Ensemble-based enzyme design can recapitulate the effects of laboratory directed evolution in silico.
Ensemble-based enzyme design can recapitulate the effects of laboratory directed evolution in silico.
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DOI:
10.1038/s41467-020-18619-x
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发表时间:
2020-09-23
影响因子:
16.6
通讯作者:
Chica RA
中科院分区:
文献类型:
--
作者:
Broom A;Rakotoharisoa RV;Thompson MC;Zarifi N;Nguyen E;Mukhametzhanov N;Liu L;Fraser JS;Chica RA
The creation of artificial enzymes is a key objective of computational protein design. Although de novo enzymes have been successfully designed, these exhibit low catalytic efficiencies, requiring directed evolution to improve activity. Here, we use room-temperature X-ray crystallography to study changes in the conformational ensemble during evolution of the designed Kemp eliminase HG3 (kcat/KM 146 M−1s−1). We observe that catalytic residues are increasingly rigidified, the active site becomes better pre-organized, and its entrance is widened. Based on these observations, we engineer HG4, an efficient biocatalyst (kcat/KM 103,000 M−1s−1) containing key first and second-shell mutations found during evolution. HG4 structures reveal that its active site is pre-organized and rigidified for efficient catalysis. Our results show how directed evolution circumvents challenges inherent to enzyme design by shifting conformational ensembles to favor catalytically-productive sub-states, and suggest improvements to the design methodology that incorporate ensemble modeling of crystallographic data. Kemp eliminases are artificial enzymes that catalyze the concerted deprotonation and ring-opening of benzisoxazoles. Here, the authors use room-temperature X-ray crystallography to investigate changes to the conformational ensemble of the Kemp eliminase HG3 along a directed evolutionary trajectory, and develop an experimentally guided, ensemble-based computational enzyme design procedure.
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DOI:
10.1107/s0907444905036693
发表时间:
2006-01-01
影响因子:
2.2
作者:
Evans, P
通讯作者:
Evans, P
DOI:
10.1073/pnas.1013910107
发表时间:
2010-11-23
影响因子:
11.1
作者:
Chica, Roberto A.;Moore, Matthew M.;Mayo, Stephen L.
通讯作者:
Mayo, Stephen L.
影响因子:
8
作者:
Althoff, Eric A.;Wang, Ling;Jiang, Lin;Giger, Lars;Lassila, Jonathan K.;Wang, Zhizhi;Smith, Matthew;Hari, Sanjay;Kast, Peter;Herschlag, Daniel;Hilvert, Donald;Baker, David
通讯作者:
Baker, David
DOI:
10.1107/s0907444909052925
发表时间:
2010-02
期刊:
Acta crystallographica. Section D, Biological crystallography
影响因子:
--
作者:
Adams PD;Afonine PV;Bunkóczi G;Chen VB;Davis IW;Echols N;Headd JJ;Hung LW;Kapral GJ;Grosse-Kunstleve RW;McCoy AJ;Moriarty NW;Oeffner R;Read RJ;Richardson DC;Richardson JS;Terwilliger TC;Zwart PH
通讯作者:
Zwart PH
影响因子:
14.8
作者:
Giger L;Caner S;Obexer R;Kast P;Baker D;Ban N;Hilvert D
通讯作者:
Hilvert D