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Estimation of Alternative Splicing isoform Frequencies from RNA-Seq Data | SpringerLink
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In this paper we present a novel expectation-maximization algorithm for inference of alternative splicing isoform frequencies from high-throughput transcriptome sequencing (RNA-Seq) data. Our algorithm exploits disambiguation information provided by the distribution...
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Keywords {🔍}
google, scholar, pubmed, article, rnaseq, bioinformatics, data, isoform, cas, central, information, science, springer, paper, alternative, heidelberg, privacy, cookies, content, publish, estimation, splicing, computer, transcriptome, expression, download, genome, chapter, nature, university, research, search, algorithms, conference, algorithm, sequencing, experiments, gene, preview, access, short, vol, personal, log, journal, frequencies, wabi, nicolae, mangul, măndoiu,
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article google scholar month download article/chapter high-throughput transcriptome sequencing read pairing information synthetic datasets show georgia state university rna-seq data privacy choices/manage cookies device instant download short sequence reads rna-seq experiments gene alternative splicing exact transcriptome reconstruction sequencing library preparation conference paper algorithms short dna sequences expectation-maximization algorithm download preview pdf read mapping uncertainty mammalian gene collection alternative isoform regulation european economic area marius nicolae insert sizes generated base quality scores random hexamer priming memory-efficient alignment discovering splice junctions exon expression levels conditions privacy policy serghei mangul resolving deconvolution ambiguity accepting optional cookies quantifying mammalian transcriptomes homologous genes computer science human tissue transcriptomes nsf awards iis-0546457 paper cite main content log rna-seq paper nicolae journal finder publish pdf read nature methods chapter usd 29 genome research 19 permissions reprints personal data bmc bioinformatics 10
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ScholarlyArticle:
headline:Estimation of Alternative Splicing isoform Frequencies from RNA-Seq Data
pageEnd:214
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genre:
Computer Science
Computer Science (R0)
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name:Springer Berlin Heidelberg
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author:
name:Marius Nicolae
affiliation:
name:University of Connecticut
address:
name:Computer Science & Engineering Department, University of Connecticut, Storrs, USA
type:PostalAddress
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name:Serghei Mangul
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name:Georgia State University, University Plaza
address:
name:Computer Science Department, Georgia State University, University Plaza, Georgia
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name:Ion Măndoiu
affiliation:
name:University of Connecticut
address:
name:Computer Science & Engineering Department, University of Connecticut, Storrs, USA
type:PostalAddress
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name:Alex Zelikovsky
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name:Computer Science Department, Georgia State University, University Plaza, Georgia
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keywords:Read Length, Error Fraction, Line Sweep, Base Quality Score, Sequencing Library Preparation
description:In this paper we present a novel expectation-maximization algorithm for inference of alternative splicing isoform frequencies from high-throughput transcriptome sequencing (RNA-Seq) data. Our algorithm exploits disambiguation information provided by the distribution of insert sizes generated during sequencing library preparation, and takes advantage of base quality scores, strand and read pairing information if available. Empirical experiments on synthetic datasets show that the algorithm significantly outperforms existing methods of isoform and gene expression level estimation from RNA-Seq data. The Java implementation of IsoEM is available at http://dna.engr.uconn.edu/software/IsoEM/.
datePublished:2010
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