The Role of EGFR in Influenza Pathogenicity: Multiple Network-Based Approaches to Identify a Key Regulator of Non-lethal Infections
Abstract
Despite high sequence similarity between pandemic and seasonal influenza viruses, there is extreme variation in host pathogenicity from one viral strain to the next. Identifying the underlying mechanisms of variability in pathogenicity is a critical task for understanding influenza virus infection and effective management of highly pathogenic influenza virus disease. We applied a network-based modeling approach to identify critical functions related to influenza virus pathogenicity using large transcriptomic and proteomic datasets from mice infected with six influenza virus strains or mutants. Our analysis revealed two pathogenicity-related gene expression clusters; these results were corroborated by matching proteomics data. We also identified parallel downstream processes that were altered during influenza pathogenesis. We found that network bottlenecks (nodes that bridge different network regions) were highly enriched in pathogenicity-related genes, while network hubs (highly connected network nodes) were significantly depleted in these genes. We confirmed that this trend persisted in a distinct virus: Severe Acute Respiratory Syndrome Coronavirus (SARS). The role of epidermal growth factor receptor (EGFR) in influenza pathogenesis, one of the bottleneck regulators with corroborating signals across transcript and protein expression data, was tested and validated in additional mouse infection experiments. We demonstrate that EGFR is important during influenza infection, but themore »
- Authors:
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE; National Institutes of Health (NIH)
- OSTI Identifier:
- 1562984
- Alternate Identifier(s):
- OSTI ID: 1568819
- Report Number(s):
- PNNL-SA-142083
Journal ID: ISSN 2296-634X; 200
- Grant/Contract Number:
- AC05-76RL01830; U19AI106772
- Resource Type:
- Journal Article: Published Article
- Journal Name:
- Frontiers in Cell and Developmental Biology
- Additional Journal Information:
- Journal Name: Frontiers in Cell and Developmental Biology Journal Volume: 7; Journal ID: ISSN 2296-634X
- Publisher:
- Frontiers Media SA
- Country of Publication:
- Switzerland
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; bioinformatics; computational biology; network topology; Influenza; SARS; EGFR; network bottlenecks; systems biology; data integration
Citation Formats
Mitchell, Hugh D., Eisfeld, Amie J., Stratton, Kelly G., Heller, Natalie C., Bramer, Lisa M., Wen, Ji, McDermott, Jason E., Gralinski, Lisa E., Sims, Amy C., Le, Mai Q., Baric, Ralph S., Kawaoka, Yoshihiro, and Waters, Katrina M. The Role of EGFR in Influenza Pathogenicity: Multiple Network-Based Approaches to Identify a Key Regulator of Non-lethal Infections. Switzerland: N. p., 2019.
Web. doi:10.3389/fcell.2019.00200.
Mitchell, Hugh D., Eisfeld, Amie J., Stratton, Kelly G., Heller, Natalie C., Bramer, Lisa M., Wen, Ji, McDermott, Jason E., Gralinski, Lisa E., Sims, Amy C., Le, Mai Q., Baric, Ralph S., Kawaoka, Yoshihiro, & Waters, Katrina M. The Role of EGFR in Influenza Pathogenicity: Multiple Network-Based Approaches to Identify a Key Regulator of Non-lethal Infections. Switzerland. https://doi.org/10.3389/fcell.2019.00200
Mitchell, Hugh D., Eisfeld, Amie J., Stratton, Kelly G., Heller, Natalie C., Bramer, Lisa M., Wen, Ji, McDermott, Jason E., Gralinski, Lisa E., Sims, Amy C., Le, Mai Q., Baric, Ralph S., Kawaoka, Yoshihiro, and Waters, Katrina M. 2019.
"The Role of EGFR in Influenza Pathogenicity: Multiple Network-Based Approaches to Identify a Key Regulator of Non-lethal Infections". Switzerland. https://doi.org/10.3389/fcell.2019.00200.
@article{osti_1562984,
title = {The Role of EGFR in Influenza Pathogenicity: Multiple Network-Based Approaches to Identify a Key Regulator of Non-lethal Infections},
author = {Mitchell, Hugh D. and Eisfeld, Amie J. and Stratton, Kelly G. and Heller, Natalie C. and Bramer, Lisa M. and Wen, Ji and McDermott, Jason E. and Gralinski, Lisa E. and Sims, Amy C. and Le, Mai Q. and Baric, Ralph S. and Kawaoka, Yoshihiro and Waters, Katrina M.},
abstractNote = {Despite high sequence similarity between pandemic and seasonal influenza viruses, there is extreme variation in host pathogenicity from one viral strain to the next. Identifying the underlying mechanisms of variability in pathogenicity is a critical task for understanding influenza virus infection and effective management of highly pathogenic influenza virus disease. We applied a network-based modeling approach to identify critical functions related to influenza virus pathogenicity using large transcriptomic and proteomic datasets from mice infected with six influenza virus strains or mutants. Our analysis revealed two pathogenicity-related gene expression clusters; these results were corroborated by matching proteomics data. We also identified parallel downstream processes that were altered during influenza pathogenesis. We found that network bottlenecks (nodes that bridge different network regions) were highly enriched in pathogenicity-related genes, while network hubs (highly connected network nodes) were significantly depleted in these genes. We confirmed that this trend persisted in a distinct virus: Severe Acute Respiratory Syndrome Coronavirus (SARS). The role of epidermal growth factor receptor (EGFR) in influenza pathogenesis, one of the bottleneck regulators with corroborating signals across transcript and protein expression data, was tested and validated in additional mouse infection experiments. We demonstrate that EGFR is important during influenza infection, but the role it plays changes for lethal versus non-lethal infections. Our results show that by using association networks, bottleneck genes that lack hub characteristics can be used to predict a gene’s involvement in influenza virus pathogenicity. We also demonstrate the utility of employing multiple network approaches for analyzing host response data from viral infections.},
doi = {10.3389/fcell.2019.00200},
url = {https://www.osti.gov/biblio/1562984},
journal = {Frontiers in Cell and Developmental Biology},
issn = {2296-634X},
number = ,
volume = 7,
place = {Switzerland},
year = {Fri Sep 20 00:00:00 EDT 2019},
month = {Fri Sep 20 00:00:00 EDT 2019}
}
Web of Science
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