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Published in: BMC Infectious Diseases 1/2020

01-12-2020 | Influenza | Research article

A systems biology-driven approach to construct a comprehensive protein interaction network of influenza A virus with its host

Authors: Qurat ul Ain Farooq, Zeeshan Shaukat, Sara Aiman, Tong Zhou, Chunhua Li

Published in: BMC Infectious Diseases | Issue 1/2020

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Abstract

Background

Influenza A virus (IAV) infection is a serious public health problem not only in South East Asia but also in European and African countries. Scientists are using network biology to dig deep into the essential host factors responsible for regulation of virus infections. Researchers can explore the virus invasion into the host cells by studying the virus-host relationship based on their protein-protein interaction network.

Methods

In this study, we present a comprehensive IAV-host protein-protein interaction network that is obtained based on the literature-curated protein interaction datasets and some important interaction databases. The network is constructed in Cytoscape and analyzed with its plugins including CytoHubba, CytoCluster, MCODE, ClusterViz and ClusterOne. In addition, Gene Ontology and KEGG enrichment analyses are performed on the highly IAV-associated human proteins. We also compare the current results with those from our previous study on Hepatitis C Virus (HCV)-host protein-protein interaction network in order to find out valuable information.

Results

We found out 1027 interactions among 829 proteins of which 14 are viral proteins and 815 belong to human proteins. The viral protein NS1 has the highest number of associations with human proteins followed by NP, PB2 and so on. Among human proteins, LNX2, MEOX2, TFCP2, PRKRA and DVL2 have the most interactions with viral proteins. Based on KEGG pathway enrichment analysis of the highly IAV-associated human proteins, we found out that they are enriched in the KEGG pathway of basal cell carcinoma. Similarly, the result of KEGG analysis of the common host factors involved in IAV and HCV infections shows that these factors are enriched in the infection pathways of Hepatitis B Virus (HBV), Viral Carcinoma, measles and certain other viruses.

