R: Leukemia's microarray gene expression data (expressionSet).
leukemiasEset
R Documentation
Leukemia's microarray gene expression data (expressionSet).
Description
ExpressionSet containing gene expresion data from 60 bone marrow samples of patients with one of the four main types of leukemia (ALL, AML, CLL, CML) or no-leukemia controls.
Platform: Affymetrix Human Genome U133 Plus 2.0
Annotation: genemapperhgu133plus2 (CDF from GATExplorer)
Mapping: Gene Ensembl ID (20172 features)
Tissue: Bone Marrow
Cell type: Mononuclear cells isolated by Ficoll density centrifugation
Disease type:
Acute Lymphoblastic Leukemia (ALL). Subtype: c-ALL / pre-B-ALL without t(9;22)
Acute Myeloid Leukemia (AML). Subtype: Normal karyotype
Chronic Lymphocytic Leukemia (CLL)
Chronic Myeloid Leukemia (CML)
Non-leukemia and healthy bone marrow (NoL)
All samples were obtained from untreated patients at the time of diagnosis.
Preprocessing: The microarrays were normalized with RMA using a redefined probe mapping from Affymetrix probesets to Ensembl genes (Ensembl IDs ENSG). This alternative Chip Definition File (CDF) with complete unambiguous mapping of microarray probes to genes (GeneMapper) is available at GATExplorer (http://bioinfow.dep.usal.es/xgate/mapping/mapping.php) (Risueno et al. 2010).
Usage
data(leukemiasEset)
Format
ExpressionSet with phenoData:
Project: "Mile1" for all samples
Tissue: "BoneMarrow"
LeukemiaType: Leukemia type acronym: "ALL", "AML", "CLL", "CML" or "NoL"
LeukemiaTypeFullName: The full leukemia type name.
Subtype: "AML with normal karyotype and other abnormalities", or "c_ALL/Pre_B_ALL without t(9 22)" if applies
Details
Package:
leukemiasEset
Type:
Package
Version:
1.0
Date:
2013-03-13
License:
GPL (>=2)
LazyLoad:
yes
Author(s)
Author: Sara Aibar, Celia Fontanillo and Javier De Las Rivas. Bioinformatics and Functional Genomics Group. Cancer Research Center (CiC-IBMCC, CSIC/USAL). Salamanca. Spain.
Maintainer: Sara Aibar <saibar@usal.es>
Source
This is a subset of the samples collected by the Microarray Innovations in Leukemia (MILE) study (Kohlmann et al. 2008, Haferlach et al. 2010). Full study microarray raw data can be found at the NCBI Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) under series accession number GSE13159. The selected samples are labelled keeping their source GEO IDs.
References
Kohlmann A, Kipps TJ, Rassenti LZ, Downing JR et al. An international standardization programme towards the application of gene expression profiling in routine leukaemia diagnostics: the Microarray Innovations in LEukemia study prephase. Br J Haematol (2008) 142(5):802-7. PMID: 18573112
Haferlach T, Kohlmann A, Wieczorek L, Basso G et al. Clinical utility of microarray-based gene expression profiling in the diagnosis and subclassification of leukemia: report from the International Microarray Innovations in Leukemia Study Group. J Clin Oncol (2010) 28(15):2529-37. PMID: 20406941
Risueno A, Fontanillo C, Dinger ME, De Las Rivas J. GATExplorer: genomic and transcriptomic explorer; mapping expression probes to gene loci, transcripts, exons and ncRNAs. BMC Bioinformatics (2010) 11:221. PMID: 20429936.
See Also
This dataset is used in the examples on package geNetClassifier.
Examples
# Load expression set:
library(leukemiasEset)
data(leukemiasEset)
# ExpressionSet overview:
leukemiasEset
# Phenodata:
pData(leukemiasEset)
# Number of samples per class:
summary(leukemiasEset$LeukemiaType)
# For adding a prefix with the disease to the sample name:
sampleNames(leukemiasEset) <- paste(leukemiasEset$LeukemiaType,
sampleNames(leukemiasEset), sep="_")
colnames(exprs(leukemiasEset))
Results
R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)
R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.
R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.
Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.
> library(leukemiasEset)
Loading required package: Biobase
Loading required package: BiocGenerics
Loading required package: parallel
Attaching package: 'BiocGenerics'
The following objects are masked from 'package:parallel':
clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
clusterExport, clusterMap, parApply, parCapply, parLapply,
parLapplyLB, parRapply, parSapply, parSapplyLB
The following objects are masked from 'package:stats':
IQR, mad, xtabs
The following objects are masked from 'package:base':
Filter, Find, Map, Position, Reduce, anyDuplicated, append,
as.data.frame, cbind, colnames, do.call, duplicated, eval, evalq,
get, grep, grepl, intersect, is.unsorted, lapply, lengths, mapply,
match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, rank,
rbind, rownames, sapply, setdiff, sort, table, tapply, union,
unique, unsplit
Welcome to Bioconductor
Vignettes contain introductory material; view with
'browseVignettes()'. To cite Bioconductor, see
'citation("Biobase")', and for packages 'citation("pkgname")'.
