multiple hypothesis testing;
adjusted p-value;
family-wise Type I error rate;
false discovery rate;
permutation;
DNA microarray;
D O I:
10.1214/ss/1056397487
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
DNA microarrays are part of a new and promising class of biotechnologies that allow the monitoring of expression levels in cells for thousands of genes simultaneously. An important and common question in DNA microarray experiments is the identification of differentially expressed genes, that is, genes whose expression levels are associated with a response or covariate of interest. The biological question of differential expression can be restated as a problem in multiple hypothesis testing: the simultaneous test for each gene of the null hypothesis of no association between the expression levels and the responses or covariates. As a typical microarray experiment measures expression levels for thousands of genes simultaneously, large multiplicity problems are generated. This article discusses different approaches to multiple hypothesis testing in the context of DNA microarray experiments and compares the procedures on microarray and simulated data sets.
机构:
Samsung Med Ctr, Samsung Canc Res Inst, Biostat & Bioinformat Ctr, Seoul 137710, South KoreaDuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
Sohn, Insuk
论文数: 引用数:
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机构:
Owzar, Kouros
Lim, Johan
论文数: 0引用数: 0
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机构:
Seoul Natl Univ, Dept Stat, Seoul 151747, South KoreaDuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
Lim, Johan
George, Stephen L.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
George, Stephen L.
Cushman, Stephanie Mackey
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Dept Med, Div Med Oncol, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
Cushman, Stephanie Mackey
Jung, Sin-Ho
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
Sohn, Insuk
论文数: 引用数:
h-index:
机构:
Owzar, Kouros
George, Stephen L.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
CALGB Stat Ctr, Durham, NC 27705 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
George, Stephen L.
Kim, Sujong
论文数: 0引用数: 0
h-index: 0
机构:
AmorePacific R&D Ctr, Skin Res Inst, Yongin 449729, South Korea
Komipharm Int Co LTD, R&D Ctr, Kyonggi Do 429450, South KoreaDuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
Kim, Sujong
Jung, Sin-Ho
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA
CALGB Stat Ctr, Durham, NC 27705 USADuke Univ, Med Ctr, Dept Biostat & Bioinformat, Durham, NC 27710 USA