Elsevier

Metabolic Engineering

Volume 69, January 2022, Pages 50-58
Metabolic Engineering

Adaptive laboratory evolution for improved tolerance of isobutyl acetate in Escherichia coli

https://doi.org/10.1016/j.ymben.2021.11.002Get rights and content

Highlights

  • E. coli was evolved for improved IBA tolerance, but also demonstrated higher titers.

  • Three mutations (metH, rho, arcA) were responsible for improved IBA tolerance.

  • Tolerance towards other acetate esters and acids was also demonstrated.

  • The metH, rho mutant had 3.2-fold greater production than the parent strain.

Abstract

Previously, Escherichia coli was engineered to produce isobutyl acetate (IBA). Titers greater than the toxicity threshold (3 g/L) were achieved by using layer-assisted production. To avoid this costly and complex method, adaptive laboratory evolution (ALE) was applied to E. coli for improved IBA tolerance. Over 37 rounds of selective pressure, 22 IBA-tolerant mutants were isolated. Remarkably, these mutants not only tolerate high IBA concentrations, they also produce higher IBA titers. Using whole-genome sequencing followed by CRISPR/Cas9 mediated genome editing, the mutations (SNPs in metH, rho and deletion of arcA) that confer improved tolerance and higher titers were elucidated. The improved IBA titers in the evolved mutants were a result of an increased supply of acetyl-CoA and altered transcriptional machinery. Without the use of phase separation, a strain capable of 3.2-fold greater IBA production than the parent strain was constructed by combing select beneficial mutations. These results highlight the impact improved tolerance has on the production capability of a biosynthetic system.

Introduction

Microbial production has emerged as a promising alternative to traditional petroleum-dependent industries and natural extraction processes. Microbes can be engineered to produce a diverse variety of bioactive and industrially relevant chemicals from renewable feedstocks, such as sugars and CO2 (Case and Atsumi, 2016; Keasling et al., 2021; Pontrelli et al., 2018; Sheng et al., 2020; Sun and Alper, 2020; Yang et al., 2021). The bioproduction of esters has been of particular interest due to their versatile commercial applications as flavorants, fragrances, solvents, coatings, and paints (Carroll et al., 2016). A promising target ester is isobutyl acetate (IBA), a volatile, fruity smelling compound with great potential as a drop-in biofuel. Compared to similar alcohols fuels, such as isobutanol (ISO), IBA's higher volatility and lower polarity and hygroscopicity allow it to be more easily separated from aqueous cell cultures (Rodriguez et al., 2014). These properties, along with its ubiquitous use in the fragrances and food industries, make IBA a valuable commodity chemical and have driven efforts to produce the compound biologically.

Previously, an efficient IBA production pathway was constructed in E. coli (Fig. 1) (Rodriguez et al., 2014; Tashiro et al., 2015). This pathway utilizes an alcohol-O-acyltransferase (ATF) (Verstrepen et al., 2003) enzyme that condenses acetyl-CoA and ISO, derived from the 2-keto acid-based pathway (Atsumi et al., 2008b), to form IBA (Rodriguez et al., 2014; Tai et al., 2015). A major challenge of biological IBA production is its inherent toxicity. The production strain JCL260 (Atsumi et al., 2008a), previously modified for ISO production, experiences severe growth-inhibition at 3 g/L IBA. This drastically limits titers unless IBA is separated from the culture, such as by removal from the headspace via gas-stripping or from the media via extraction using an organic bilayer. Using hexadecane as a bilayer and an orthogonal acetate assimilating pathway for increased acetyl-CoA generation, titers (20 g/L) greater than the toxicity threshold (3 g/L) were achieved (Tashiro et al., 2015). While these systems greatly increase IBA titers, they also introduce greater production costs and complexities to large scale production. One potential solution to IBA toxicity lies in its low water solubility. At ∼8 g/L, IBA innately forms a bilayer in aqueous solutions (Riemenschneider, 2000). Therefore, production utilizing natural bilayer formation is theoretically possible if E. coli can be adapted to grow under saturating IBA conditions.

