Abstract
The use of microarray technology to assess gene expression levels is now widespread in biology. The validation of microarray results using independent mRNA quantitation techniques remains a desirable element of any microarray experiment. To facilitate the comparison of microarray expression data between laboratories it is essential that validation methodologies be critically examined. We have assessed the correlation between expression scores obtained for 48 human genes using oligonucleotide microarrays and the expression levels for the same genes measured by quantitative real-time RT-PCR (qRT-PCR). Correlations with qRT-PCR data were obtained using microarray data that were processed using robust multi-array analysis (RMA) and the MAS 5.0 algorithm. Our results indicate that when identical transcripts are targeted by the two methods, correlations between qRT-PCR and microarray data are generally strong (r = 0.89). However, we observed poor correlations between qRT-PCR and RMA or MAS 5.0 normalized microarray data for 13% or 16% of genes, respectively. These results highlight the complementarity of oligonucleotide microarray and qRT-PCR technologies for validation of gene expression measurements, while emphasizing the continuing requirement for caution in interpreting gene expression data.
MeSH Terms
Algorithms
Cell Line, Tumor
Computational Biology/methods
DNA Primers/chemistry
Gene Expression Profiling/methods
Gene Expression Regulation
Gene Expression Regulation, Neoplastic
Genomics/methods
Humans
Models, Statistical
Oligonucleotide Array Sequence Analysis/methods
Oligonucleotides/chemistry
RNA, Messenger/metabolism
Reverse Transcriptase Polymerase Chain Reaction/methods
Software
Chemicals
DNA Primers
Oligonucleotides
RNA, Messenger
Authors & Affiliations
10 authors, click to expand affiliations / ORCID
Dallas Peter B
Division of Children's Leukaemia and Cancer Research, Telethon Institute for Child Health Research and Centre for Child Health Research, The University of Western Australia, Perth, Australia.
[email protected]
Gottardo Nicholas G
Firth Martin J
Beesley Alex H
Hoffmann Katrin
Terry Philippa A
Freitas Joseph R
Boag Joanne M
Cummings Aaron J
Kees Ursula R
References (23)
23 references, click to expand
-
Hemizygous p16(INK4A) deletion in pediatric acute lymphoblastic leukemia predicts independent risk of relapse.
Blood. 2001 Jan 15;97(2):572-4
PMID: 11154239
-
Gene expression signatures in lymphoid tumours.
Immunol Cell Biol. 2004 Apr;82(2):154-60
PMID: 15061768
-
Quantitative real-time PCR: a powerful ally in cancer research.
Trends Mol Med. 2003 May;9(5):189-95
PMID: 12763523
-
Real-time RT-PCR profiling of over 1400 Arabidopsis transcription factors: unprecedented sensitivity reveals novel root- and shoot-specific genes.
Plant J. 2004 Apr;38(2):366-79
PMID: 15078338
-
Comparison of mRNA gene expression by RT-PCR and DNA microarray.
Biotechniques. 2004 Apr;36(4):618-20, 622, 624-6
PMID: 15088380
-
Oligonucleotides with fluorescent dyes at opposite ends provide a quenched probe system useful for detecting PCR product and nucleic acid hybridization.
PCR Methods Appl. 1995 Jun;4(6):357-62
PMID: 7580930
-
Real time quantitative PCR.
Genome Res. 1996 Oct;6(10):986-94
PMID: 8908518
-
Gene expression levels in small specimens from patients detected using oligonucleotide arrays.
Mol Biotechnol. 2005 Jan;29(1):31-8
PMID: 15668517
-
Accuracy and calibration of commercial oligonucleotide and custom cDNA microarrays.
Nucleic Acids Res. 2002 May 15;30(10):e48
PMID: 12000853
-
Quantification using real-time PCR technology: applications and limitations.
Trends Mol Med. 2002 Jun;8(6):257-60
PMID: 12067606
-
Medical applications of microarray technologies: a regulatory science perspective.
Nat Genet. 2002 Dec;32 Suppl:474-9
PMID: 12454641
-
Post-analysis follow-up and validation of microarray experiments.
Nat Genet. 2002 Dec;32 Suppl:509-14
PMID: 12454646
-
NetAffx: Affymetrix probesets and annotations.
Nucleic Acids Res. 2003 Jan 1;31(1):82-6
PMID: 12519953
-
Historical background and anticipated developments.
Ann N Y Acad Sci. 2002 Dec;975:24-32
PMID: 12538151
-
Expression of HOX11 in childhood T-lineage acute lymphoblastic leukaemia can occur in the absence of cytogenetic aberration at 10q24: a study from the Children's Cancer Group (CCG).
Leukemia. 2003 May;17(5):887-93
PMID: 12750702
-
Developments in microarray technologies.
Drug Discov Today. 2003 Jul 15;8(14):642-51
PMID: 12867150
-
Exploration, normalization, and summaries of high density oligonucleotide array probe level data.
Biostatistics. 2003 Apr;4(2):249-64
PMID: 12925520
-
Advantages and limitations of microarray technology in human cancer.
Oncogene. 2003 Sep 29;22(42):6497-507
PMID: 14528274
-
Comparison and meta-analysis of microarray data: from the bench to the computer desk.
Trends Genet. 2003 Oct;19(10):570-7
PMID: 14550631
-
The limit fold change model: a practical approach for selecting differentially expressed genes from microarray data.
BMC Bioinformatics. 2002 Jun 21;3:17
PMID: 12095422
-
PDGFRB is overexpressed in metastatic medulloblastoma.
Nat Genet. 2003 Nov;35(3):197-8
PMID: 14593398
-
Confirming microarray data--is it really necessary?
Genomics. 2004 Apr;83(4):541-9
PMID: 15028276
-
Minimum information about a microarray experiment (MIAME)-toward standards for microarray data.
Nat Genet. 2001 Dec;29(4):365-71
PMID: 11726920