Conclusion

It is concluded that the list of proteins we identified might be used as potential drug targets for the drug design against the infectious diseases caused by Influenza A Virus and other viruses.
Appendix
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Literature
1.
go back to reference Gutiérrez RA, Naughtin MJ, Horm SV, San S, Buchy P. A(H5N1) virus evolution in South East Asia. Viruses. 2009;1(3):335–61.PubMedPubMedCentral Gutiérrez RA, Naughtin MJ, Horm SV, San S, Buchy P. A(H5N1) virus evolution in South East Asia. Viruses. 2009;1(3):335–61.PubMedPubMedCentral
2.
go back to reference Claas ECJ, Osterhaus ADME, van Beek R, De Jong JC, Rimmelzwaan GF, Senne DA, Krauss S, Shortridge KF, Webster RG. Human influenza a H5N1 virus related to a highly pathogenic avian influenza virus. Lancet. 1998;351(9101):472–7.PubMed Claas ECJ, Osterhaus ADME, van Beek R, De Jong JC, Rimmelzwaan GF, Senne DA, Krauss S, Shortridge KF, Webster RG. Human influenza a H5N1 virus related to a highly pathogenic avian influenza virus. Lancet. 1998;351(9101):472–7.PubMed
3.
go back to reference Hu Y, Sneyd H, Dekant R, Wang J. Influenza a virus nucleoprotein: a highly conserved multi-functional viral protein as a hot antiviral drug target. Curr Top Med Chem. 2017;17(20):2271–85.PubMedPubMedCentral Hu Y, Sneyd H, Dekant R, Wang J. Influenza a virus nucleoprotein: a highly conserved multi-functional viral protein as a hot antiviral drug target. Curr Top Med Chem. 2017;17(20):2271–85.PubMedPubMedCentral
4.
go back to reference Vasin AV, Temkina OA, Egorov VV, Klotchenko SA, Plotnikova MA, Kiselev OI. Molecular mechanisms enhancing the proteome of influenza a viruses: an overview of recently discovered proteins. Virus Res. 2014;185:53–63.PubMed Vasin AV, Temkina OA, Egorov VV, Klotchenko SA, Plotnikova MA, Kiselev OI. Molecular mechanisms enhancing the proteome of influenza a viruses: an overview of recently discovered proteins. Virus Res. 2014;185:53–63.PubMed
5.
go back to reference Tscherne DM, García-Sastre A. Virulence determinants of pandemic influenza viruses. J Clin Invest. 2011;121(1):6–13.PubMedPubMedCentral Tscherne DM, García-Sastre A. Virulence determinants of pandemic influenza viruses. J Clin Invest. 2011;121(1):6–13.PubMedPubMedCentral
6.
go back to reference Zhao M, Wang L, Li S. Influenza a virus-host protein interactions control viral pathogenesis. Int J Mol Sci. 2017;18(8):1673.PubMedCentral Zhao M, Wang L, Li S. Influenza a virus-host protein interactions control viral pathogenesis. Int J Mol Sci. 2017;18(8):1673.PubMedCentral
8.
go back to reference Kamal RP, Alymova IV, York IA. Evolution and virulence of influenza a virus protein PB1-F2. Int J Mol Sci. 2017;19(1):96.PubMedCentral Kamal RP, Alymova IV, York IA. Evolution and virulence of influenza a virus protein PB1-F2. Int J Mol Sci. 2017;19(1):96.PubMedCentral
11.
go back to reference Subramani C, Nair VP, Anang S, Mandal SD, Pareek M, Kaushik N, Srivastava A, Saha S, Shalimar NB, et al. Host-Virus protein interaction network reveals the involvement of multiple host processes in the life cycle of hepatitis E virus. mSystems. 2018;3(1):e00135–17.PubMedPubMedCentral Subramani C, Nair VP, Anang S, Mandal SD, Pareek M, Kaushik N, Srivastava A, Saha S, Shalimar NB, et al. Host-Virus protein interaction network reveals the involvement of multiple host processes in the life cycle of hepatitis E virus. mSystems. 2018;3(1):e00135–17.PubMedPubMedCentral
12.
go back to reference Pereira CF, Wise HM, Kurian D, Pinto RM, Amorim MJ, Gill AC, Digard P. Effects of mutations in the effector domain of influenza a virus NS1 protein. BMC Res Notes. 2018;11(1):673.PubMedPubMedCentral Pereira CF, Wise HM, Kurian D, Pinto RM, Amorim MJ, Gill AC, Digard P. Effects of mutations in the effector domain of influenza a virus NS1 protein. BMC Res Notes. 2018;11(1):673.PubMedPubMedCentral
13.
