(83a) Evolving Robust and Interpretable Enzymes for the Bioethanol Industry
AIChE Annual Meeting
2023
2023 AIChE Annual Meeting
Fuels and Petrochemicals Division
Poster Session: Fuels and Petrochemicals Division
Wednesday, November 8, 2023 - 3:30pm to 5:00pm
In our study, we employed endo-β-1,4-glucanase Cel5A from Penicillium verruculosum (PvCel5A) as a model enzyme to investigate the feasibility of applying an evolved robust cellulase in industrial bioethanol production. PvCel5A is promising endoglucanase for lignocellulose hydrolysis due to its high activity.9 The optimized InSiReP (named InSiReP 2.0) was developed to generate an all-round enzyme, including three steps: (i) eleven potential amino acid positions were obtained by cepPCR; (ii) seven beneficial positions and12 beneficial substitutions were identified by SSM with the 20c-Tangmethod. (iii) InSiReP 2.0 analysis and recombination. The obtained beneficial substitutions were grouped based on the CompassR rule: Subset 1: ÎÎGfold â¤+0.36kcal/mol, predictable beneficial recombination; Subset 2:0.36 < ÎÎGfold â¤+7.52kcalmol 1, unpredictable recombination. Then, the single substitutions of Subset 1 were recombined in silico and ranked according to their thermodynamic stability (ÎÎGfold). The top 10% of ranked recombinants were subjected to gene construction, expression, and experimental validation. The improved recombinants were further recombined with single substitutions in Subset 2. Finallyï¼five all-round PvCel5A variants (V1:S3T/S12K/T77M/E85Y/G264H/D290G; V2:S3T/S12C/T77M/E85Y/G264R; V3:S3T/S12K/T77M/E85Y/G264H; R6:S12K/T77M/E85Y/G264H/D290G; R2:S12K/ T77M/E85Y/G264R/D290G) were yielded with minimal experimental effort. Therefore, the InSiReP 2.0 strategy was proved to successfully engineer PvCel5A with significant ethanol tolerance (up to 7.5-fold improvement in 60 % (v/v) ethanol), thermostability (t1/2 up to 1.42-fold at 75 °C, Tm improved by 3.1 and 5.4 °C in buffer and 40 % (v/v) ethanol, respectively), and tolerance to six representative OSs. The detailed molecular understanding based on MD simulation and the inherent rationality of the InSiReP 2.0 approach (based on the internal stability of enzymes during evolution) enabled us to confidently apply these interpretable cellulases in industrial production processes. Notably, purified PvCel5A R6 (S12K/T77M/E85Y/G264H/D290G) increased the ethanol yield by 8.47 % compared to no cellulase addition in the ADISET process. At the same time, up to 10.08 % improvement of the ethanol yield was obtained when applying PvCel5A R6 in the bioethanol fermentation process of corn stover compared to the addition of only commercial cellulase. The successful application of these robust cellulases, especially PvCel5A R6, in both 1st and 2nd generation ethanol production processes demonstrated the great prospects of using engineered cellulases in industrial production, even beyond the bioethanol field.
Reference
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Figure. (a) The production performance of corn ethanol fermentation combined with in-situ cellulase-based pretreatment. No cellulase was added to 1; Only crude PvCel5A R6 was added to 2; Only commercial cellulase was added to 3. Equal amounts of commercial cellulase (U/mL) and PvCel5A (U/mL) were added to cellulase cocktails 4-9, which contain different with PvCel5A variants (4: crude PvCel5A WT; 5: crude PvCel5A V1; 6: crude PvCel5A R6; 7: purified PvCel5A WT; 8: purified PvCel5A V1; 9: purified PvCel5A R6). The crude enzyme was concentrated, and all experiments were based on the fermentation of 100 g of liquefied mixture. (b) The ethanol production performance in the fermentation of corn stover with the addition of different cellulases. Equal amounts of commercial cellulase (U/mL) were added to cellulase cocktails 2-5 (2: purified PvCel5A WT; 3: purified PvCel5A V1; 4: purified PvCel5A V2; 5: purified PvCel5A R6). All experiments were based on 10 g of dilute alkali pretreated corn stover. (c) ADISET process. Conventional corn fermentation with SSF (in black) was combined with in-situ pretreatment (in green). (d) The fermentation process of corn stover to yield ethanol through pretreatment, enzyme hydrolysis, and fermentation