> png(filename="/home/ddbj/snapshot/RGM3/R_BC/result/leukemiasEset/leukemiasEset.Rd_%03d_medium.png", width=480, height=480)
> ### Name: leukemiasEset
> ### Title: Leukemia's microarray gene expression data (expressionSet).
> ### Aliases: leukemiasEset-package leukemiasEset
> ### Keywords: datasets expression microarrays cancer leukemia
>
> ### ** Examples
>
> # Load expression set:
> library(leukemiasEset)
> data(leukemiasEset)
>
> # ExpressionSet overview:
> leukemiasEset
ExpressionSet (storageMode: lockedEnvironment)
assayData: 20172 features, 60 samples
element names: exprs, se.exprs
protocolData
sampleNames: GSM330151.CEL GSM330153.CEL ... GSM331677.CEL (60 total)
varLabels: ScanDate
varMetadata: labelDescription
phenoData
sampleNames: GSM330151.CEL GSM330153.CEL ... GSM331677.CEL (60 total)
varLabels: Project Tissue ... Subtype (5 total)
varMetadata: labelDescription
featureData: none
experimentData: use 'experimentData(object)'
Annotation: genemapperhgu133plus2
>
> # Phenodata:
> pData(leukemiasEset)
Project Tissue LeukemiaType
GSM330151.CEL Mile1 BoneMarrow ALL
GSM330153.CEL Mile1 BoneMarrow ALL
GSM330154.CEL Mile1 BoneMarrow ALL
GSM330157.CEL Mile1 BoneMarrow ALL
GSM330171.CEL Mile1 BoneMarrow ALL
GSM330174.CEL Mile1 BoneMarrow ALL
GSM330178.CEL Mile1 BoneMarrow ALL
GSM330182.CEL Mile1 BoneMarrow ALL
GSM330185.CEL Mile1 BoneMarrow ALL
GSM330186.CEL Mile1 BoneMarrow ALL
GSM330195.CEL Mile1 BoneMarrow ALL
GSM330201.CEL Mile1 BoneMarrow ALL
GSM330532.CEL Mile1 BoneMarrow AML
GSM330546.CEL Mile1 BoneMarrow AML
GSM330559.CEL Mile1 BoneMarrow AML
GSM330566.CEL Mile1 BoneMarrow AML
GSM330571.CEL Mile1 BoneMarrow AML
GSM330574.CEL Mile1 BoneMarrow AML
GSM330580.CEL Mile1 BoneMarrow AML
GSM330584.CEL Mile1 BoneMarrow AML
GSM330593.CEL Mile1 BoneMarrow AML
GSM330603.CEL Mile1 BoneMarrow AML
GSM330611.CEL Mile1 BoneMarrow AML
GSM330612.CEL Mile1 BoneMarrow AML
GSM330933.CEL Mile1 BoneMarrow CLL
GSM330934.CEL Mile1 BoneMarrow CLL
GSM330969.CEL Mile1 BoneMarrow CLL
GSM330979.CEL Mile1 BoneMarrow CLL
GSM330980.CEL Mile1 BoneMarrow CLL
GSM330982.CEL Mile1 BoneMarrow CLL
GSM330987.CEL Mile1 BoneMarrow CLL
GSM330999.CEL Mile1 BoneMarrow CLL
GSM331004.CEL Mile1 BoneMarrow CLL
GSM331009.CEL Mile1 BoneMarrow CLL
GSM331037.CEL Mile1 BoneMarrow CLL
GSM331048.CEL Mile1 BoneMarrow CLL
GSM331377.CEL Mile1 BoneMarrow CML
GSM331378.CEL Mile1 BoneMarrow CML
GSM331381.CEL Mile1 BoneMarrow CML
GSM331382.CEL Mile1 BoneMarrow CML
GSM331383.CEL Mile1 BoneMarrow CML
GSM331386.CEL Mile1 BoneMarrow CML
GSM331387.CEL Mile1 BoneMarrow CML
GSM331388.CEL Mile1 BoneMarrow CML
GSM331389.CEL Mile1 BoneMarrow CML
GSM331390.CEL Mile1 BoneMarrow CML
GSM331392.CEL Mile1 BoneMarrow CML
GSM331393.CEL Mile1 BoneMarrow CML
GSM331660.CEL Mile1 BoneMarrow NoL
GSM331661.CEL Mile1 BoneMarrow NoL
GSM331663.CEL Mile1 BoneMarrow NoL
GSM331666.CEL Mile1 BoneMarrow NoL
GSM331668.CEL Mile1 BoneMarrow NoL
GSM331670.CEL Mile1 BoneMarrow NoL
GSM331671.CEL Mile1 BoneMarrow NoL
GSM331672.CEL Mile1 BoneMarrow NoL
GSM331673.CEL Mile1 BoneMarrow NoL
GSM331674.CEL Mile1 BoneMarrow NoL
GSM331675.CEL Mile1 BoneMarrow NoL
GSM331677.CEL Mile1 BoneMarrow NoL
