Cargando…
High-throughput analysis of the interactions between viral proteins and host cell RNAs
RNA-protein interactions of a virus play a major role in the replication of RNA viruses. The replication and transcription of these viruses take place in the cytoplasm of the host cell; hence, there is a probability for the host RNA-viral protein and viral RNA-host protein interactions. The current...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier Ltd.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8252845/ https://www.ncbi.nlm.nih.gov/pubmed/34246161 http://dx.doi.org/10.1016/j.compbiomed.2021.104611 |
_version_ | 1783717385724755968 |
---|---|
author | Lanjanian, Hossein Nematzadeh, Sajjad Hosseini, Shadi Torkamanian-Afshar, Mahsa Kiani, Farzad Moazzam-Jazi, Maryam Aydin, Nizamettin Masoudi-Nejad, Ali |
author_facet | Lanjanian, Hossein Nematzadeh, Sajjad Hosseini, Shadi Torkamanian-Afshar, Mahsa Kiani, Farzad Moazzam-Jazi, Maryam Aydin, Nizamettin Masoudi-Nejad, Ali |
author_sort | Lanjanian, Hossein |
collection | PubMed |
description | RNA-protein interactions of a virus play a major role in the replication of RNA viruses. The replication and transcription of these viruses take place in the cytoplasm of the host cell; hence, there is a probability for the host RNA-viral protein and viral RNA-host protein interactions. The current study applies a high-throughput computational approach, including feature extraction and machine learning methods, to predict the affinity of protein sequences of ten viruses to three categories of RNA sequences. These categories include RNAs involved in the protein-RNA complexes stored in the RCSB database, the human miRNAs deposited at the mirBase database, and the lncRNA deposited in the LNCipedia database. The results show that evolution not only tries to conserve key viral proteins involved in the replication and transcription but also prunes their interaction capability. These proteins with specific interactions do not perturb the host cell through undesired interactions. On the other hand, the hypermutation rate of NSP3 is related to its affinity to host cell RNAs. The Gene Ontology (GO) analysis of the miRNA with affiliation to NSP3 suggests that these miRNAs show strongly significantly enriched GO terms related to the known symptoms of COVID-19. Docking and MD simulation study of the obtained miRNA through high-throughput analysis suggest a non-coding RNA (an RNA antitoxin, ToxI) as a natural aptamer drug candidate for NSP5 inhibition. Finally, a significant interplay of the host RNA-viral protein in the host cell can disrupt the host cell's system by influencing the RNA-dependent processes of the host cells, such as a differential expression in RNA. Furthermore, our results are useful to identify the side effects of mRNA-based vaccines, many of which are caused by the off-label interactions with the human lncRNAs. |
format | Online Article Text |
id | pubmed-8252845 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82528452021-07-02 High-throughput analysis of the interactions between viral proteins and host cell RNAs Lanjanian, Hossein Nematzadeh, Sajjad Hosseini, Shadi Torkamanian-Afshar, Mahsa Kiani, Farzad Moazzam-Jazi, Maryam Aydin, Nizamettin Masoudi-Nejad, Ali Comput Biol Med Article RNA-protein interactions of a virus play a major role in the replication of RNA viruses. The replication and transcription of these viruses take place in the cytoplasm of the host cell; hence, there is a probability for the host RNA-viral protein and viral RNA-host protein interactions. The current study applies a high-throughput computational approach, including feature extraction and machine learning methods, to predict the affinity of protein sequences of ten viruses to three categories of RNA sequences. These categories include RNAs involved in the protein-RNA complexes stored in the RCSB database, the human miRNAs deposited at the mirBase database, and the lncRNA deposited in the LNCipedia database. The results show that evolution not only tries to conserve key viral proteins involved in the replication and transcription but also prunes their interaction capability. These proteins with specific interactions do not perturb the host cell through undesired interactions. On the other hand, the hypermutation rate of NSP3 is related to its affinity to host cell RNAs. The Gene Ontology (GO) analysis of the miRNA with affiliation to NSP3 suggests that these miRNAs show strongly significantly enriched GO terms related to the known symptoms of COVID-19. Docking and MD simulation study of the obtained miRNA through high-throughput analysis suggest a non-coding RNA (an RNA antitoxin, ToxI) as a natural aptamer drug candidate for NSP5 inhibition. Finally, a significant interplay of the host RNA-viral protein in the host cell can disrupt the host cell's system by influencing the RNA-dependent processes of the host cells, such as a differential expression in RNA. Furthermore, our results are useful to identify the side effects of mRNA-based vaccines, many of which are caused by the off-label interactions with the human lncRNAs. Elsevier Ltd. 2021-08 2021-07-02 /pmc/articles/PMC8252845/ /pubmed/34246161 http://dx.doi.org/10.1016/j.compbiomed.2021.104611 Text en © 2021 Elsevier Ltd. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Lanjanian, Hossein Nematzadeh, Sajjad Hosseini, Shadi Torkamanian-Afshar, Mahsa Kiani, Farzad Moazzam-Jazi, Maryam Aydin, Nizamettin Masoudi-Nejad, Ali High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title | High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title_full | High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title_fullStr | High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title_full_unstemmed | High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title_short | High-throughput analysis of the interactions between viral proteins and host cell RNAs |
title_sort | high-throughput analysis of the interactions between viral proteins and host cell rnas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8252845/ https://www.ncbi.nlm.nih.gov/pubmed/34246161 http://dx.doi.org/10.1016/j.compbiomed.2021.104611 |
work_keys_str_mv | AT lanjanianhossein highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT nematzadehsajjad highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT hosseinishadi highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT torkamanianafsharmahsa highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT kianifarzad highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT moazzamjazimaryam highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT aydinnizamettin highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas AT masoudinejadali highthroughputanalysisoftheinteractionsbetweenviralproteinsandhostcellrnas |