arcasHLA: high-resolution HLA typing from RNAseq

被引:90
|
作者
Orenbuch, Rose [1 ,2 ]
Filip, Ioan [1 ]
Comito, Devon [3 ]
Shaman, Jeffrey [3 ]
Pe'er, Itsik [2 ]
Rabadan, Raul [1 ]
机构
[1] Columbia Univ, Dept Syst Biol, New York, NY 10032 USA
[2] Columbia Univ, Dept Comp Sci, New York, NY 10027 USA
[3] Columbia Univ, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, New York, NY 10032 USA
基金
美国国家卫生研究院;
关键词
HETEROZYGOTE ADVANTAGE; EXPRESSION; MICROBIOME; SELECTION;
D O I
10.1093/bioinformatics/btz474
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation The human leukocyte antigen (HLA) locus plays a critical role in tissue compatibility and regulates the host response to many diseases, including cancers and autoimmune di3orders. Recent improvements in the quality and accessibility of next-generation sequencing have made HLA typing from standard short-read data practical. However, this task remains challenging given the high level of polymorphism and homology between HLA genes. HLA typing from RNA sequencing is further complicated by post-transcriptional modifications and bias due to amplification. Results Here, we present arcasHLA: a fast and accurate in silico tool that infers HLA genotypes from RNA-sequencing data. Our tool outperforms established tools on the gold-standard benchmark dataset for HLA typing in terms of both accuracy and speed, with an accuracy rate of 100% at two-field resolution for Class I genes, and over 99.7% for Class II. Furthermore, we evaluate the performance of our tool on a new biological dataset of 447 single-end total RNA samples from nasopharyngeal swabs, and establish the applicability of arcasHLA in metatranscriptome studies. Availability and implementation arcasHLA is available at https://github.com/RabadanLab/arcasHLA. Supplementary information Supplementary data are available at Bioinformatics online.
引用
收藏
页码:33 / 40
页数:8
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