Journal:Molecular Cell:2

Automated design of efficient and functionally diverse enzyme repertoires

Olga Khersonsky, Rosalie Lipsh, Ziv Avizemer, Yacov Ashani, Moshe Goldsmith, Haim Leader, Orly Dym, Shelly Rogotner, Devin L. Trudeau, Jaime Prilusky, Pep Amengual-Rigo, Victor Guallar, Dan S. Tawfik, and Sarel J. Fleishman ^[1]

Molecular Tour
Substantial improvements in enzyme activity demand multiple mutations at spatially proximal positions in the active site. Such mutations, however, often exhibit unpredictable epistatic (non-additive) effects on activity. We describe FuncLib - an automated method to design multipoint mutants at enzyme active sites using phylogenetic analysis and Rosetta design calculations. FuncLib was applied to two unrelated enzymes, a phosphotriesterase (PTE) and an acetyl-CoA synthetase. All designs were active, and most showed activity profiles that significantly differed from wild type and from one another. Several dozen designs with only 3-6 active-site mutations nevertheless exhibited 10-4,000-fold higher efficiencies with a range of alternative substrates, including the hydrolys is of the toxic nerve agents soman and cyclosarin and the synthesis of butyryl-CoA - activities that are hardly detectable in the wild type enzymes. FuncLib designs included epistatic active-site mutations that are unlikely to be accessible to natural and laboratory evolution; the method circumvents high-throughput screens and opens the way to design highly efficient and diverse catalytic repertoires. FuncLib is implemented as a web-server (http://funclib.weizmann.ac.il).

The focal point of our study was the phosphotriesterase (PTE) from ​Pseudomonas diminuta. PTE is a promiscuous metalloenzyme: in addition to highly efficient hydrolysis of the organophosphate pesticide paraoxon (​k_cat/K_M approximately 10​⁸ M​^-1​s​^-1​), it promiscuously hydrolyzes esters, lactones, and diverse organophosphates, including toxic nerve agents, such as VX, Russian VX, soman (GD), and cyclosarin (GF), albeit with k_cat/K_M values that are orders-of-magnitude lower than for paraoxon. Effective organophosphate detoxification, however, demands high catalytic efficiency, with ​k_cat/K_M of 10​⁷ M​^-1​min^​-1 considered a minimum for​ in vivo protection, thereby motivating several recent enzyme-engineering efforts that targeted PTE​. Furthermore, the growing threat from a new generation of nerve agents, similar in structure to VX and GF​​, emphasizes the need for broad-spectrum nerve-agent hydrolases. FuncLib’s goal is to design a small set of stable, efficient,and functionally diverse multipoint active-site mutants suitable for low-throughput experimental testing. The design strategy is general and can be applied, in principle, to any natural enzyme starting from its molecular structure and adiverse set of homologous sequences.

(PDB entry 1hzy) comprises a bimetal center, typically of Zn​²⁺ ions (gray spheres), which are liganded by highly conserved residues (orange). Water molecules are shown as red spheres. (magenta) comprise the active-site wall and are less conserved. FuncLib starts by filtering single-point mutations according to evolutionary-conservation and atomistic-stability analyses, resulting in a subset of potentially tolerated mutations:

• 106 ICHLM
• 132 FL
• 254 HGR
• 257 HWY
• 271 LIR
• 303 LT
• 306 FI
• 317 ML

Eight active-site positions were select that comprise the PTE active-site wall (first-shell) for design (see the current scene). FuncLib starts by defining a sequence space comprising active-site point mutations that are predicted to be individually tolerated. First, it retains only mutations with at least a modest probability of occurrence in the natural diversity according to a multiple-sequence alignment of homologues. Second, it eliminates point mutations that substantially destabilize the wild-type protein according to Rosetta atomistic modeling. Applied to PTE, for instance, all the essential active-site positions - that is, the positions that interact with the metal ions - were not allowed any mutations, whereas other first-shell positions were allowed even radical mutations. Filtering drastically reduced the combinatorial space of multipoint mutants at the eight active-site positions from 10​10 mutants, if all 20 amino acids were allowed at each position, to <10​^5​. From this filtered set, we chose all the multipoint mutants that comprised 3-5 mutations relative to wild-type PTE for Rosetta modeling and refinement, including backbone and sidechain minimization. Hence, FuncLib explicitly models each combination of mutations, thereby exhaustively modeling andr anking multipoint mutants at potentially epistatic active-site positions according to their predicted stability. The top-ranked designs are therefore predicted to exhibit stable and preorganized active-site pockets - a prerequisite for high catalytic efficiency​​. Surprisingly, it was found that hundreds of unique active-site designs exhibited energies that were as favorable as or better than those of wild-type PTE, suggesting that a very large space of potentially tolerated multipoint mutants at the active site was accessible by computational design. Then the designs were clustered, eliminating ones that differed by fewer than two active-site mutations from one another or from wild-type PTE and selected the top 49 designs for experimental testing.

Note that in this implementation, FuncLib does not require a model oftheenzyme-transition state complex. Instead, it computes diverse yet stable networks of interacting residues at the active-site pocket, thereby encoding different stereochemical complementarities for alternative substrates that do not need to be defined​ a priori. Therefore it was anticipated that the designs would collectively form a repertoire, from which individual designs that efficiently hydrolyzed various target substrates could be isolated. In applications that target a specific substrate, by contrast, sequence space can be further constrained by designing the enzyme in the presence of the transition-state model, and this option is enabled in the FuncLib web-server, although recommended only when the model is likely to be accurate.

Modified shape and electrostatic properties of the active-site pocket in PTE designs:

• ​
• (PDB entry 6gbj). Mutations: H254R, H257W, L303T, and M317L.
• (PDB entry 6gbk). Mutations: I106L, H254G, and M317L.
• (PDB entry 6gbl). Mutations: I106L, H254G, H257W, and L303T.
• .

References

1. ↑ REF