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- W2938447273 abstract "The rapid increase in High-throughput sequencing of RNA (RNA-seq) has led to tremendous improvements in the detection and reconstruction of both expressed coding and non-coding RNA transcripts. Yet, the complete and accurate annotation of the complex transcriptional output of not only the human genome has remained elusive. One of the critical bottlenecks in this endeavor is the computational reconstruction of transcript structures, due to high noise levels, technological limits, and other biases in the raw data.We introduce several new and improved algorithms in a novel workflow for transcript assembly and quantification. We propose an extension of the common splice graph framework that combines aspects of overlap and bin graphs and makes it possible to efficiently use both multi-splice and paired-end information to the fullest extent. Phasing information of reads is used to further resolve loci. The decomposition of read coverage patterns is modeled as a minimum-cost flow problem to account for the unavoidable non-uniformities of RNA-seq data.Its performance compares favorably with state of the art methods on both simulated and real-life datasets. Ryūtō calls 1-4% more true transcripts, while calling 5-35% less false predictions compared to the next best competitor." @default.
- W2938447273 created "2019-04-25" @default.
- W2938447273 creator A5016104736 @default.
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- W2938447273 date "2019-04-16" @default.
- W2938447273 modified "2023-10-10" @default.
- W2938447273 title "Ryūtō: network-flow based transcriptome reconstruction" @default.
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- W2938447273 doi "https://doi.org/10.1186/s12859-019-2786-5" @default.
- W2938447273 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6469118" @default.
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