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Haplotype-aware pantranscriptome analyses using spliced pangenome graphs

delete2023-01-16
delete17
PRE
AI
J
Jonas A. Sibbesen
J
Jordan M. Eizenga
N
Novak, Adam M.
J
Jouni Sirén
X
Xian Chang
E
Erik Garrison
B
Benedict Paten *
DOI:10.1038/s41592-022-01731-9delete
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摘要

摘要

En 中文
Pangenomics is emerging as a powerful computational paradigm in bioinformatics. This field uses population-level genome reference structures, typically consisting of a sequence graph, to mitigate reference bias and facilitate analyses that were challenging with previous reference-based methods. In this work, we extend these methods into transcriptomics to analyze sequencing data using the pantranscriptome: a population-level transcriptomic reference. Our toolchain, which consists of additions to the VG toolkit and a standalone tool, RPVG, can construct spliced pangenome graphs, map RNA sequencing data to these graphs, and perform haplotype-aware expression quantification of transcripts in a pantranscriptome. We show that this workflow improves accuracy over state-of-the-art RNA sequencing mapping methods, and that it can efficiently quantify haplotype-specific transcript expression without needing to characterize the haplotypes of a sample beforehand.
Keyword:
ALIGNMENT
HISAT

期刊

Nature Methods 封面图
Nature Methods
IF:
32.1
论文数:
7.2K
被引数:
12.7W

机构

U
University of Tennessee Health Science Center
学者数:
7.0K
论文数: 5.4K
被引数: 1.0W
University of Tennessee System 封面图
University of Tennessee System
学者数:
2.9W
论文数: 2.7W
被引数: 115
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