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Bioinformatics 20(3) © Oxford University Press 2004; all rights reserved.

affy—analysis of Affymetrix GeneChip data at the probe level

Laurent Gautier 1,*, Leslie Cope 2, Benjamin M. Bolstad 3 and Rafael A. Irizarry 4

1 Center for Biological Sequence Analysis (CBS), Technical University of Denmark, Building 208, 2800 Lyngby, Denmark, 2 Department of Mathematical Sciences, Johns Hopkins University, 3400 N. Charles St, Baltimore, MD 21218, USA, 3 Group in Biostatistics, University of California, Berkeley, CA 94720, USA and 4 Department of Biostatistics, Johns Hopkins University, 615 N. Wolfe St E3035, Baltimore, MD 21218, USA

Received on April 21, 2003 ; revised on July 4, 2003 ; accepted on July 11, 2003

Motivation: The processing of the Affymetrix GeneChip data has been a recent focus for data analysts. Alternatives to the original procedure have been proposed and some of these new methods are widely used.

Results: The affy package is an R package of functions and classes for the analysis of oligonucleotide arrays manufactured by Affymetrix. The package is currently in its second release, affy provides the user with extreme flexibility when carrying out an analysis and make it possible to access and manipulate probe intensity data. In this paper, we present the main classes and functions in the package and demonstrate how they can be used to process probe-level data. We also demonstrate the importance of probe-level analysis when using the Affymetrix GeneChip platform.

Contact: laurent{at}cbs.dtu.dk

* To whom correspondence should be addressed.


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The F-Box Protein ACRE189/ACIF1 Regulates Cell Death and Defense Responses Activated during Pathogen Recognition in Tobacco and Tomato
PLANT CELL, March 1, 2008; 20(3): 697 - 719.
[Abstract] [Full Text] [PDF]


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J. Immunol.Home page
J. Irie, B. Reck, Y. Wu, L. S. Wicker, S. Howlett, D. Rainbow, E. Feingold, and W. M. Ridgway
Genome-Wide Microarray Expression Analysis of CD4+ T Cells from Nonobese Diabetic Congenic Mice Identifies Cd55 (Daf1) and Acadl as Candidate Genes for Type 1 Diabetes
J. Immunol., January 15, 2008; 180(2): 1071 - 1079.
[Abstract] [Full Text] [PDF]


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BioinformaticsHome page
W. Raffelsberger, Y. Krause, L. Moulinier, D. Kieffer, A.-L. Morand, L. Brino, and O. Poch
RReportGenerator: automatic reports from routine statistical analysis using R
Bioinformatics, January 15, 2008; 24(2): 276 - 278.
[Abstract] [Full Text] [PDF]


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DevelopmentHome page
Y.-Q. Su, K. Sugiura, K. Wigglesworth, M. J. O'Brien, J. P. Affourtit, S. A. Pangas, M. M. Matzuk, and J. J. Eppig
Oocyte regulation of metabolic cooperativity between mouse cumulus cells and oocytes: BMP15 and GDF9 control cholesterol biosynthesis in cumulus cells
Development, January 1, 2008; 135(1): 111 - 121.
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Physiol. GenomicsHome page
S. Weinsheimer, G. M. Lenk, M. van der Voet, S. Land, A. Ronkainen, I. Alafuzoff, H. Kuivaniemi, and G. Tromp
Integration of expression profiles and genetic mapping data to identify candidate genes in intracranial aneurysm
Physiol Genomics, December 19, 2007; 32(1): 45 - 57.
[Abstract] [Full Text] [PDF]


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Physiol. GenomicsHome page
M. Mackiewicz, K. R. Shockley, M. A. Romer, R. J. Galante, J. E. Zimmerman, N. Naidoo, D. A. Baldwin, S. T. Jensen, G. A. Churchill, and A. I. Pack
Macromolecule biosynthesis: a key function of sleep
Physiol Genomics, November 14, 2007; 31(3): 441 - 457.
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Physiol. GenomicsHome page
P. C. LaRosa, J.-J. M. Riethoven, H. Chen, Y. Xia, Y. Zhou, M. Chen, J. Miner, and M. E. Fromm
Trans-10, cis-12 conjugated linoleic acid activates the integrated stress response pathway in adipocytes
Physiol Genomics, November 14, 2007; 31(3): 544 - 553.
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Proc. Natl. Acad. Sci. USAHome page
H. Runne, A. Kuhn, E. J. Wild, W. Pratyaksha, M. Kristiansen, J. D. Isaacs, E. Regulier, M. Delorenzi, S. J. Tabrizi, and R. Luthi-Carter
Analysis of potential transcriptomic biomarkers for Huntington's disease in peripheral blood
PNAS, September 4, 2007; 104(36): 14424 - 14429.
[Abstract] [Full Text] [PDF]