LeukemiaTypeFullName
GSM330151.CEL Acute Lymphoblastic Leukemia
GSM330153.CEL Acute Lymphoblastic Leukemia
GSM330154.CEL Acute Lymphoblastic Leukemia
GSM330157.CEL Acute Lymphoblastic Leukemia
GSM330171.CEL Acute Lymphoblastic Leukemia
GSM330174.CEL Acute Lymphoblastic Leukemia
GSM330178.CEL Acute Lymphoblastic Leukemia
GSM330182.CEL Acute Lymphoblastic Leukemia
GSM330185.CEL Acute Lymphoblastic Leukemia
GSM330186.CEL Acute Lymphoblastic Leukemia
GSM330195.CEL Acute Lymphoblastic Leukemia
GSM330201.CEL Acute Lymphoblastic Leukemia
GSM330532.CEL Acute Myelogenous Leukemia
GSM330546.CEL Acute Myelogenous Leukemia
GSM330559.CEL Acute Myelogenous Leukemia
GSM330566.CEL Acute Myelogenous Leukemia
GSM330571.CEL Acute Myelogenous Leukemia
GSM330574.CEL Acute Myelogenous Leukemia
GSM330580.CEL Acute Myelogenous Leukemia
GSM330584.CEL Acute Myelogenous Leukemia
GSM330593.CEL Acute Myelogenous Leukemia
GSM330603.CEL Acute Myelogenous Leukemia
GSM330611.CEL Acute Myelogenous Leukemia
GSM330612.CEL Acute Myelogenous Leukemia
GSM330933.CEL Chronic Lymphocytic Leukemia
GSM330934.CEL Chronic Lymphocytic Leukemia
GSM330969.CEL Chronic Lymphocytic Leukemia
GSM330979.CEL Chronic Lymphocytic Leukemia
GSM330980.CEL Chronic Lymphocytic Leukemia
GSM330982.CEL Chronic Lymphocytic Leukemia
GSM330987.CEL Chronic Lymphocytic Leukemia
GSM330999.CEL Chronic Lymphocytic Leukemia
GSM331004.CEL Chronic Lymphocytic Leukemia
GSM331009.CEL Chronic Lymphocytic Leukemia
GSM331037.CEL Chronic Lymphocytic Leukemia
GSM331048.CEL Chronic Lymphocytic Leukemia
GSM331377.CEL Chronic Myelogenous Leukemia
GSM331378.CEL Chronic Myelogenous Leukemia
GSM331381.CEL Chronic Myelogenous Leukemia
GSM331382.CEL Chronic Myelogenous Leukemia
GSM331383.CEL Chronic Myelogenous Leukemia
GSM331386.CEL Chronic Myelogenous Leukemia
GSM331387.CEL Chronic Myelogenous Leukemia
GSM331388.CEL Chronic Myelogenous Leukemia
GSM331389.CEL Chronic Myelogenous Leukemia
GSM331390.CEL Chronic Myelogenous Leukemia
GSM331392.CEL Chronic Myelogenous Leukemia
GSM331393.CEL Chronic Myelogenous Leukemia
GSM331660.CEL Non-leukemia and healthy bone marrow
GSM331661.CEL Non-leukemia and healthy bone marrow
GSM331663.CEL Non-leukemia and healthy bone marrow
GSM331666.CEL Non-leukemia and healthy bone marrow
GSM331668.CEL Non-leukemia and healthy bone marrow
GSM331670.CEL Non-leukemia and healthy bone marrow
GSM331671.CEL Non-leukemia and healthy bone marrow
GSM331672.CEL Non-leukemia and healthy bone marrow
GSM331673.CEL Non-leukemia and healthy bone marrow
GSM331674.CEL Non-leukemia and healthy bone marrow
GSM331675.CEL Non-leukemia and healthy bone marrow
GSM331677.CEL Non-leukemia and healthy bone marrow
Subtype
GSM330151.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330153.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330154.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330157.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330171.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330174.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330178.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330182.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330185.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330186.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330195.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330201.CEL c_ALL/Pre_B_ALL without t(9 22)
