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Journal of Computational and Graphical Statistics
Comparison of Methods for Image Analysis on cDNA Microarray Data
To cite this paper:
Yee Hwa Yang, Michael J Buckley, Sandrine Dudoit, Terence P Speed.
Journal of Computational and Graphical Statistics.
March 1, 2002,
11(1): 108-136.
doi:10.1198/106186002317375640.
Yee Hwa Yang,Michael J. Buckley,Sandrine Dudoit, andTerence P. SpeedYee Hwa Yang is a Ph.D. Student, Department of Statistics, 367 Evans Hall, University of California, Berkeley, CA 94720-3860 (E-mail: yeehwa@stat.berkely.edu). Michael J. Buckley is Statistician, CSIRO Mathematics and InformationScience, Australia (E-mail: Michael.Buckley@cmis.csiro.au). SandrineDudoit is Assistant Professor, Division of Biostatistics, University of California, Berkeley, CA (E-mail: sandrine@stat.berkeley.edu). Terence P. Speed is Professor, Department of Statistics, University of California, Berkeley, and Division of Genetics and Bioinformatics, TheWalter and Eliza Hall Institute, Australia (E-mail: terry@stat.berkeley.edu).
Microarrays are part of a new class of biotechnologies which allow the monitoring of expression levels for thousands of genes simultaneously. Image analysis is an important aspect of microarray experiments, one that can have a potentially large impact on subsequent analyses such as clustering or the identification of differentially expressed genes. This article reviews a number of existing image analysis approaches for cDNA microarray experiments and proposes new addressing, segmentation, and background correction methods for extracting information from microarray scanned images. The segmentation component uses a seeded region growing algorithm which makes provision for spots of different shapes and sizes. The background estimation approach is based on an image analysis technique known as morphological opening. These new image analysis procedures are implemented in a software package named Spot, built on the R environment for statistical computing. The statistical properties of the different segmentation and background adjustment methods are examined using microarray data from a study of lipid metabolism in mice. It is shown that in some cases background adjustment can substantially reduce the precision—that is, increase the variability—of low-intensity spot values. In contrast, the choice of segmentation procedure has a smaller impact. The comparison further suggests that seeded region growing segmentation with morphological background correction provides precise and accurate estimates of foreground and background intensities. Cited byFrank W. Bentrem. (2010) A Q-Ising model application for linear-time image segmentation. Central European Journal of Physics 8:5, 689-698 Online publication date: 1-Oct-2010. CrossRef E Zacharia, D E Maroulis. (2010) 3-D Spot Modeling for Automatic Segmentation of cDNA Microarray Images. IEEE Transactions on NanoBioscience 9:3, 181-192 Online publication date: 1-Sep-2010. CrossRef Tamanna Howlader, Yogendra P Chaubey. (2010) Noise Reduction of cDNA Microarray Images Using Complex Wavelets. IEEE Transactions on Image Processing 19:8, 1953-1967 Online publication date: 1-Aug-2010. CrossRef L. Muresan, J. Jacak, E.P. Klement, J. Hesse, G.J. Schutz. (2010) Microarray Analysis at Single-Molecule Resolution. IEEE Transactions on NanoBioscience 9:1, 51-58 Online publication date: 1-Mar-2010. CrossRef P. J. Bickel, J. B. Brown, H. Huang, Q. Li. (2009) An overview of recent developments in genomics and associated statistical methods. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 367:1906, 4313-4337 Online publication date: 13-Nov-2009. CrossRef E.I. Athanasiadis, D.A. Cavouras, D.T. Glotsos, P.V. Georgiadis, I.K. Kalatzis, G.C. Nikiforidis. (2009) Segmentation of Complementary DNA Microarray Images by Wavelet-Based Markov Random Field Model. IEEE Transactions on Information Technology in Biomedicine 13:6, 1068-1074 Online publication date: 1-Nov-2009. CrossRef E.I. Athanasiadis, D.A. Cavouras, P.P. Spyridonos, D.T. Glotsos, I.K. Kalatzis, G.C. Nikiforidis. (2009) Complementary DNA Microarray Image Processing Based on the Fuzzy Gaussian Mixture Model. IEEE Transactions on Information Technology in Biomedicine 13:4, 419-425 Online publication date: 1-Jul-2009. CrossRef V. Jayaswal, M. Lutherborrow, D. D. F. Ma, Y. Hwa Yang. (2009) Identification of microRNAs with regulatory potential using a matched microRNA-mRNA time-course data. Nucleic Acids Research 37:8, e60-e60 Online publication date: 1-May-2009. CrossRef Peihua Qiu, Jingran Sun. (2009) Using Conventional Edge Detectors and Postsmoothing for Segmentation of Spotted Microarray Images. Journal of Computational and Graphical Statistics 18:1, 147-164 Online publication date: 1-Mar-2009. Abstract
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