ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.

The SARS-CoV-2 pandemic of 2020 has mobilised scientists around the globe to research all aspects of the coronavirus virus and its infection. For fruitful and rapid investigation of viral pathomechanisms, a collaborative and interdisciplinary approach is required. Therefore, we have developed ViralL...

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Main Authors: Agatha Treveil, Balazs Bohar, Padhmanand Sudhakar, Lejla Gul, Luca Csabai, Marton Olbei, Martina Poletti, Matthew Madgwick, Tahila Andrighetti, Isabelle Hautefort, Dezso Modos, Tamas Korcsmaros
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-02-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1008685
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spelling doaj-00a6fe4655e94003bb64bc7e1cbd37852021-04-21T16:41:04ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582021-02-01172e100868510.1371/journal.pcbi.1008685ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.Agatha TreveilBalazs BoharPadhmanand SudhakarLejla GulLuca CsabaiMarton OlbeiMartina PolettiMatthew MadgwickTahila AndrighettiIsabelle HautefortDezso ModosTamas KorcsmarosThe SARS-CoV-2 pandemic of 2020 has mobilised scientists around the globe to research all aspects of the coronavirus virus and its infection. For fruitful and rapid investigation of viral pathomechanisms, a collaborative and interdisciplinary approach is required. Therefore, we have developed ViralLink: a systems biology workflow which reconstructs and analyses networks representing the effect of viruses on intracellular signalling. These networks trace the flow of signal from intracellular viral proteins through their human binding proteins and downstream signalling pathways, ending with transcription factors regulating genes differentially expressed upon viral exposure. In this way, the workflow provides a mechanistic insight from previously identified knowledge of virally infected cells. By default, the workflow is set up to analyse the intracellular effects of SARS-CoV-2, requiring only transcriptomics counts data as input from the user: thus, encouraging and enabling rapid multidisciplinary research. However, the wide-ranging applicability and modularity of the workflow facilitates customisation of viral context, a priori interactions and analysis methods. Through a case study of SARS-CoV-2 infected bronchial/tracheal epithelial cells, we evidence the functionality of the workflow and its ability to identify key pathways and proteins in the cellular response to infection. The application of ViralLink to different viral infections in a context specific manner using different available transcriptomics datasets will uncover key mechanisms in viral pathogenesis.https://doi.org/10.1371/journal.pcbi.1008685
collection DOAJ
language English
format Article
sources DOAJ
author Agatha Treveil
Balazs Bohar
Padhmanand Sudhakar
Lejla Gul
Luca Csabai
Marton Olbei
Martina Poletti
Matthew Madgwick
Tahila Andrighetti
Isabelle Hautefort
Dezso Modos
Tamas Korcsmaros
spellingShingle Agatha Treveil
Balazs Bohar
Padhmanand Sudhakar
Lejla Gul
Luca Csabai
Marton Olbei
Martina Poletti
Matthew Madgwick
Tahila Andrighetti
Isabelle Hautefort
Dezso Modos
Tamas Korcsmaros
ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
PLoS Computational Biology
author_facet Agatha Treveil
Balazs Bohar
Padhmanand Sudhakar
Lejla Gul
Luca Csabai
Marton Olbei
Martina Poletti
Matthew Madgwick
Tahila Andrighetti
Isabelle Hautefort
Dezso Modos
Tamas Korcsmaros
author_sort Agatha Treveil
title ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
title_short ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
title_full ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
title_fullStr ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
title_full_unstemmed ViralLink: An integrated workflow to investigate the effect of SARS-CoV-2 on intracellular signalling and regulatory pathways.
title_sort virallink: an integrated workflow to investigate the effect of sars-cov-2 on intracellular signalling and regulatory pathways.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2021-02-01
description The SARS-CoV-2 pandemic of 2020 has mobilised scientists around the globe to research all aspects of the coronavirus virus and its infection. For fruitful and rapid investigation of viral pathomechanisms, a collaborative and interdisciplinary approach is required. Therefore, we have developed ViralLink: a systems biology workflow which reconstructs and analyses networks representing the effect of viruses on intracellular signalling. These networks trace the flow of signal from intracellular viral proteins through their human binding proteins and downstream signalling pathways, ending with transcription factors regulating genes differentially expressed upon viral exposure. In this way, the workflow provides a mechanistic insight from previously identified knowledge of virally infected cells. By default, the workflow is set up to analyse the intracellular effects of SARS-CoV-2, requiring only transcriptomics counts data as input from the user: thus, encouraging and enabling rapid multidisciplinary research. However, the wide-ranging applicability and modularity of the workflow facilitates customisation of viral context, a priori interactions and analysis methods. Through a case study of SARS-CoV-2 infected bronchial/tracheal epithelial cells, we evidence the functionality of the workflow and its ability to identify key pathways and proteins in the cellular response to infection. The application of ViralLink to different viral infections in a context specific manner using different available transcriptomics datasets will uncover key mechanisms in viral pathogenesis.
url https://doi.org/10.1371/journal.pcbi.1008685
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