1Polyketide synthase (PKS) engineering is an attractive method to generate new molecules such 2 as commodity, fine and specialty chemicals. A central challenge in PKS design is replacing a 3 partially reductive module with a fully reductive module through a reductive loop exchange, 4 thereby generating a saturated β -carbon. In this work, we sought to establish an engineering 5 strategy for reductive loop exchanges based on chemoinformatics, a field traditionally used in 9 1 studies have shown divergence from in vivo results 24,25 due to underestimation of factors 9 2 including limiting substrate, crowding, and solubility, 26 we cloned ten chimeric modules into an 9 3 E. coli -Streptomyces albus shuttle vector and conjugated it into Streptomyces albus J1074 9 4 (Table S1). 27 Following ten-day production runs in a rich medium, cultures of Streptomyces 9 5 albus harboring each of the constructs were harvested and the supernatants were analyzed with 9 6 LC-MS for product levels.
7Consistent with our hypothesis, we found a strong correlation between production titers 9 8 of the desired product and the AP and MCS chemosimilarities of the donor and LipPKS1 9 9 module substrates (AP Spearman Rank Correlation of R s of 0.99 and p < 0.01; MCS R s of 0.90