PT - JOURNAL ARTICLE AU - Bruce Schultz AU - Andrea Zaliani AU - Christian Ebeling AU - Jeanette Reinshagen AU - Denisa Bojkova AU - Vanessa Lage-Rupprecht AU - Reagon Karki AU - Sören Lukassen AU - Yojana Gadiya AU - Neal G. Ravindra AU - Sayoni Das AU - Shounak Baksi AU - Daniel Domingo-Fernández AU - Manuel Lentzen AU - Mark Strivens AU - Tamara Raschka AU - Jindrich Cinatl AU - Lauren Nicole DeLong AU - Phil Gribbon AU - Gerd Geisslinger AU - Sandra Ciesek AU - David van Dijk AU - Steve Gardner AU - Alpha Tom Kodamullil AU - Holger Fröhlich AU - Manuel Peitsch AU - Marc Jacobs AU - Julia Hoeng AU - Roland Eils AU - Carsten Claussen AU - Martin Hofmann-Apitius TI - The COVID-19 PHARMACOME: Rational Selection of Drug Repurposing Candidates from Multimodal Knowledge Harmonization AID - 10.1101/2020.09.23.308239 DP - 2020 Jan 01 TA - bioRxiv PG - 2020.09.23.308239 4099 - http://biorxiv.org/content/early/2020/09/23/2020.09.23.308239.short 4100 - http://biorxiv.org/content/early/2020/09/23/2020.09.23.308239.full AB - 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 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 several disease maps and experimental data focused on SARS-CoV-2 / COVID-19 pathophysiology. By applying a systematic approach, we were able to predict the effect of drug pairs 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.Competing Interest StatementThe authors have declared no competing interest.