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Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads

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...

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Detalles Bibliográficos
Autores principales: Zhong, Cuncong, Zhang, Shaojie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6609836/
https://www.ncbi.nlm.nih.gov/pubmed/31271968
http://dx.doi.org/10.1016/j.isci.2019.05.038
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author Zhong, Cuncong
Zhang, Shaojie
author_facet Zhong, Cuncong
Zhang, Shaojie
author_sort Zhong, Cuncong
collection PubMed
description 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.
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spelling pubmed-66098362019-07-16 Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads Zhong, Cuncong Zhang, Shaojie iScience Article 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. Elsevier 2019-05-29 /pmc/articles/PMC6609836/ /pubmed/31271968 http://dx.doi.org/10.1016/j.isci.2019.05.038 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Zhong, Cuncong
Zhang, Shaojie
Accurate and Efficient Mapping of the Cross-Linked microRNA-mRNA Duplex Reads
title 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_short 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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6609836/
https://www.ncbi.nlm.nih.gov/pubmed/31271968
http://dx.doi.org/10.1016/j.isci.2019.05.038
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