ALE is a powerful tool for optimizing strain tolerance against environmental stressors (Dragosits and Mattanovich, 2013; Lee and Kim, 2020; Portnoy et al., 2011). Through adaptation, desired phenotypes are achieved through the accumulation of mutations overtime to cope with a selective pressure, such as toxicity. These mutations result in improved cellular fitness under stress typically by changing gene expression, altering enzyme function, or re-wiring regulation (Conrad et al., 2011). Often, these changes are synergistic combinations that would otherwise be inaccessible or overlooked by rational design. Previously, ALE has been used to alleviate toxicity for several compounds in various organisms, including ethanol (Yomano et al., 1998), 3-hydroxypropionic acid (Nguyen-Vo et al., 2019) and ISO (Atsumi et al., 2010) in E. coli, propionic acid (Xu et al., 2019) in Saccharomyces cerevisiae, and p-coumaric and ferulic acid (Mohamed et al., 2020) in Pseudomonas putida KT2440. These cases highlight the power and versatility of ALE for the overproduction of toxic commodities in microbial hosts.

In this study, an ALE serial transfer method was employed to evolve the ISO production host strain, JCL260, and subsequently 22 IBA-tolerant mutants, M01-23, were isolated. Excitingly, these evolved mutants also demonstrated increased IBA titers without the use of phase separation. To elucidate the mutations beneficial to tolerance and production, the entire genomes of JCL260 and M01-23 were sequenced. The identified mutations were reconstructed individually and in combination in JCL260 to test for enhanced tolerance and production. The metH, rho, and arcA mutation combination alleviated IBA toxicity while the metH, rho combination significantly boosted titers. These reconstructed strains were capable of better tolerance and higher production, respectively, than the evolved strains.

Section snippets

Reagents

All enzymes were purchased from New England Biolabs. All antibiotics were purchased from MilliporeSigma. All synthetic oligonucleotides were ordered from Integrated DNA Technologies. Sanger sequencing was performed by Genewiz. All chemicals were purchased from MilliporeSigma.

Strains and plasmids

All strains in this study are listed in Table S1. JCL260 was used as the base strain for ALE. All plasmids and oligonucleotides used in this study are listed in Tables S2 and S3, respectively. Plasmids for IBA production

Adaptive laboratory evolution and characterization of the evolved mutants

JCL260 (Atsumi et al., 2008b), previously constructed for high ISO production, was chosen as the parent strain for evolution. JCL260 experiences severe growth-inhibition at 3 g/L IBA (Fig. 2b). To improve JCL260's tolerance towards IBA, a serial transfer method (Yomano et al., 1998) was employed where inoculated M9P media was supplemented with 1.5 g/L IBA and for each subsequent round the surviving culture was diluted into fresh media supplemented with gradually increasing concentrations of IBA

Discussion

Here, 22 IBA-tolerant mutants were isolated from ALE and strain reconstruction was used to identify mutations beneficial to tolerance and production. When compared to JCL260, the most IBA tolerant reconstructed strain (metH, rho, ΔarcA) demonstrated no production benefit and the reconstructed strain (metH, rho) with the highest IBA titer exhibited only a moderate improvement to tolerance. Understanding how these mutations influence IBA tolerance and production requires insight into the

Conclusion

Product toxicity plays a critical role in the industrial viability of a microbial production system (Dragosits and Mattanovich, 2013). Using ALE, 22 mutant strains capable of increased IBA tolerance and production were isolated. Through individual and combined mutation constructs, the synergistic effects of the mutations on tolerance and production were explored. Through these reconstructions, strains were created with higher titers (metH, rho) and better tolerance (metH, rho, ΔarcA) than the

Author contributions

M.M., A.Z., A.E.C., and S.A. designed research; M.M., M.C., Ap.Z., A.E.C., and A.L.C. performed the experiments; M.M., M.C., A.Z., A.E.C., E.K., X.W., I.T., and S.A. analyzed data; and M.M. and S.A. wrote the paper.

