Zuson, J. | bioRxiv Science

bioRxiv2026

Full-Atom MPNN Based Redesign of Plant Dehydrogenase Enables Thermostability Enhancement Without Loss of Stereoselectivity

Protein stabilization is a "Holy Grail" of biocatalysis, and stability design is an area of intense research interest. While it is increasingly feasible to effectively increase enzyme thermostability, optimization without compromising activity or selectivity remains a significant challenge. Here, we use full-atom protein sequence design with sidechain conditioning (FAMPNN) to engineer thermostable variants of the borneol dehydrogenase from Salvia rosmarinus (SrBDH1), an enzyme from a family where unselective enzymes dominate, and selectivity is determined by dynamical considerations. By combining FAMPNN design with residue conservation analysis and avoiding active site residues, we were able to computationally design SrBDH1 variants with up to 10 {degrees}C enhanced thermostability and strongly increased half-life time at elevated temperature, while retaining selectivity towards (+)-borneol. This design framework, integrating de novo and physics-based protein design tools, demonstrates that stability can be enhanced without disrupting functionally relevant dynamics, providing a route to engineer robust and selective biocatalysts. O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=198 SRC="FIGDIR/small/719482v1_ufig1.gif" ALT="Figure 1"> View larger version (97K): org.highwire.dtl.DTLVardef@1a35073org.highwire.dtl.DTLVardef@f6c56dorg.highwire.dtl.DTLVardef@11b965forg.highwire.dtl.DTLVardef@2d6eef_HPS_FORMAT_FIGEXP M_FIG Graphical Abstract C_FIG

biochemistry↗

bioRxiv2025

Deciphering the evolutionary origin of the stereoselectivity of short-chain dehydrogenases in the oxidation of the monoterpenol 1-borneol

Enzyme engineering has produced numerous methods to optimize enzymes for biotechnological processes; however, less is known about how natural evolution creates new functionalities. We investigate the evolutionary emergence of enantioselectivity in plant borneol dehydrogenases (BDHs), which feature hydrophobic active-sites and are enantioselective towards dibornane-type monoterpenols. Ancestral sequence reconstruction provided a trajectory from the oldest unselective BDH ancestor N30 (E=12) toward a more recent selective ancestor N32, involving 19 mutations: 18 mutations are peripheral, one (I111L) occurs in the active-site. The mutation L111I in the hydrophobic pocket increased the selectivity of N30, while the back-mutation I111L decreased the selectivity of N32. Additional peripheral mutations (V136L/G169A/V183I) were required for high selectivity. Crystal structures suggested that protein dynamics, rather than structural changes shape these catalytic properties; this was confirmed by ML/MM simulations of ligand binding. Funnel-metadynamics simulations revealed a correlation between the active-sites solvent-accessible surface area (SASA) and selectivity. This potential evolutionary pathway shapes enantioselectivity, and guides future enzyme engineering campaigns.

biochemistry↗