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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...

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Autores principales: Lanjanian, Hossein, Nematzadeh, Sajjad, Hosseini, Shadi, Torkamanian-Afshar, Mahsa, Kiani, Farzad, Moazzam-Jazi, Maryam, Aydin, Nizamettin, Masoudi-Nejad, Ali
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
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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.
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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
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