Background and Hypothesis: Pulmonary arterial hypertension (PAH) is an incurable vascular disease for which chemotherapies are being considered for therapeutic development. There is no method reported to date for effective computational screening of these drugs for this disease. Big data analyses that leverage the molecular parallels between cancer and PH may define novel pathogenic mechanisms and facilitate repurposing of chemotherapies for PAH. More specifically, while functional deficiency of the iron-sulfur (Fe-S) biogenesis gene ISCU and oxidative metabolism in human pulmonary arterial endothelial cells (PAECs) is known to drive PAH, the pathogenic regulation of ISCU is not fully defined, and no tailored drugs have been identified to bolster ISCU activity. Methods and Results: We applied a computational algorithm EDDY (Evaluating Differential DependencY), which analyzes RNA sequencing data from 810 cancer cell lines exposed to 368 small molecules, in order to identify chemotherapeutics that depended upon rewired PH-related gene clusters. The top ranked drug was a piperlongumine (PL) analog (BRD2889) that was predicted to extensively rewire dependencies across PH gene clusters, mediated by ISCU. In vitro, coupling gain- and loss-of-function analyses of GSTP1 with BRD2889 exposure in PAECs, we found that BRD2889 inhibits glutathione S-transferase P1 (GSTP1), an enzyme which in turn catalyzes ISCU glutathionylation and increases its stability in hypoxia. Consequently, BRD2889 and GSTP1 knockdown phenocopy one another by increasing Fe-S-dependent Complex I activity and mitochondrial oxygen consumption while ameliorating pathogenic apoptosis. Consistent with these computational and in vitro results, in a mouse model of PAH (IL-6 transgenic mice in hypoxia), BRD2889 improved hemodynamic and molecular disease manifestations in vivo. Conclusions: Using a novel computational platform, we identified a coordinated connection between BRD342289 and GSTP1-ISCU axis, crucial to PAEC metabolism. This study offers insight to fundamental PH pathobiology and sets the stage for accelerated repurposing of chemotherapies such as BRD342289 in PH.