go back to reference García-Pérez CA, Guo X, Navarro JG, Aguilar DAG, Lara-Ramírez EE. Proteome-wide analysis of human motif-domain interactions mapped on influenza a virus. BMC Bioinformatics. 2018;19(1):238.PubMedPubMedCentral García-Pérez CA, Guo X, Navarro JG, Aguilar DAG, Lara-Ramírez EE. Proteome-wide analysis of human motif-domain interactions mapped on influenza a virus. BMC Bioinformatics. 2018;19(1):238.PubMedPubMedCentral
14.
go back to reference Kordyukova LV, Shtykova EV, Baratova LA, Svergun DI, Batishchev OV. Matrix proteins of enveloped viruses: a case study of influenza a virus M1 protein. J Biomol Struct Dyn. 2019;37(3):671–90.PubMed Kordyukova LV, Shtykova EV, Baratova LA, Svergun DI, Batishchev OV. Matrix proteins of enveloped viruses: a case study of influenza a virus M1 protein. J Biomol Struct Dyn. 2019;37(3):671–90.PubMed
15.
go back to reference Mok BW-Y, Liu H, Chen P, Liu S, Lau S-Y, Huang X, Liu Y-C, Wang P, Yuen K-Y, Chen H. The role of nuclear NS1 protein in highly pathogenic H5N1 influenza viruses. Microbes Infect. 2017;19(12):587–96.PubMed Mok BW-Y, Liu H, Chen P, Liu S, Lau S-Y, Huang X, Liu Y-C, Wang P, Yuen K-Y, Chen H. The role of nuclear NS1 protein in highly pathogenic H5N1 influenza viruses. Microbes Infect. 2017;19(12):587–96.PubMed
16.
go back to reference Wang BX, Fish EN. Interactions between NS1 of influenza a viruses and interferon-α/β: determinants for vaccine development. J Interf Cytokine Res. 2017;37(8):331–41. Wang BX, Fish EN. Interactions between NS1 of influenza a viruses and interferon-α/β: determinants for vaccine development. J Interf Cytokine Res. 2017;37(8):331–41.
17.
go back to reference Kuo R-L, Li Z-H, Li L-H, Lee K-M, Tam E-H, Liu HM, Liu H-P, Shih S-R, Wu C-C. Interactome analysis of the NS1 protein encoded by influenza a H1N1 virus reveals a positive regulatory role of host protein PRP19 in viral replication. J Proteome Res. 2016;15(5):1639–48.PubMed Kuo R-L, Li Z-H, Li L-H, Lee K-M, Tam E-H, Liu HM, Liu H-P, Shih S-R, Wu C-C. Interactome analysis of the NS1 protein encoded by influenza a H1N1 virus reveals a positive regulatory role of host protein PRP19 in viral replication. J Proteome Res. 2016;15(5):1639–48.PubMed
18.
go back to reference Sun N, Sun W, Li S, Yang J, Yang L, Quan G, Gao X, Wang Z, Cheng X, Li Z, et al. Proteomics analysis of cellular proteins co-immunoprecipitated with nucleoprotein of influenza a virus (H7N9). Int J Mol Sci. 2015;16(11):25982–98.PubMedPubMedCentral Sun N, Sun W, Li S, Yang J, Yang L, Quan G, Gao X, Wang Z, Cheng X, Li Z, et al. Proteomics analysis of cellular proteins co-immunoprecipitated with nucleoprotein of influenza a virus (H7N9). Int J Mol Sci. 2015;16(11):25982–98.PubMedPubMedCentral
19.
go back to reference Cheong W-C, Kang H-R, Yoon H, Kang S-J, Ting JPY, Song MJ. Influenza a virus NS1 protein inhibits the NLRP3 Inflammasome. PLoS One. 2015;10(5):e0126456.PubMedCentral Cheong W-C, Kang H-R, Yoon H, Kang S-J, Ting JPY, Song MJ. Influenza a virus NS1 protein inhibits the NLRP3 Inflammasome. PLoS One. 2015;10(5):e0126456.PubMedCentral
20.
go back to reference Gao S, Wu J, Liu R-Y, Li J, Song L, Teng Y, Sheng C, Liu D, Yao C, Chen H, et al. Interaction of NS2 with AIMP2 facilitates the switch from Ubiquitination to SUMOylation of M1 in influenza a virus-infected cells. J Virol. 2015;89(1):300.PubMed Gao S, Wu J, Liu R-Y, Li J, Song L, Teng Y, Sheng C, Liu D, Yao C, Chen H, et al. Interaction of NS2 with AIMP2 facilitates the switch from Ubiquitination to SUMOylation of M1 in influenza a virus-infected cells. J Virol. 2015;89(1):300.PubMed
21.
go back to reference York A, Hutchinson EC, Fodor E. Interactome analysis of the influenza a virus transcription/replication machinery identifies protein phosphatase 6 as a cellular factor required for efficient virus replication. J Virol. 2014;88(22):13284.PubMedPubMedCentral York A, Hutchinson EC, Fodor E. Interactome analysis of the influenza a virus transcription/replication machinery identifies protein phosphatase 6 as a cellular factor required for efficient virus replication. J Virol. 2014;88(22):13284.PubMedPubMedCentral
