Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion

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作者
Roger Volden
Kayla D. Schimke
Ashley Byrne
Danilo Dubocanin
Matthew Adams
Christopher Vollmers
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[1] University of California Santa Cruz,Department of Biomolecular Engineering
[2] Present Address: Pacific Biosciences,Department of Molecular, Cellular, and Developmental Biology
[3] University of California Santa Cruz,undefined
[4] Present Address: Genentech,undefined
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In this manuscript, we introduce and benchmark Mandalorion v4.1 for the identification and quantification of full-length transcriptome sequencing reads. It further improves upon the already strong performance of Mandalorion v3.6 used in the LRGASP consortium challenge. By processing real and simulated data, we show three main features of Mandalorion: first, Mandalorion-based isoform identification has very high precision and maintains high recall even in the absence of any genome annotation. Second, isoform read counts as quantified by Mandalorion show a high correlation with simulated read counts. Third, isoforms identified by Mandalorion closely reflect the full-length transcriptome sequencing data sets they are based on.
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