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Hi, I was trying to compare the normalization result from "qsmooth" and "quantile".
"qsmooth" works perfectly; however, I cannot get the correct result from quantile normalization.
Here's the code that I used:
data(skin)
skin <- normalizeTissueAware(skin, "SMTSD", "quantile")
assayData(skin)$normalizedMatrix # Return a matrix full of NAand the session info:
sessionInfo()
R version 3.6.0 (2019-04-26)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS Mojave 10.14.5
Matrix products: default
BLAS: /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.6/Resources/lib/libRlapack.dylib
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
attached base packages:
[1] parallel stats graphics grDevices utils datasets methods base
other attached packages:
[1] yarn_1.10.0 Biobase_2.44.0 BiocGenerics_0.30.0 BiocManager_1.30.4 optparse_1.6.2
loaded via a namespace (and not attached):
[1] colorspace_1.4-1 siggenes_1.58.0 mclust_5.4.3 XVector_0.24.0
[5] GenomicRanges_1.36.0 quantro_1.18.0 base64_2.0 getopt_1.20.3
[9] bit64_0.9-7 AnnotationDbi_1.46.0 xml2_1.2.0 codetools_0.2-16
[13] splines_3.6.0 doParallel_1.0.14 scrime_1.3.5 Rsamtools_2.0.0
[17] annotate_1.62.0 HDF5Array_1.12.1 readr_1.3.1 compiler_3.6.0
[21] httr_1.4.0 assertthat_0.2.1 Matrix_1.2-17 lazyeval_0.2.2
[25] limma_3.40.2 prettyunits_1.0.2 tools_3.6.0 gtable_0.3.0
[29] glue_1.3.1 GenomeInfoDbData_1.2.1 dplyr_0.8.1 doRNG_1.7.1
[33] Rcpp_1.0.1 bumphunter_1.26.0 Biostrings_2.52.0 multtest_2.40.0
[37] gdata_2.18.0 preprocessCore_1.46.0 nlme_3.1-140 rtracklayer_1.44.0
[41] iterators_1.0.10 DelayedMatrixStats_1.6.0 stringr_1.4.0 rngtools_1.3.1.1
[45] gtools_3.8.1 XML_3.98-1.19 beanplot_1.2 edgeR_3.26.4
[49] zlibbioc_1.30.0 MASS_7.3-51.4 scales_1.0.0 hms_0.4.2
[53] SummarizedExperiment_1.14.0 minfi_1.30.0 rhdf5_2.28.0 GEOquery_2.52.0
[57] RColorBrewer_1.1-2 memoise_1.1.0 ggplot2_3.1.1 downloader_0.4
[61] pkgmaker_0.27 biomaRt_2.40.0 reshape_0.8.8 stringi_1.4.3
[65] RSQLite_2.1.1 genefilter_1.66.0 S4Vectors_0.22.0 foreach_1.4.4
[69] GenomicFeatures_1.36.1 caTools_1.17.1.2 BiocParallel_1.18.0 bibtex_0.4.2
[73] GenomeInfoDb_1.20.0 rlang_0.3.4 pkgconfig_2.0.2 matrixStats_0.54.0
[77] bitops_1.0-6 nor1mix_1.2-3 lattice_0.20-38 purrr_0.3.2
[81] Rhdf5lib_1.6.0 GenomicAlignments_1.20.0 bit_1.1-14 tidyselect_0.2.5
[85] plyr_1.8.4 magrittr_1.5 R6_2.4.0 IRanges_2.18.0
[89] gplots_3.0.1.1 DelayedArray_0.10.0 DBI_1.0.0 pillar_1.4.1
[93] withr_2.1.2 survival_2.44-1.1 RCurl_1.95-4.12 tibble_2.1.2
[97] crayon_1.3.4 KernSmooth_2.23-15 progress_1.2.2 locfit_1.5-9.1
[101] grid_3.6.0 data.table_1.12.2 blob_1.1.1 digest_0.6.19
[105] xtable_1.8-4 tidyr_0.8.3 illuminaio_0.26.0 openssl_1.3
[109] stats4_3.6.0 munsell_0.5.0 registry_0.5-1 askpass_1.1
[113] quadprog_1.5-7I quickly go through the source code, I think maybe the problems lies in line 46 of normalizeTissueAware.R
cnts <- exprs(obj[, which(pData(obj)$our %in% i)])
Maybe it should be change to something like:
cnts <- exprs(obj[, which(select(pData(obj), groups) %in% i)])
Could you please help me take a look at this issue? Thank you very much for your time.
Best,
Ping-Han
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