“…A number of PALs were found to be characteristic for cancer drug response ( Zhu et al, 2015 ) and sensitivity to X-ray irradiation ( Sorokin et al, 2018 ), asthma ( Alexandrova et al, 2016 ), Hutchinson-Gilford progeria ( Aliper et al, 2015 ), macular degeneration ( Makarev et al, 2014 ), fibrosis ( Makarev et al, 2016 ), viral infection ( Buzdin et al, 2016 ), and aging ( Aliper et al, 2016 ). Algorithms were developed to convert pathway activation data into the optimized selection of cancer drugs ( Artemov et al, 2015 ; Tkachev et al, 2020 ) that had several recent clinical applications ( Poddubskaya et al, 2018 , 2019a , b ; Sorokin et al, 2020b ). However, those studies used manually curated/annotated pathways and were, therefore, limited by the overall number (~10 or ~100) of pathways under analysis.…”