22.
go back to reference Engel DA. The influenza virus NS1 protein as a therapeutic target. Antivir Res. 2013;99(3):409–16.PubMed Engel DA. The influenza virus NS1 protein as a therapeutic target. Antivir Res. 2013;99(3):409–16.PubMed
23.
go back to reference Tripathi S, Batra J, Cao W, Sharma K, Patel JR, Ranjan P, Kumar A, Katz JM, Cox NJ, Lal RB, et al. Influenza a virus nucleoprotein induces apoptosis in human airway epithelial cells: implications of a novel interaction between nucleoprotein and host protein Clusterin. Cell Death Dis. 2013;4(3):e562.PubMedPubMedCentral Tripathi S, Batra J, Cao W, Sharma K, Patel JR, Ranjan P, Kumar A, Katz JM, Cox NJ, Lal RB, et al. Influenza a virus nucleoprotein induces apoptosis in human airway epithelial cells: implications of a novel interaction between nucleoprotein and host protein Clusterin. Cell Death Dis. 2013;4(3):e562.PubMedPubMedCentral
24.
go back to reference Fournier E, Moules V, Essere B, Paillart J-C, Sirbat J-D, Cavalier A, Rolland J-P, Thomas D, Lina B, Isel C, et al. Interaction network linking the human H3N2 influenza a virus genomic RNA segments. Vaccine. 2012;30(51):7359–67.PubMed Fournier E, Moules V, Essere B, Paillart J-C, Sirbat J-D, Cavalier A, Rolland J-P, Thomas D, Lina B, Isel C, et al. Interaction network linking the human H3N2 influenza a virus genomic RNA segments. Vaccine. 2012;30(51):7359–67.PubMed
25.
go back to reference Guan ZH, Zhang ML, Hou PL, Duan M, Cui YM, Wang XR. Identification of cellular proteins interacting with influenza a virus PB1-F2 protein. Acta Virol. 2012;56(3):199–207.PubMed Guan ZH, Zhang ML, Hou PL, Duan M, Cui YM, Wang XR. Identification of cellular proteins interacting with influenza a virus PB1-F2 protein. Acta Virol. 2012;56(3):199–207.PubMed
26.
go back to reference Mok BW-Y, Song W, Wang P, Tai H, Chen Y, Zheng M, Wen X, Lau S-Y, Wu WL, Matsumoto K, et al. The NS1 protein of influenza a virus interacts with cellular processing bodies and stress granules through RNA-associated protein 55 (RAP55) during virus infection. J Virol. 2012;86(23):12695–707.PubMedPubMedCentral Mok BW-Y, Song W, Wang P, Tai H, Chen Y, Zheng M, Wen X, Lau S-Y, Wu WL, Matsumoto K, et al. The NS1 protein of influenza a virus interacts with cellular processing bodies and stress granules through RNA-associated protein 55 (RAP55) during virus infection. J Virol. 2012;86(23):12695–707.PubMedPubMedCentral
27.
go back to reference Demirov D, Gabriel G, Schneider C, Hohenberg H, Ludwig S. Interaction of influenza a virus matrix protein with RACK1 is required for virus release. Cell Microbiol. 2012;14(5):774–89.PubMed Demirov D, Gabriel G, Schneider C, Hohenberg H, Ludwig S. Interaction of influenza a virus matrix protein with RACK1 is required for virus release. Cell Microbiol. 2012;14(5):774–89.PubMed
28.
go back to reference Yan Q. Systems Biology of Influenza: Understanding Multidimensional Interactions for Personalized Prevention and Treatment. In: Yan Q, editor. Systems Biology in Drug Discovery and Development: Methods and Protocols. Totowa, NJ: Humana Press; 2010. p. 285–302. Yan Q. Systems Biology of Influenza: Understanding Multidimensional Interactions for Personalized Prevention and Treatment. In: Yan Q, editor. Systems Biology in Drug Discovery and Development: Methods and Protocols. Totowa, NJ: Humana Press; 2010. p. 285–302.
29.
go back to reference Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.PubMedPubMedCentral Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D, Amin N, Schwikowski B, Ideker T. Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res. 2003;13(11):2498–504.PubMedPubMedCentral
30.
