Literature DB >> 34040048

A method for the rational selection of drug repurposing candidates from multimodal knowledge harmonization.

Bruce Schultz1, Andrea Zaliani2,3, Christian Ebeling1, Jeanette Reinshagen2,3, Denisa Bojkova4, Vanessa Lage-Rupprecht1, Reagon Karki1, Sören Lukassen5, Yojana Gadiya1, Neal G Ravindra6, Sayoni Das7, Shounak Baksi8, Daniel Domingo-Fernández1, Manuel Lentzen1, Mark Strivens7, Tamara Raschka1, Jindrich Cinatl4, Lauren Nicole DeLong1, Phil Gribbon2,3, Gerd Geisslinger3,9,10, Sandra Ciesek10,4,11, David van Dijk6, Steve Gardner7, Alpha Tom Kodamullil1, Holger Fröhlich1, Manuel Peitsch12, Marc Jacobs1, Julia Hoeng12, Roland Eils5, Carsten Claussen2,3, Martin Hofmann-Apitius13.   

Abstract

The SARS-CoV-2 pandemic has challenged researchers at a global scale. The scientific community's massive response has resulted in a flood of experiments, analyses, hypotheses, and publications, especially in the field of drug repurposing. However, many of the proposed therapeutic compounds obtained from SARS-CoV-2 specific assays are not in agreement and thus demonstrate the need for a singular source of COVID-19 related information from which a rational selection of drug repurposing candidates can be made. In this paper, we present the COVID-19 PHARMACOME, a comprehensive drug-target-mechanism graph generated from a compilation of 10 separate disease maps and sources of experimental data focused on SARS-CoV-2/COVID-19 pathophysiology. By applying our systematic approach, we were able to predict the synergistic effect of specific drug pairs, such as Remdesivir and Thioguanosine or Nelfinavir and Raloxifene, on SARS-CoV-2 infection. Experimental validation of our results demonstrate that our graph can be used to not only explore the involved mechanistic pathways, but also to identify novel combinations of drug repurposing candidates.

Entities:  

Year:  2021        PMID: 34040048     DOI: 10.1038/s41598-021-90296-2

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


  16 in total

Review 1.  Drug repositioning: identifying and developing new uses for existing drugs.

Authors:  Ted T Ashburn; Karl B Thor
Journal:  Nat Rev Drug Discov       Date:  2004-08       Impact factor: 84.694

2.  Computable cause-and-effect models of healthy and Alzheimer's disease states and their mechanistic differential analysis.

Authors:  Alpha Tom Kodamullil; Erfan Younesi; Mufassra Naz; Shweta Bagewadi; Martin Hofmann-Apitius
Journal:  Alzheimers Dement       Date:  2015-04-04       Impact factor: 21.566

Review 3.  Recent advances in modeling languages for pathway maps and computable biological networks.

Authors:  Ted Slater
Journal:  Drug Discov Today       Date:  2014-01-17       Impact factor: 7.851

4.  Defining the Epidemiology of Covid-19 - Studies Needed.

Authors:  Marc Lipsitch; David L Swerdlow; Lyn Finelli
Journal:  N Engl J Med       Date:  2020-02-19       Impact factor: 91.245

5.  Wrong but Useful - What Covid-19 Epidemiologic Models Can and Cannot Tell Us.

Authors:  Inga Holmdahl; Caroline Buckee
Journal:  N Engl J Med       Date:  2020-05-15       Impact factor: 91.245

Review 6.  Drug repurposing: progress, challenges and recommendations.