Acknowledgements

This work was supported by a University of California-Davis Chancellor’s Fellowship to S.A. Whole-genome sequencing was performed by the Joint Genome Institute (JGI Proposal ID: 503669). M.M. was supported by a UC Davis Innovation Institute for Food and Health Innovator Fellowship. A.Z. was supported by a US National Institutes of Health Training Grant Fellowship (T32-GM113770). We thank Jake Gonzales for critical reading of the manuscript.

References (60)

  • T.P. Nguyen-Vo et al.

    Development of 3-hydroxypropionic-acid-tolerant strain of Escherichia coli W and role of minor global regulator yieP

    Metab. Eng.

    (2019)
  • S.A. Nizam et al.

    Effects of arcA and arcB genes knockout on the metabolism in Escherichia coli under aerobic condition

    Biochem. Eng. J.

    (2009)
  • S. Pontrelli et al.

    Escherichia coli as a host for metabolic engineering

    Metab. Eng.

    (2018)
  • V.A. Portnoy et al.

    Adaptive laboratory evolution--harnessing the power of biology for metabolic engineering

    Curr. Opin. Biotechnol.

    (2011)
  • K. Salmon et al.

    Global gene expression profiling in Escherichia coli K12. The effects of oxygen availability and FNR

    J. Biol. Chem.

    (2003)
  • L. Sun et al.

    Non-conventional hosts for the production of fuels and chemicals

    Curr. Opin. Chem. Biol.

    (2020)
  • Y.S. Tai et al.

    Engineered biosynthesis of medium-chain esters in Escherichia coli

    Metab. Eng.

    (2015)
  • M. Wehrens et al.

    Size laws and division ring dynamics in filamentous Escherichia coli cells

    Curr. Biol.

    (2018)
  • H.L. Alakomi et al.

    Lactic acid permeabilizes gram-negative bacteria by disrupting the outer membrane

    Appl. Environ. Microbiol.

    (2000)
  • S. Atsumi et al.

    Non-fermentative pathways for synthesis of branched-chain higher alcohols as biofuels

    Nature

    (2008)
  • S. Atsumi et al.

    Evolution, genomic analysis, and reconstruction of isobutanol tolerance in Escherichia coli

    Mol. Syst. Biol.

    (2010)
  • P.N. Black et al.

    Transmembrane movement of exogenous long-chain fatty acids: proteins, enzymes, and vectorial esterification

    Microbiol. Mol. Biol. Rev.

    (2003)
  • C.J. Cardinale et al.

    Termination factor Rho and its cofactors NusA and NusG silence foreign DNA in E. coli

    Science

    (2008)
  • T.M. Conrad et al.

    Microbial laboratory evolution in the era of genome-scale science

    Mol. Syst. Biol.

    (2011)
  • F. De Mets et al.

    Regulation of acetate metabolism and coordination with the TCA cycle via a processed small RNA

    Proc. Natl. Acad. Sci. U. S. A.

    (2019)
  • D.E. Deatherage et al.

    Identification of mutations in laboratory-evolved microbes from next-generation sequencing data using breseq

    Methods Mol. Biol.

    (2014)
  • M. Dragosits et al.

    Adaptive laboratory evolution -- principles and applications for biotechnology

    Microb. Cell Factories

    (2013)
  • H. Goodarzi et al.

    Regulatory and metabolic rewiring during laboratory evolution of ethanol tolerance in E. coli

    Mol. Syst. Biol.

    (2010)
  • M. Hafeezunnisa et al.

    The Rho-dependent transcription termination is involved in broad-spectrum antibiotic susceptibility in Escherichia coli

    Front. Microbiol.

    (2020)
  • R.J. Haft et al.

    Correcting direct effects of ethanol on translation and transcription machinery confers ethanol tolerance in bacteria

    Proc. Natl. Acad. Sci. U. S. A.

    (2014)
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