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Analyzing illumina gene expression microarray data obtained from human whole blood cell and blood monocyte samples.
Methods Mol. Biol. 1368, 85-97 (2016)
Microarray profiling of gene expression is widely applied to studies in molecular biology and functional genomics. Experimental and technical variations make not only the statistical analysis of single studies but also meta-analyses of different studies very challenging. Here, we describe the analytical steps required to substantially reduce the variations of gene expression data without affecting true effect sizes. A software pipeline has been established using gene expression data from a total of 3358 whole blood cell and blood monocyte samples, all from three German population-based cohorts, measured on the Illumina HumanHT-12 v3 BeadChip array. In summary, adjustment for a few selected technical factors greatly improved reliability of gene expression analyses. Such adjustments are particularly required for meta-analyses of different studies.
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Publikationstyp Artikel: Journalartikel
Dokumenttyp Wissenschaftlicher Artikel
Herausgeber Li, P.C.* ; Sedighi, A.* ; Wang, L.*
Schlagwörter Beadchip ; Gene Expression Analysis ; Human Monocytes ; Human Whole Blood Cells ; Illumina Humanht-12 ; Microarray ; Transcriptomics
ISSN (print) / ISBN 1064-3745
e-ISSN 1940-6029
Konferenztitel Microarray Technology : Methods and Applications
Zeitschrift Methods in Molecular Biology
Quellenangaben Band: 1368, Heft: , Seiten: 85-97 Artikelnummer: , Supplement: ,
Verlag Springer
Verlagsort Berlin [u.a.]
Begutachtungsstatus peer-reviewed