[BioC] How does one deal with spatial effects detected on single channel microarrays?
Scott Robinson [guest]
guest at bioconductor.org
Mon Sep 2 14:44:46 CEST 2013
Dear all,
I have been doing pre-processing & QC of a number of CEL files (from Affymetrix U133+ v2.0 chips), basing things loosely on this tutorial (http://bioinformatics.knowledgeblog.org/2011/06/20/analysing-microarray-data-in-bioconductor/), and on some past experience of other microarray technologies.
Many tutorials seem to deal with indentification of spatial effects but do not discuss how to handle them. As such I have been having difficulty finding methods directed at spatial normalization in single-channel arrays (OLIN, smida, marray and nnNorm all seem to be written for dual-channel arrays). Can anyone please suggest an appropriate package/method for single-channel Affy chips?
And are there cases where they should be excluded rather than normalized?
Some examples of my spatial artefacts:
http://postimg.org/image/kkfjt4o1j/
http://postimg.org/image/v5utre4zb/
http://postimg.org/image/yfdublign/
Of my 90 chips example 2 is the only one of that kind of pattern. The rest are mostly similar in form to the other 2 and similar patterns are seen in ~20 chips.
Thanks in advance,
Scott
-- output of sessionInfo():
R version 3.0.1 (2013-05-16)
Platform: x86_64-w64-mingw32/x64 (64-bit)
locale:
[1] LC_COLLATE=English_United Kingdom.1252
[2] LC_CTYPE=English_United Kingdom.1252
[3] LC_MONETARY=English_United Kingdom.1252
[4] LC_NUMERIC=C
[5] LC_TIME=English_United Kingdom.1252
attached base packages:
[1] parallel stats graphics grDevices utils datasets methods
[8] base
other attached packages:
[1] limma_3.16.7 sparcl_1.0.3 lattice_0.20-23
[4] corrplot_0.71 affyPLM_1.36.0 preprocessCore_1.22.0
[7] simpleaffy_2.36.1 gcrma_2.32.0 genefilter_1.42.0
[10] affy_1.38.1 Biobase_2.20.1 BiocGenerics_0.6.0
loaded via a namespace (and not attached):
[1] affyio_1.28.0 annotate_1.38.0 AnnotationDbi_1.22.6
[4] BiocInstaller_1.10.3 Biostrings_2.28.0 DBI_0.2-7
[7] grid_3.0.1 IRanges_1.18.3 RSQLite_0.11.4
[10] splines_3.0.1 stats4_3.0.1 survival_2.37-4
[13] XML_3.98-1.1 xtable_1.7-1 zlibbioc_1.6.0
--
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