Authors:  Sudeep Pushpakom; Francesco Iorio; Patrick A Eyers; K Jane Escott; Shirley Hopper; Andrew Wells; Andrew Doig; Tim Guilliams; Joanna Latimer; Christine McNamee; Alan Norris; Philippe Sanseau; David Cavalla; Munir Pirmohamed
Journal:  Nat Rev Drug Discov       Date:  2018-10-12       Impact factor: 84.694

7.  COVID-19 severity correlates with airway epithelium-immune cell interactions identified by single-cell analysis.

Authors:  Robert Lorenz Chua; Soeren Lukassen; Saskia Trump; Bianca P Hennig; Daniel Wendisch; Fabian Pott; Olivia Debnath; Loreen Thürmann; Florian Kurth; Maria Theresa Völker; Julia Kazmierski; Bernd Timmermann; Sven Twardziok; Stefan Schneider; Felix Machleidt; Holger Müller-Redetzky; Melanie Maier; Alexander Krannich; Sein Schmidt; Felix Balzer; Johannes Liebig; Jennifer Loske; Norbert Suttorp; Jürgen Eils; Naveed Ishaque; Uwe Gerd Liebert; Christof von Kalle; Andreas Hocke; Martin Witzenrath; Christine Goffinet; Christian Drosten; Sven Laudi; Irina Lehmann; Christian Conrad; Leif-Erik Sander; Roland Eils
Journal:  Nat Biotechnol       Date:  2020-06-26       Impact factor: 54.908

Review 8.  Integrating pathways of Parkinson's disease in a molecular interaction map.

Authors:  Kazuhiro A Fujita; Marek Ostaszewski; Yukiko Matsuoka; Samik Ghosh; Enrico Glaab; Christophe Trefois; Isaac Crespo; Thanneer M Perumal; Wiktor Jurkowski; Paul M A Antony; Nico Diederich; Manuel Buttini; Akihiko Kodama; Venkata P Satagopam; Serge Eifes; Antonio Del Sol; Reinhard Schneider; Hiroaki Kitano; Rudi Balling
Journal:  Mol Neurobiol       Date:  2013-07-07       Impact factor: 5.590

9.  A comprehensive map of the influenza A virus replication cycle.

Authors:  Yukiko Matsuoka; Hiromi Matsumae; Manami Katoh; Amie J Eisfeld; Gabriele Neumann; Takeshi Hase; Samik Ghosh; Jason E Shoemaker; Tiago J S Lopes; Tokiko Watanabe; Shinji Watanabe; Satoshi Fukuyama; Hiroaki Kitano; Yoshihiro Kawaoka
Journal:  BMC Syst Biol       Date:  2013-10-02

10.  Imbalanced Host Response to SARS-CoV-2 Drives Development of COVID-19.

Authors:  Daniel Blanco-Melo; Benjamin E Nilsson-Payant; Wen-Chun Liu; Skyler Uhl; Daisy Hoagland; Rasmus Møller; Tristan X Jordan; Kohei Oishi; Maryline Panis; David Sachs; Taia T Wang; Robert E Schwartz; Jean K Lim; Randy A Albrecht; Benjamin R tenOever
Journal:  Cell       Date:  2020-05-15       Impact factor: 41.582

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  2 in total

1.  Machine Learning Based Prediction of COVID-19 Mortality Suggests Repositioning of Anticancer Drug for Treating Severe Cases.

Authors:  Thomas Linden; Frank Hanses; Daniel Domingo-Fernández; Lauren Nicole DeLong; Alpha Tom Kodamullil; Jochen Schneider; Maria J G T Vehreschild; Julia Lanznaster; Maria Madeleine Ruethrich; Stefan Borgmann; Martin Hower; Kai Wille; Torsten Feldt; Siegbert Rieg; Bernd Hertenstein; Christoph Wyen; Christoph Roemmele; Jörg Janne Vehreschild; Carolin E M Jakob; Melanie Stecher; Maria Kuzikov; Andrea Zaliani; Holger Fröhlich
Journal:  Artif Intell Life Sci       Date:  2021-12-17

2.  A hybrid approach unveils drug repurposing candidates targeting an Alzheimer pathophysiology mechanism.

Authors:  Vanessa Lage-Rupprecht; Bruce Schultz; Justus Dick; Marcin Namysl; Andrea Zaliani; Stephan Gebel; Ole Pless; Jeanette Reinshagen; Bernhard Ellinger; Christian Ebeling; Alexander Esser; Marc Jacobs; Carsten Claussen; Martin Hofmann-Apitius
Journal:  Patterns (N Y)       Date:  2022-01-26
  2 in total

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