GSM330532.CEL AML with normal karyotype and other abnormalities
GSM330546.CEL AML with normal karyotype and other abnormalities
GSM330559.CEL AML with normal karyotype and other abnormalities
GSM330566.CEL AML with normal karyotype and other abnormalities
GSM330571.CEL AML with normal karyotype and other abnormalities
GSM330574.CEL AML with normal karyotype and other abnormalities
GSM330580.CEL AML with normal karyotype and other abnormalities
GSM330584.CEL AML with normal karyotype and other abnormalities
GSM330593.CEL AML with normal karyotype and other abnormalities
GSM330603.CEL AML with normal karyotype and other abnormalities
GSM330611.CEL AML with normal karyotype and other abnormalities
GSM330612.CEL AML with normal karyotype and other abnormalities
GSM330933.CEL
GSM330934.CEL
GSM330969.CEL
GSM330979.CEL
GSM330980.CEL
GSM330982.CEL
GSM330987.CEL
GSM330999.CEL
GSM331004.CEL
GSM331009.CEL
GSM331037.CEL
GSM331048.CEL
GSM331377.CEL
GSM331378.CEL
GSM331381.CEL
GSM331382.CEL
GSM331383.CEL
GSM331386.CEL
GSM331387.CEL
GSM331388.CEL
GSM331389.CEL
GSM331390.CEL
GSM331392.CEL
GSM331393.CEL
GSM331660.CEL
GSM331661.CEL
GSM331663.CEL
GSM331666.CEL
GSM331668.CEL
GSM331670.CEL
GSM331671.CEL
GSM331672.CEL
GSM331673.CEL
GSM331674.CEL
GSM331675.CEL
GSM331677.CEL
>
> # Number of samples per class:
> summary(leukemiasEset$LeukemiaType)
ALL AML CLL CML NoL
12 12 12 12 12
>
> # For adding a prefix with the disease to the sample name:
> sampleNames(leukemiasEset) <- paste(leukemiasEset$LeukemiaType,
+ sampleNames(leukemiasEset), sep="_")
> colnames(exprs(leukemiasEset))
[1] "ALL_GSM330151.CEL" "ALL_GSM330153.CEL" "ALL_GSM330154.CEL"
[4] "ALL_GSM330157.CEL" "ALL_GSM330171.CEL" "ALL_GSM330174.CEL"
[7] "ALL_GSM330178.CEL" "ALL_GSM330182.CEL" "ALL_GSM330185.CEL"
[10] "ALL_GSM330186.CEL" "ALL_GSM330195.CEL" "ALL_GSM330201.CEL"
[13] "AML_GSM330532.CEL" "AML_GSM330546.CEL" "AML_GSM330559.CEL"
[16] "AML_GSM330566.CEL" "AML_GSM330571.CEL" "AML_GSM330574.CEL"
[19] "AML_GSM330580.CEL" "AML_GSM330584.CEL" "AML_GSM330593.CEL"
[22] "AML_GSM330603.CEL" "AML_GSM330611.CEL" "AML_GSM330612.CEL"
[25] "CLL_GSM330933.CEL" "CLL_GSM330934.CEL" "CLL_GSM330969.CEL"
[28] "CLL_GSM330979.CEL" "CLL_GSM330980.CEL" "CLL_GSM330982.CEL"
[31] "CLL_GSM330987.CEL" "CLL_GSM330999.CEL" "CLL_GSM331004.CEL"
[34] "CLL_GSM331009.CEL" "CLL_GSM331037.CEL" "CLL_GSM331048.CEL"
[37] "CML_GSM331377.CEL" "CML_GSM331378.CEL" "CML_GSM331381.CEL"
[40] "CML_GSM331382.CEL" "CML_GSM331383.CEL" "CML_GSM331386.CEL"
[43] "CML_GSM331387.CEL" "CML_GSM331388.CEL" "CML_GSM331389.CEL"
[46] "CML_GSM331390.CEL" "CML_GSM331392.CEL" "CML_GSM331393.CEL"
[49] "NoL_GSM331660.CEL" "NoL_GSM331661.CEL" "NoL_GSM331663.CEL"
[52] "NoL_GSM331666.CEL" "NoL_GSM331668.CEL" "NoL_GSM331670.CEL"
[55] "NoL_GSM331671.CEL" "NoL_GSM331672.CEL" "NoL_GSM331673.CEL"
[58] "NoL_GSM331674.CEL" "NoL_GSM331675.CEL" "NoL_GSM331677.CEL"
>
>
>
>
>
> dev.off()
null device
1
>