Published online 24 May 2006
Methods Online |
Relationship between gene expression and observed intensities in DNA microarraysa modeling study
IBM TJ Watson Research Center PO Box 218, Yorktown Heights, NY 10598, USA
*To whom correspondence should be addressed. Tel: +1 914 945 2609; Fax: +1 914 945 2141; Email: gaheld{at}us.ibm.com
Received October 28, 2005. Revised December 28, 2005. Accepted March 13, 2006.
A theoretical study of the physical properties which determine the variation in signal strength from probe to probe on a microarray is presented. A model which incorporates probe-target hybridization, as well as the subsequent dissociation which occurs during stringent washing of the microarray, is introduced and shown to reasonably describe publicly available spike-in experiments carried out at Affymetrix. In particular, this model suggests that probe-target dissociation during the stringent wash plays a critical role in determining the observed hybridization intensities. In addition, it is demonstrated that non-specific hybridization introduces uncertainties which significantly limit the ability of any model to accurately quantify absolute gene expression levels while, in contrast, target folding appears to have little effect on these results. Finally, for data from target spike-in experiments, our model is shown to compare favorably with an existing statistical model in determining target concentration levels.
![]()
CiteULike
Connotea
Del.icio.us What's this?
This article has been cited by other articles:
![]() |
W. B. Langdon, G. J. G. Upton, and A. P. Harrison Probes containing runs of guanines provide insights into the biophysics and bioinformatics of Affymetrix GeneChips Brief Bioinform, May 1, 2009; 10(3): 259 - 277. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Furusawa, N. Ono, S. Suzuki, T. Agata, H. Shimizu, and T. Yomo Model-based analysis of non-specific binding for background correction of high-density oligonucleotide microarrays Bioinformatics, January 1, 2009; 25(1): 36 - 41. [Abstract] [Full Text] [PDF] |
||||
![]() |
S. Li, A. Pozhitkov, and M. Brouwer A competitive hybridization model predicts probe signal intensity on high density DNA microarrays Nucleic Acids Res., November 1, 2008; 36(20): 6585 - 6591. [Abstract] [Full Text] [PDF] |
||||
![]() |
N. Ono, S. Suzuki, C. Furusawa, T. Agata, A. Kashiwagi, H. Shimizu, and T. Yomo An improved physico-chemical model of hybridization on high-density oligonucleotide microarrays Bioinformatics, May 15, 2008; 24(10): 1278 - 1285. [Abstract] [Full Text] [PDF] |
||||
![]() |
J. Stockel, E. A. Welsh, M. Liberton, R. Kunnvakkam, R. Aurora, and H. B. Pakrasi Global transcriptomic analysis of Cyanothece 51142 reveals robust diurnal oscillation of central metabolic processes PNAS, April 22, 2008; 105(16): 6156 - 6161. [Abstract] [Full Text] [PDF] |
||||
![]() |
H. Koltai and C. Weingarten-Baror Specificity of DNA microarray hybridization: characterization, effectors and approaches for data correction Nucleic Acids Res., April 1, 2008; 36(7): 2395 - 2405. [Abstract] [Full Text] [PDF] |
||||
![]() |
C. Wu, H. Zhao, K. Baggerly, R. Carta, and L. Zhang Short oligonucleotide probes containing G-stacks display abnormal binding affinity on Affymetrix microarrays Bioinformatics, October 1, 2007; 23(19): 2566 - 2572. [Abstract] [Full Text] [PDF] |
||||
![]() |
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. [Abstract] [Full Text] [PDF] |
||||
![]() |
L. Zhang, C. Wu, R. Carta, and H. Zhao Free energy of DNA duplex formation on short oligonucleotide microarrays Nucleic Acids Res., February 16, 2007; 35(3): e18 - e18. [Abstract] [Full Text] [PDF] |
||||