go back to reference Assenov Y, Ramírez F, Schelhorn S-E, Lengauer T, Albrecht M. Computing topological parameters of biological networks. Bioinformatics. 2007;24(2):282–4.PubMed Assenov Y, Ramírez F, Schelhorn S-E, Lengauer T, Albrecht M. Computing topological parameters of biological networks. Bioinformatics. 2007;24(2):282–4.PubMed
31.
go back to reference Su G, Morris JH, Demchak B, Bader GD. Biological network exploration with Cytoscape 3. Curr Protoc Bioinformatics. 2014;47:8.13.11–18.13.24. Su G, Morris JH, Demchak B, Bader GD. Biological network exploration with Cytoscape 3. Curr Protoc Bioinformatics. 2014;47:8.13.11–18.13.24.
32.
go back to reference Chin C-H, Chen S-H, Wu H-H, Ho C-W, Ko M-T, Lin C-Y. cytoHubba: identifying hub objects and sub-networks from complex interactome. BMC Syst Biol. 2014;8(Suppl 4):S11.PubMedPubMedCentral Chin C-H, Chen S-H, Wu H-H, Ho C-W, Ko M-T, Lin C-Y. cytoHubba: identifying hub objects and sub-networks from complex interactome. BMC Syst Biol. 2014;8(Suppl 4):S11.PubMedPubMedCentral
33.
go back to reference Li M, Li D, Tang Y, Wu F, Wang J. CytoCluster: a Cytoscape plugin for cluster analysis and visualization of biological networks. Int J Mol Sci. 2017;18(9):1880.PubMedCentral Li M, Li D, Tang Y, Wu F, Wang J. CytoCluster: a Cytoscape plugin for cluster analysis and visualization of biological networks. Int J Mol Sci. 2017;18(9):1880.PubMedCentral
34.
go back to reference Pundir S, Martin MJ, O'Donovan C, UniProt C. UniProt tools. Curr Protoc Bioinformatics. 2016;53:1.29.21–21.29.15. Pundir S, Martin MJ, O'Donovan C, UniProt C. UniProt tools. Curr Protoc Bioinformatics. 2016;53:1.29.21–21.29.15.
35.
go back to reference Mohamed S, Janus N, Qi Y. SCODE: A Cytoscape app for supervised complex detection in protein-protein interaction graphs. F1000Research. 2016;5:1699. Mohamed S, Janus N, Qi Y. SCODE: A Cytoscape app for supervised complex detection in protein-protein interaction graphs. F1000Research. 2016;5:1699.
36.
go back to reference Nepusz T, Yu H, Paccanaro A. Detecting overlapping protein complexes in protein-protein interaction networks. Nat Methods. 2012;9(5):471–2.PubMedPubMedCentral Nepusz T, Yu H, Paccanaro A. Detecting overlapping protein complexes in protein-protein interaction networks. Nat Methods. 2012;9(5):471–2.PubMedPubMedCentral
37.
go back to reference Wang J, Zhong J, Chen G, Li M, Wu F-X, Pan Y. ClusterViz: a Cytoscape APP for cluster analysis of biological network. IEEE/ACM Trans Comput Biol Bioinform. 2015;12:815–22.PubMed Wang J, Zhong J, Chen G, Li M, Wu F-X, Pan Y. ClusterViz: a Cytoscape APP for cluster analysis of biological network. IEEE/ACM Trans Comput Biol Bioinform. 2015;12:815–22.PubMed
38.
go back to reference Morris JH, Apeltsin L, Newman AM, Baumbach J, Wittkop T, Su G, Bader GD, Ferrin TE. clusterMaker: a multi-algorithm clustering plugin for Cytoscape. BMC Bioinformatics. 2011;12(1):436.PubMedPubMedCentral Morris JH, Apeltsin L, Newman AM, Baumbach J, Wittkop T, Su G, Bader GD, Ferrin TE. clusterMaker: a multi-algorithm clustering plugin for Cytoscape. BMC Bioinformatics. 2011;12(1):436.PubMedPubMedCentral
39.
go back to reference Kanehisa M, Furumichi M, Tanabe M, Sato Y, Morishima K. KEGG: new perspectives on genomes, pathways, diseases and drugs. Nucleic Acids Res. 2016;45(D1):D353–61.PubMedPubMedCentral Kanehisa M, Furumichi M, Tanabe M, Sato Y, Morishima K. KEGG: new perspectives on genomes, pathways, diseases and drugs. Nucleic Acids Res. 2016;45(D1):D353–61.PubMedPubMedCentral
40.
go back to reference Kuleshov MV, Jones MR, Rouillard AD, Fernandez NF, Duan Q, Wang Z, Koplev S, Jenkins SL, Jagodnik KM, Lachmann A, et al. Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res. 2016;44(W1):W90–7.PubMedPubMedCentral Kuleshov MV, Jones MR, Rouillard AD, Fernandez NF, Duan Q, Wang Z, Koplev S, Jenkins SL, Jagodnik KM, Lachmann A, et al. Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res. 2016;44(W1):W90–7.PubMedPubMedCentral
41.
