“…while being rejected by CMap 1 (Zador et al, 2018). On the other hand, there are also anecdotal reports of positive results, in which researchers have experimentally verified the biological effects of candidate drugs recommended by CMap 1 (Braconi et al, 2009;Brum et al, 2015Brum et al, , 2018Byun et al, 2019;Johnstone et al, 2012;Luo et al, 2019;Schanstra et al, 2019;Wang et al, 2019;Wu et al, 2019) or CMap 2 (Ferguson et al, 2018;Leung et al, 2019;Manzotti et al, 2019;Ryals et al, 2018). An attempt to address the reproducibility question was presented by De Abrew et al, in which they generated an independent CMap-style dataset for 34 compounds in four cell lines (De Abrew et al, 2016).…”