Literature DB >> 12385996

An automatic block and spot indexing with k-nearest neighbors graph for microarray image analysis.

Ho-Youl Jung1, Hwan-Gue Cho.   

Abstract

MOTIVATION: In this paper, we propose a fully automatic block and spot indexing algorithm for microarray image analysis. A microarray is a device which enables a parallel experiment of ten to hundreds of thousands of test genes in order to measure gene expression. Due to this huge size of experimental data, automated image analysis is gaining importance in microarray image processing systems. Currently, most of the automated microarray image processing systems require manual block indexing and, in some cases, spot indexing. If the microarray image is large and contains a lot of noise, it is very troublesome work. In this paper, we show it is possible to locate the addresses of blocks and spots by applying the Nearest Neighbors Graph Model. Also, we propose an analytic model for the feasibility of block addressing. Our analytic model is validated by a large body of experimental results.
RESULTS: We demonstrate the features of automatic block detection, automatic spot addressing, and correction of the distortion and skewedness of each microarray image.

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Year:  2002        PMID: 12385996     DOI: 10.1093/bioinformatics/18.suppl_2.s141

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  5 in total

1.  A Comparison of Fuzzy Clustering Approaches for Quantification of Microarray Gene Expression.

Authors:  Yu-Ping Wang; Maheswar Gunampally; Jie Chen; Douglas Bittel; Merlin G Butler; Wei-Wen Cai
Journal:  J Signal Process Syst       Date:  2007-08-16

2.  Automatic Spot Identification for High Throughput Microarray Analysis.

Authors:  Eunice Wu; Yan A Su; Eric Billings; Bernard R Brooks; Xiongwu Wu
Journal:  J Bioeng Biomed Sci       Date:  2011-11-18

3.  GPU-FS-kNN: a software tool for fast and scalable kNN computation using GPUs.

Authors:  Ahmed Shamsul Arefin; Carlos Riveros; Regina Berretta; Pablo Moscato
Journal:  PLoS One       Date:  2012-08-28       Impact factor: 3.240

4.  M3G: maximum margin microarray gridding.

Authors:  Dimitris Bariamis; Dimitris K Iakovidis; Dimitris Maroulis
Journal:  BMC Bioinformatics       Date:  2010-01-25       Impact factor: 3.169

Review 5.  Bioimage informatics: a new area of engineering biology.

Authors:  Hanchuan Peng
Journal:  Bioinformatics       Date:  2008-07-04       Impact factor: 6.937

  5 in total

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