go back to reference Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, et al. Gene ontology: tool for the unification of biology. the gene ontology consortium. Nat Genet. 2000;25(1):25–9.PubMedPubMedCentral Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, et al. Gene ontology: tool for the unification of biology. the gene ontology consortium. Nat Genet. 2000;25(1):25–9.PubMedPubMedCentral
42.
go back to reference Li Z, Qiao Z, Zheng W, Ma W. Network cluster analysis of protein-protein interaction network-identified biomarker for type 2 diabetes. Diabetes Technol Ther. 2015;17(7):475–81.PubMedPubMedCentral Li Z, Qiao Z, Zheng W, Ma W. Network cluster analysis of protein-protein interaction network-identified biomarker for type 2 diabetes. Diabetes Technol Ther. 2015;17(7):475–81.PubMedPubMedCentral
43.
go back to reference Liu C, Liu L, Zhou C, Zhuang J, Wang L, Sun Y, Sun C. Protein–protein interaction networks and different clustering analysis in Burkitt’s lymphoma. Hematology. 2018;23(7):391–8.PubMed Liu C, Liu L, Zhou C, Zhuang J, Wang L, Sun Y, Sun C. Protein–protein interaction networks and different clustering analysis in Burkitt’s lymphoma. Hematology. 2018;23(7):391–8.PubMed
44.
go back to reference Farooq QA, Khan FF. Construction and analysis of a comprehensive protein interaction network of HCV with its host Homo sapiens. BMC Infect Dis. 2019;19(1):367.PubMedPubMedCentral Farooq QA, Khan FF. Construction and analysis of a comprehensive protein interaction network of HCV with its host Homo sapiens. BMC Infect Dis. 2019;19(1):367.PubMedPubMedCentral
45.
go back to reference Gao R, Cao B, Hu Y, Feng Z, Wang D, Hu W, Chen J, Jie Z, Qiu H, Xu K, et al. Human infection with a novel avian-origin influenza a (H7N9) virus. N Engl J Med. 2013;368(20):1888–97.PubMed Gao R, Cao B, Hu Y, Feng Z, Wang D, Hu W, Chen J, Jie Z, Qiu H, Xu K, et al. Human infection with a novel avian-origin influenza a (H7N9) virus. N Engl J Med. 2013;368(20):1888–97.PubMed
46.
47.
go back to reference Shen Z, Lou K, Wang W. New small-molecule drug design strategies for fighting resistant influenza a. Acta Pharm Sin B. 2015;5(5):419–30.PubMedPubMedCentral Shen Z, Lou K, Wang W. New small-molecule drug design strategies for fighting resistant influenza a. Acta Pharm Sin B. 2015;5(5):419–30.PubMedPubMedCentral
48.
go back to reference Christopher FB. Influenza viruses: basic biology and potential drug targets. Infect Disord Drug Targets. 2007;7(4):282–93. Christopher FB. Influenza viruses: basic biology and potential drug targets. Infect Disord Drug Targets. 2007;7(4):282–93.
49.
go back to reference Watanabe T, Kawaoka Y. Influenza virus-host interactomes as a basis for antiviral drug development. Curr Opin Virol. 2015;14:71–8.PubMedPubMedCentral Watanabe T, Kawaoka Y. Influenza virus-host interactomes as a basis for antiviral drug development. Curr Opin Virol. 2015;14:71–8.PubMedPubMedCentral
50.
go back to reference Li Q, Lai L. Prediction of potential drug targets based on simple sequence properties. BMC Bioinformatics. 2007;8(1):353.PubMedPubMedCentral Li Q, Lai L. Prediction of potential drug targets based on simple sequence properties. BMC Bioinformatics. 2007;8(1):353.PubMedPubMedCentral
51.
go back to reference Hughes JP, Rees S, Kalindjian SB, Philpott KL. Principles of early drug discovery. Br J Pharmacol. 2011;162(6):1239–49.PubMedPubMedCentral Hughes JP, Rees S, Kalindjian SB, Philpott KL. Principles of early drug discovery. Br J Pharmacol. 2011;162(6):1239–49.PubMedPubMedCentral
Metadata
Title
A systems biology-driven approach to construct a comprehensive protein interaction network of influenza A virus with its host
Authors
Qurat ul Ain Farooq
Zeeshan Shaukat
Sara Aiman
Tong Zhou
Chunhua Li
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Infectious Diseases / Issue 1/2020
Electronic ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-020-05214-0

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