Some comments on instability of false discovery rate estimation
- PMID: 17099941
- DOI: 10.1142/s0219720006002338
Some comments on instability of false discovery rate estimation
Abstract
Some extended false discovery rate (FDR) controlling multiple testing procedures rely heavily on empirical estimates of the FDR constructed from gene expression data. Such estimates are also used as performance indicators when comparing different methods for microarray data analysis. The present communication shows that the variance of the proposed estimators may be intolerably high, the correlation structure of microarray data being the main cause of their instability.
Similar articles
-
A simple procedure for estimating the false discovery rate.Bioinformatics. 2005 Mar 1;21(5):660-8. doi: 10.1093/bioinformatics/bti063. Epub 2004 Oct 12. Bioinformatics. 2005. PMID: 15479710
-
Clustering gene expression data with kernel principal components.J Bioinform Comput Biol. 2005 Apr;3(2):303-16. doi: 10.1142/s0219720005001168. J Bioinform Comput Biol. 2005. PMID: 15852507
-
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis.Bioinformatics. 2005 Mar 1;21(5):631-43. doi: 10.1093/bioinformatics/bti033. Epub 2004 Sep 16. Bioinformatics. 2005. PMID: 15374862
-
[DNA-chips in the diagnosis of hematological malignancies].Internist (Berl). 2006 Jan;47(1):39-46. doi: 10.1007/s00108-005-1526-2. Internist (Berl). 2006. PMID: 16247632 Review. German.
-
[Multiple comparison procedures: principles, limits. Applications to microarray phenotype-genotype analysis].Rev Epidemiol Sante Publique. 2004 Dec;52(6):523-37. doi: 10.1016/s0398-7620(04)99092-x. Rev Epidemiol Sante Publique. 2004. PMID: 15741915 Review. French.
Cited by
-
The systematic comparison between Gaussian mirror and Model-X knockoff models.Sci Rep. 2023 Apr 4;13(1):5478. doi: 10.1038/s41598-023-32605-5. Sci Rep. 2023. PMID: 37015993 Free PMC article.
-
Inference with Transposable Data: Modeling the Effects of Row and Column Correlations.J R Stat Soc Series B Stat Methodol. 2012 Sep;74(4):721-743. doi: 10.1111/j.1467-9868.2011.01027.x. Epub 2012 Mar 16. J R Stat Soc Series B Stat Methodol. 2012. PMID: 34880705 Free PMC article.
-
FUNNEL-GSEA: FUNctioNal ELastic-net regression in time-course gene set enrichment analysis.Bioinformatics. 2017 Jul 1;33(13):1944-1952. doi: 10.1093/bioinformatics/btx104. Bioinformatics. 2017. PMID: 28334094 Free PMC article.
-
Exploiting identifiability and intergene correlation for improved detection of differential expression.ISRN Bioinform. 2013 Jun 3;2013:404717. doi: 10.1155/2013/404717. eCollection 2013. ISRN Bioinform. 2013. PMID: 25937946 Free PMC article.
-
Nonlinear dependence in the discovery of differentially expressed genes.ISRN Bioinform. 2012 Apr 12;2012:564715. doi: 10.5402/2012/564715. eCollection 2012. ISRN Bioinform. 2012. PMID: 25937940 Free PMC article.
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Medical