“…Toehold switches are a class of versatile prokaryotic riboregulators inducible by the presence of 20 a fully programmable trans-RNA trigger sequence (2-6, 15, 16). These RNA synthetic biology modules have displayed impressive dynamic range and orthogonality when used both in vivo as genetic circuit components (2,5,6), and in vitro as nucleic acid diagnostic tools using cell-free protein synthesis (CFPS) systems (3,4,15,16). Similar to other RNA synthetic biology tools, a substantial fraction of toehold switches show poor to no measurable function when tested 25 experimentally, and while efforts have been made to establish rational, mechanistic rules for improved performance based on low-throughput datasets (2-9, 15, 16), the practical utility of these approaches remains inconclusive.…”