Integrative correlation : Properties and relation to canonical correlations

The integrative correlation coefficient was developed to facilitate the validation of expression microarray results in public datasets, by identifying genes that are reproducibly measured across studies and even across microarray platforms. In the current study, we develop a number of interesting an...

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Bibliographische Detailangaben
Veröffentlicht in:Journal of multivariate analysis. - 1998. - 123(2014) vom: 01. Jan., Seite 270-280
1. Verfasser: Cope, Leslie (VerfasserIn)
Weitere Verfasser: Naiman, Daniel Q, Parmigiani, Giovanni
Format: Aufsatz
Sprache:English
Veröffentlicht: 2014
Zugriff auf das übergeordnete Werk:Journal of multivariate analysis
Schlagworte:Journal Article Bioinformatics Correlation Cross-study validation Gene expression Reproducibility Statistics
Beschreibung
Zusammenfassung:The integrative correlation coefficient was developed to facilitate the validation of expression microarray results in public datasets, by identifying genes that are reproducibly measured across studies and even across microarray platforms. In the current study, we develop a number of interesting and important mathematical and statistical properties of the integrative correlation coefficient, including a unique permutation-based null distribution with the unusual property that the variance does not shrink as the sample size increases, discussing how these findings impact its use and interpretation, and what they have to say about any method for identifying reproducible genes in a meta-analysis
Beschreibung:Date Revised 01.10.2020
published: Print
Citation Status PubMed-not-MEDLINE
ISSN:0047-259X