“…However, no research regarding DEL reaction conversion rate ML Furthermore, applying ML for BB filtering is particularly valuable for challenging DNA-compatible reactions owing to the expected low BB passing rate. Although DEL is successful for hit identification and widely used throughout the academic and industrial small molecule drug discovery community, it still suffers from a limited number of DNA-compatible reactions and thus limited access to desirable drug-like chemical space (Satz et al, 2015;Malone and Paegel, 2016;Lu et al, 2017aLu et al, , 2017bWang et al, 2018aWang et al, , 2018bLi et al, 2018;Flood et al, 2019;Du et al, 2019;Lerner et al, 2019;Liu et al, 2019;Skopic et al, 2019;Xu et al, 2019). More DNA-compatible organic transformations, especially the challenge but highly valuable ones, are strongly desired to improve the chemical diversity of DNA-encoded libraries.…”