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QuaPra: Efficient transcript assembly and quantification using quadratic programming with Apriori algorithm 被引量:1

QuaPra: Efficient transcript assembly and quantification using quadratic programming with Apriori algorithm
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摘要 RNA sequencing(RNA-seq) has greatly facilitated the exploring of transcriptome landscape for diverse organisms.However,transcriptome reconstruction is still challenging due to various limitations of current tools and sequencing technologies.Here,we introduce an efficient tool,QuaPra(Quadratic Programming combined with Apriori),for accurate transcriptome assembly and quantification.QuaPra could detect at least 26.5% more low abundance(0.1–1 FPKM) transcripts with over 2.7% increase of sensitivity and precision on simulated data compared to other currently popular tools.Moreover,around one-quarter more known transcripts were correctly assembled by QuaPra than other assemblers on real sequencing data.QuaPra is freely available at http://www.megabionet.org/QuaPra/. RNA sequencing(RNA-seq) has greatly facilitated the exploring of transcriptome landscape for diverse organisms. However,transcriptome reconstruction is still challenging due to various limitations of current tools and sequencing technologies. Here, we introduce an efficient tool, QuaPra(Quadratic Programming combined with Apriori), for accurate transcriptome assembly and quantification. QuaPra could detect at least 26.5% more low abundance(0.1–1 FPKM) transcripts with over 2.7% increase of sensitivity and precision on simulated data compared to other currently popular tools. Moreover, around one-quarter more known transcripts were correctly assembled by QuaPra than other assemblers on real sequencing data. QuaPra is freely available at http://www.megabionet.org/QuaPra/.
出处 《Science China(Life Sciences)》 SCIE CAS CSCD 2019年第7期937-946,共10页 中国科学(生命科学英文版)
基金 supported by the National High Technology Research and Development Program of China(2015AA020108) the National Key Research and Development Program of China(2016YFC0902100) the China Human Proteome Project(2014DFB30010,2014DFB30030) the National Science Foundation of China(31671377,31401133,31771460,91629103) the Program of Introducing Talents of Discipline to Universities of China(B14019)
关键词 RNA-SEQ TRANSCRIPTOME RECONSTRUCTION TRANSCRIPT ASSEMBLY TRANSCRIPT quantification RNA-Seq transcriptome reconstruction transcript assembly transcript quantification
分类号 Q [生物学]
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