Literature DB >> 15598820

Detecting tissue-specific regulation of alternative splicing as a qualitative change in microarray data.

Keith Le1, Katherine Mitsouras, Meenakshi Roy, Qi Wang, Qiang Xu, Stanley F Nelson, Christopher Lee.   

Abstract

Alternative splicing has recently emerged as a major mechanism of regulation in the human genome, occurring in perhaps 40-60% of human genes. Thus, microarray studies of functional regulation could, in principle, be extended to detect not only the changes in the overall expression of a gene, but also changes in its splicing pattern between different tissues. However, since changes in the total expression of a gene and changes in its alternative splicing can be mixed in complex ways among a set of samples, separating these effects can be difficult, and is essential for their accurate assessment. We present a simple and general approach for distinguishing changes in alternative splicing from changes in expression, based on detecting systematic anti-correlation between the log-ratios of two different samples versus a pool containing both samples. We have tested this analysis method on microarray data for five human tissues, generated using a standard microarray platform and experimental protocols shown previously to be sensitive to alternative splicing. Our automatic analysis was able to detect a wide variety of tissue-specific alternative splicing events, such as exon skipping,mutually exclusive exons, alternative 3' and alternative 5' splicing, alternative initiation and alternative termination, all of which were validated by independent reverse-transcriptase PCR experiments, with validation rates of 70-85%. Our analysis method also enables hierarchical clustering of genes and samples by the level of similarity to their alternative splicing patterns, revealing patterns of tissue-specific regulation that are distinct from those obtained by hierarchical clustering of gene expression from the same microarray data. Our data and analysis source code are available from http://www.bioinformatics.ucla.edu/ASAP.

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Year:  2004        PMID: 15598820      PMCID: PMC545471          DOI: 10.1093/nar/gnh173

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  25 in total

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8.  ASAP: the Alternative Splicing Annotation Project.

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  36 in total

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2.  The beta-catenin/TCF4 pathway modifies alternative splicing through modulation of SRp20 expression.

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3.  Global profiling and molecular characterization of alternative splicing events misregulated in lung cancer.

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Review 5.  Alternative splicing: An important mechanism in stem cell biology.

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6.  Prediction of alternative isoforms from exon expression levels in RNA-Seq experiments.

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7.  Differential detection of alternatively spliced variants of Ciz1 in normal and cancer cells using a custom exon-junction microarray.

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8.  Prediction of alternatively skipped exons and splicing enhancers from exon junction arrays.

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9.  High resolution analysis of the human transcriptome: detection of extensive alternative splicing independent of transcriptional activity.

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10.  Resolving deconvolution ambiguity in gene alternative splicing.

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