O I
10.6026/97320630001436
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The microarray gene expression applications have greatly stimulated the statistical research on the massive multiple hypothesis tests problem. There is now a large body of literature in this area and basically five paradigms of massive multiple tests: control of the false discovery rate (FDR), estimation of FDR, significance threshold criteria, control of family-wise error rate (FWER) or generalized FWER (gFWER), and empirical Bayes approaches. This paper contains a technical survey of the developments of the FDR-related paradigms, emphasizing precise formulation of the problem, concepts of error measurements, and considerations in applications. The goal is not to do an exhaustive literature survey, but rather to review the current state of the field.
引用
收藏
页码:436 / 446
页数:11
相关论文
共 41 条
[11]  
Dudoit S, 2004, STAT APPL GENET MOL, V3, P13, DOI DOI 10.2202/1544-6115.1040
[12]   Empirical Bayes analysis of a microarray experiment [J].
Efron, B ;
Tibshirani, R ;
Storey, JD ;
Tusher, V .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (456) :1151-1160
[13]   Genes contributing to minimal residual disease in childhood acute lymphoblastic leukemia:: prognostic significance of CASP8AP2 [J].
Flotho, Christian ;
Coustan-Smith, Elaine ;
Pei, Deqing ;
Iwamoto, Shotaro ;
Song, Guangchun ;
Cheng, Cheng ;
Pui, Ching-Hon ;
Downing, James R. ;
Campana, Dario .
BLOOD, 2006, 108 (03) :1050-1057
[14]   A stochastic process approach to false discovery control [J].
Genovese, C ;
Wasserman, L .
ANNALS OF STATISTICS, 2004, 32 (03) :1035-1061
[15]   Operating characteristics and extensions of the false discovery rate procedure [J].
Genovese, C ;
Wasserman, L .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2002, 64 :499-517
[16]   Gene-expression patterns in drug-resistant acute lymphoblastic leukemia cells and response to treatment [J].
Holleman, A ;
Cheok, MH ;
den Boer, ML ;
Yang, WJ ;
Veerman, AJP ;
Kazemier, KM ;
Pei, DQ ;
Cheng, C ;
Pui, CH ;
Relling, MV ;
Janka-Schaub, GE ;
Pieters, R ;
Evans, WE .
NEW ENGLAND JOURNAL OF MEDICINE, 2004, 351 (06) :533-542
[17]   USE OF THE RANK TRANSFORM IN REGRESSION [J].
IMAN, RL ;
CONOVER, WJ .
TECHNOMETRICS, 1979, 21 (04) :499-509
[18]   Sample size for FDR-control in microarray data analysis [J].
Jung, SH .
BIOINFORMATICS, 2005, 21 (14) :3097-3104
[19]  
Klebanov L, 2006, STAT APPL GENET MOL, V5
[20]  
Klebanov L, 2006, STAT APPL GENET MOL, V5