Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads
Summary: MicroRNA (miRNA) trans-regulates the stability of many mRNAs and controls their expression levels. Reconstruction of the miRNA-mRNA interactome is key to the understanding of the miRNA regulatory network and related biological processes. However, existing miRNA target prediction methods are...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
Elsevier
2019-08-01
|
Series: | iScience |
Online Access: | http://www.sciencedirect.com/science/article/pii/S2589004219301750 |
id |
doaj-d5fe7dff225047cc84923c78b5649bb9 |
---|---|
record_format |
Article |
spelling |
doaj-d5fe7dff225047cc84923c78b5649bb92020-11-24T21:22:11ZengElsevieriScience2589-00422019-08-01181119Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex ReadsCuncong Zhong0Shaojie Zhang1Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS 66045, USA; Corresponding authorDepartment of Computer Science, University of Central Florida, Orlando, FL 32816, USASummary: MicroRNA (miRNA) trans-regulates the stability of many mRNAs and controls their expression levels. Reconstruction of the miRNA-mRNA interactome is key to the understanding of the miRNA regulatory network and related biological processes. However, existing miRNA target prediction methods are limited to canonical miRNA-mRNA interactions and have high false prediction rates. Other experimental methods are low throughput and cannot be used to probe genome-wide interactions. To address this challenge, the Cross-linking Ligation and Sequencing of Hybrids (CLASH) technology was developed for high-throughput probing of transcriptome-wide microRNA-mRNA interactions in vivo. The mapping of duplex reads, chimeras of two ultra-short RNA strands, poses computational challenges to current mapping and alignment methods. To address this issue, we developed CLAN (CrossLinked reads ANalysis toolkit). CLAN generated a comparable mapping of singular reads to other tools, and significantly outperformed in mapping simulated and real CLASH duplex reads, offering a potential application to other next-generation sequencing-based duplex-read-generating technologies. : Biological Sciences; Bioinformatics; Genomic Analysis; Computer Science; Algorithms Subject Areas: Biological Sciences, Bioinformatics, Genomic Analysis, Computer Science, Algorithmshttp://www.sciencedirect.com/science/article/pii/S2589004219301750 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Cuncong Zhong Shaojie Zhang |
spellingShingle |
Cuncong Zhong Shaojie Zhang Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads iScience |
author_facet |
Cuncong Zhong Shaojie Zhang |
author_sort |
Cuncong Zhong |
title |
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads |
title_short |
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads |
title_full |
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads |
title_fullStr |
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads |
title_full_unstemmed |
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads |
title_sort |
accurate and efficient mapping of the cross-linked microrna-mrna duplex reads |
publisher |
Elsevier |
series |
iScience |
issn |
2589-0042 |
publishDate |
2019-08-01 |
description |
Summary: MicroRNA (miRNA) trans-regulates the stability of many mRNAs and controls their expression levels. Reconstruction of the miRNA-mRNA interactome is key to the understanding of the miRNA regulatory network and related biological processes. However, existing miRNA target prediction methods are limited to canonical miRNA-mRNA interactions and have high false prediction rates. Other experimental methods are low throughput and cannot be used to probe genome-wide interactions. To address this challenge, the Cross-linking Ligation and Sequencing of Hybrids (CLASH) technology was developed for high-throughput probing of transcriptome-wide microRNA-mRNA interactions in vivo. The mapping of duplex reads, chimeras of two ultra-short RNA strands, poses computational challenges to current mapping and alignment methods. To address this issue, we developed CLAN (CrossLinked reads ANalysis toolkit). CLAN generated a comparable mapping of singular reads to other tools, and significantly outperformed in mapping simulated and real CLASH duplex reads, offering a potential application to other next-generation sequencing-based duplex-read-generating technologies. : Biological Sciences; Bioinformatics; Genomic Analysis; Computer Science; Algorithms Subject Areas: Biological Sciences, Bioinformatics, Genomic Analysis, Computer Science, Algorithms |
url |
http://www.sciencedirect.com/science/article/pii/S2589004219301750 |
work_keys_str_mv |
AT cuncongzhong accurateandefficientmappingofthecrosslinkedmicrornamrnaduplexreads AT shaojiezhang accurateandefficientmappingofthecrosslinkedmicrornamrnaduplexreads |
_version_ |
1725997038355611648 |