“…Using genes that are differentially targeted by age as input to a web-based drug repurposing tool CLUEreg [36], we identified 150 small molecule drug candidates (Supplementary Material S2) with potential to reverse the aging-associated regulatory alterations in the gene regulatory networks from non-cancerous lung samples. Some of these drugs, henceforth referred to as “geroprotective drugs”, including Carnosol [37], Curcumin [38], Cucurbitacin B [39], Isonicotinamide [40], Meclofenoxate [41], Scriptaid [42], and Withaferin A [43] have already been shown to have potential geroprotective effects in various animal models, including humans. Among these 150 geroprotective drug candidates, we found several FDA-approved anti-cancer drugs, including Trametinib, Doxorubicin, Alisertib, Actinomycin-d, Toremifene, and Plumbagin, as well as several investigational drugs with potential anti-tumor effects including Avrainvillamide analogs [44], aurora kinase inhibitors (MK-5108, AT-9283) [45], Avicins [46], HMN-214 [47], Chaetocin [48], ron kinase inhibitors [49], and Linifanib [50], among others.…”