Literature DB >> 33510353

Network theoretic analysis of JAK/STAT pathway and extrapolation to drugs and viruses including COVID-19.

Arindam Banerjee1, Rudra Prosad Goswami2, Moumita Chatterjee3.   

Abstract

Whenever some phenomenon can be represented as a graph or a network it seems pertinent to explore how much the mathematical properties of that network impact the phenomenon. In this study we explore the same philosophy in the context of immunology. Our objective was to assess the correlation of "size" (number of edges and minimum vertex cover) of the JAK/STAT network with treatment effect in rheumatoid arthritis (RA), phenotype of viral infection and effect of immunosuppressive agents on a system infected with the coronavirus. We extracted the JAK/STAT pathway from Kyoto Encyclopedia of Genes and Genomes (KEGG, hsa04630). The effects of the following drugs, and their combinations, commonly used in RA were tested: methotrexate, prednisolone, rituximab, tocilizumab, tofacitinib and baricitinib. Following viral systems were also tested for their ability to evade the JAK/STAT pathway: Measles, Influenza A, West Nile virus, Japanese B virus, Yellow Fever virus, respiratory syncytial virus, Kaposi's sarcoma virus, Hepatitis B and C virus, cytomegalovirus, Hendra and Nipah virus and Coronavirus. Good correlation of edges and minimum vertex cover with clinical efficacy were observed (for edge, rho =  - 0.815, R2 = 0.676, p = 0.007, for vertex cover rho =  - 0.793, R2 = 0.635, p = 0.011). In the viral systems both edges and vertex cover were associated with acuteness of viral infections. In the JAK/STAT system already infected with coronavirus, maximum reduction in size was achieved with baricitinib. To conclude, algebraic and combinatorial invariant of a network may explain its biological behaviour. At least theoretically, baricitinib may be an attractive target for treatment of coronavirus infection.

Entities:  

Year:  2021        PMID: 33510353     DOI: 10.1038/s41598-021-82139-x

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  2 in total

1.  Abatacept in interstitial lung disease associated with rheumatoid arthritis: national multicenter study of 263 patients.

Authors:  Carlos Fernández-Díaz; Santos Castañeda; Rafael B Melero-González; Francisco Ortiz-Sanjuán; Antonio Juan-Mas; Carmen Carrasco-Cubero; Ivette Casafont-Solé; Alejandro Olivé; Samantha Rodríguez-Muguruza; Raquel Almodóvar-González; Raul Castellanos-Moreira; Sebastian C Rodríguez-García; Clara Aguilera-Cros; Ignacio Villa; Sergio Ordóñez-Palau; Erique Raya-Alvarez; Pilar Morales-Garrido; Clara Ojeda-García; Manuel J Moreno-Ramos; María Gema Bonilla Hernán; Iñigo Hernández Rodríguez; Mireia López-Corbeto; José L Andreu; Juan R D Jiménez de Aberásturi; Ana Ruibal-Escribano; Rosa Expósito-Molinero; Trinidad Pérez-Sandoval; Ana María López-Robles; Patricia Carreira-Delgado; Natalia Mena-Vázquez; Ana Urruticoechea-Arana; Cilia Peralta-Ginés; Luis Arboleya-Rodríguez; F Javier Narváez García; Deseada Palma-Sánchez; Evelin C Cervantes Pérez; Olga Maiz-Alonso; María N Alvarez-Rivas; Julia Fernández-Melón; Paloma Vela Casasempere; Ivan Cabezas-Rodríguez; Iván Castellvi-Barranco; Carmen González-Montagut; Juan Blanco-Madrigal; Natividad Del Val-Del Amo; María C Fito; Manuel Rodríguez-Gómez; Eva Salgado-Pérez; Blanca García-Magallón; Cristina Hidalgo-Calleja; Ruben López-Sánchez; Sabela Fernández-Aguado; Jesús C Fernández-López; Sonia Castro-Oreiro; Isabel Serrano-García; Andrea García-Valle; Susana Romero-Yuste; Lorena Expósito-Pérez; Lorena Pérez-Albadalejo; Angel García-Aparicio; Neus Quillis-Marti; José A Bernal-Vidal; Javier Loricera-García; José L Hernández; Miguel A González-Gay; Ricardo Blanco
Journal:  Rheumatology (Oxford)       Date:  2020-12-01       Impact factor: 7.580

2.  Efficacy of pharmacological treatment in rheumatoid arthritis: a systematic literature research informing the 2019 update of the EULAR recommendations for management of rheumatoid arthritis.

Authors:  Andreas Kerschbaumer; Alexandre Sepriano; Josef S Smolen; Désirée van der Heijde; Maxime Dougados; Ronald van Vollenhoven; Iain B McInnes; Johannes W J Bijlsma; Gerd R Burmester; Maarten de Wit; Louise Falzon; Robert Landewé
Journal:  Ann Rheum Dis       Date:  2020-02-07       Impact factor: 19.103

  2 in total
  1 in total

1.  Tofacitinib Associated with Reduced Intubation Rates in the Management of Severe COVID-19 Pneumonia: A Preliminary Experience.

Authors:  Pawan K Singh; Lokesh K Lalwani; Manjunath B Govindagoudar; Richa Aggarwal; Dhruva Chaudhry; Prashant Kumar; Preeti Gehlaut
Journal:  Indian J Crit Care Med       Date:  2021-10
  1 in total

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