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Meta-analysis Driven Strain Design for Mitigating Oxidative Stresses Important in Biomanufacturing.
Phaneuf, P V; Kim, S H; Rychel, K; Rode, C; Beulig, F; Palsson, B O; Yang, L.
Afiliação
  • Phaneuf PV; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220. Kongens Lyngby 2800, Denmark.
  • Kim SH; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220. Kongens Lyngby 2800, Denmark.
  • Rychel K; Department of Bioengineering, University of California, San Diego, La Jolla ,California92093-0412 ,United States.
  • Rode C; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220. Kongens Lyngby 2800, Denmark.
  • Beulig F; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220. Kongens Lyngby 2800, Denmark.
  • Palsson BO; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, Kemitorvet, Building 220. Kongens Lyngby 2800, Denmark.
  • Yang L; Department of Bioengineering, University of California, San Diego, La Jolla ,California92093-0412 ,United States.
ACS Synth Biol ; 13(7): 2045-2059, 2024 Jul 19.
Article em En | MEDLINE | ID: mdl-38934464
ABSTRACT
As the availability of data sets increases, meta-analysis leveraging aggregated and interoperable data types is proving valuable. This study leveraged a meta-analysis workflow to identify mutations that could improve robustness to reactive oxygen species (ROS) stresses using an industrially important melatonin production strain as an example. ROS stresses often occur during cultivation and negatively affect strain performance. Cellular response to ROS is also linked to the SOS response and resistance to pH fluctuations, which is important to strain robustness in large-scale biomanufacturing. This work integrated more than 7000 E. coli adaptive laboratory evolution (ALE) mutations across 59 experiments to statistically associate mutated genes to 2 ROS tolerance ALE conditions from 72 unique conditions. Mutant oxyR, fur, iscR, and ygfZ were significantly associated and hypothesized to contribute fitness in ROS stress. Across these genes, 259 total mutations were inspected in conjunction with transcriptomics from 46 iModulon experiments. Ten mutations were chosen for reintroduction based on mutation clustering and coinciding transcriptional changes as evidence of fitness impact. Strains with mutations reintroduced into oxyR, fur, iscR, and ygfZ exhibited increased tolerance to H2O2 and acid stress and reduced SOS response, all of which are related to ROS. Additionally, new evidence was generated toward understanding the function of ygfZ, an uncharacterized gene. This meta-analysis approach utilized aggregated and interoperable multiomics data sets to identify mutations conferring industrially relevant phenotypes with the least drawbacks, describing an approach for data-driven strain engineering to optimize microbial cell factories.
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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Espécies Reativas de Oxigênio / Estresse Oxidativo / Escherichia coli / Mutação Idioma: En Ano de publicação: 2024 Tipo de documento: Article

Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Espécies Reativas de Oxigênio / Estresse Oxidativo / Escherichia coli / Mutação Idioma: En Ano de publicação: 2024 Tipo de documento: Article