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J. Immunol.Home page
R. Stewart, W. Wei, A. Challa, R. J. Armitage, J. R. Arrand, M. Rowe, L. S. Young, A. Eliopoulos, and J. Gordon
CD154 Tone Sets the Signaling Pathways and Transcriptome Generated in Model CD40-Pluricompetent L3055 Burkitt's Lymphoma Cells
J. Immunol., September 1, 2007; 179(5): 2705 - 2712.
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BioinformaticsHome page
M. J. Dunning, M. L. Smith, M. E. Ritchie, and S. Tavare
beadarray: R classes and methods for Illumina bead-based data
Bioinformatics, August 15, 2007; 23(16): 2183 - 2184.
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J. Virol.Home page
M. M. Djavani, O. R. Crasta, J. C. Zapata, Z. Fei, O. Folkerts, B. Sobral, M. Swindells, J. Bryant, H. Davis, C. D. Pauza, et al.
Early Blood Profiles of Virus Infection in a Monkey Model for Lassa Fever
J. Virol., August 1, 2007; 81(15): 7960 - 7973.
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Hum Mol GenetHome page
A. Kuhn, D. R. Goldstein, A. Hodges, A. D. Strand, T. Sengstag, C. Kooperberg, K. Becanovic, M. A. Pouladi, K. Sathasivam, J.-H. J. Cha, et al.
Mutant huntingtin's effects on striatal gene expression in mice recapitulate changes observed in human Huntington's disease brain and do not differ with mutant huntingtin length or wild-type huntingtin dosage
Hum. Mol. Genet., August 1, 2007; 16(15): 1845 - 1861.
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J. Immunol.Home page
M. Touma, V. Antonini, M. Kumar, S. L. Osborn, A. M. Bobenchik, D. B. Keskin, J. E. Connolly, M. J. Grusby, E. L. Reinherz, and L. K. Clayton
Functional Role for I{kappa}BNS in T Cell Cytokine Regulation As Revealed by Targeted Gene Disruption
J. Immunol., August 1, 2007; 179(3): 1681 - 1692.
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GeneticsHome page
R. M. Graze, O. Barmina, D. Tufts, E. Naderi, K. L. Harmon, M. Persianinova, and S. V. Nuzhdin
New Candidate Genes for Sex-Comb Divergence Between Drosophila mauritiana and Drosophila simulans
Genetics, August 1, 2007; 176(4): 2561 - 2576.
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BioinformaticsHome page
W. K. Lim, K. Wang, C. Lefebvre, and A. Califano
Comparative analysis of microarray normalization procedures: effects on reverse engineering gene networks
Bioinformatics, July 1, 2007; 23(13): i282 - i288.
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Am. J. Physiol. Endocrinol. Metab.Home page
K. Sjogren, K.-C. Leung, W. Kaplan, M. Gardiner-Garden, J. Gibney, and K. K. Y. Ho
Growth hormone regulation of metabolic gene expression in muscle: a microarray study in hypopituitary men
Am J Physiol Endocrinol Metab, July 1, 2007; 293(1): E364 - E371.
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BioinformaticsHome page
S. A. Eschrich and A. M. Hoerter
Libaffy: software for processing Affymetrix(R) GeneChip(R) data
Bioinformatics, June 15, 2007; 23(12): 1562 - 1564.
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Nucleic Acids ResHome page
G. M. Bruun, R. Wernersson, A. S. Juncker, H. Willenbrock, and H. B. Nielsen
Improving comparability between microarray probe signals by thermodynamic intensity correction
Nucleic Acids Res., April 1, 2007; 35(7): e48 - e48.
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Cancer Res.Home page
S. C. Winter, F. M. Buffa, P. Silva, C. Miller, H. R. Valentine, H. Turley, K. A. Shah, G. J. Cox, R. J. Corbridge, J. J. Homer, et al.
Relation of a Hypoxia Metagene Derived from Head and Neck Cancer to Prognosis of Multiple Cancers
Cancer Res., April 1, 2007; 67(7): 3441 - 3449.
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Physiol. GenomicsHome page
S. Glyn-Jones, S. Song, M. A. Black, A. R. J. Phillips, S. Y. Choong, and G. J. S. Cooper
Transcriptomic analysis of the cardiac left ventricle in a rodent model of diabetic cardiomyopathy: molecular snapshot of a severe myocardial disease
Physiol Genomics, February 12, 2007; 28(3): 284 - 293.
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EndocrinologyHome page
B. Lecka-Czernik, C. Ackert-Bicknell, M. L. Adamo, V. Marmolejos, G. A. Churchill, K. R. Shockley, I. R. Reid, A. Grey, and C. J. Rosen
Activation of Peroxisome Proliferator-Activated Receptor {gamma} (PPAR{gamma}) by Rosiglitazone Suppresses Components of the Insulin-Like Growth Factor Regulatory System in Vitro and in Vivo
Endocrinology, February 1, 2007; 148(2): 903 - 911.
[Abstract] [Full Text] [PDF]


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J. Immunol.Home page
T. M. Dame, B. L. Orenzoff, L. E. Palmer, and M. B. Furie
IFN-{gamma} Alters the Response of Borrelia burgdorferi-Activated Endothelium to Favor Chronic Inflammation
J. Immunol., January 15, 2007; 178(2): 1172 - 1179.
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BioinformaticsHome page
D. S. Yuan and R. A. Irizarry
High-resolution spatial normalization for microarrays containing embedded technical replicates
Bioinformatics, December 15, 2006; 22(24): 3054 - 3060.
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J. Immunol.Home page
H. Crandall, D. M. Dunn, Y. Ma, R. M. Wooten, J. F. Zachary, J. H. Weis, R. B. Weiss, and J. J. Weis
Gene Expression Profiling Reveals Unique Pathways Associated with Differential Severity of Lyme Arthritis
J. Immunol., December 1, 2006; 177(11): 7930 - 7942.
[Abstract] [Full Text] [PDF]



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