Literature DB >> 25554074

Principal component analysis of proteomics (PCAP) as a tool to direct metabolic engineering.

Jorge Alonso-Gutierrez1, Eun-Mi Kim1, Tanveer S Batth1, Nathan Cho2, Qijun Hu3, Leanne Jade G Chan1, Christopher J Petzold1, Nathan J Hillson1, Paul D Adams3, Jay D Keasling4, Hector Garcia Martin5, Taek Soon Lee6.   

Abstract

Targeted proteomics is a convenient method determining enzyme expression levels, but a quantitative analysis of these proteomic data has not been fully explored yet. Here, we present and demonstrate a computational tool (principal component analysis of proteomics, PCAP) that uses quantitative targeted proteomics data to guide metabolic engineering and achieve higher production of target molecules from heterologous pathways. The method is based on the application of principal component analysis to a collection of proteomics and target molecule production data to pinpoint specific enzymes that need to have their expression level adjusted to maximize production. We illustrated the method on the heterologous mevalonate pathway in Escherichia coli that produces a wide range of isoprenoids and requires balanced pathway gene expression for high yields and titers. PCAP-guided engineering resulted in over a 40% improvement in the production of two valuable terpenes. PCAP could potentially be productively applied to other heterologous pathways as well.
Copyright © 2014 International Metabolic Engineering Society. All rights reserved.

Entities:  

Keywords:  Escherichia coli; Heterologous pathway; Metabolic engineering; Mevalonate pathway; Principal component analysis (PCA); Targeted proteomics

Mesh:

Substances:

Year:  2014        PMID: 25554074     DOI: 10.1016/j.ymben.2014.11.011

Source DB:  PubMed          Journal:  Metab Eng        ISSN: 1096-7176            Impact factor:   9.783


  23 in total

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2.  Biosynthesis of (R)-(+)-perillyl alcohol by Escherichia coli expressing neryl pyrophosphate synthase.

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Review 3.  Microbial production of advanced biofuels.

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Review 4.  Application of targeted mass spectrometry in bottom-up proteomics for systems biology research.

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Journal:  J Proteomics       Date:  2018-02-13       Impact factor: 4.044

5.  P-Mart: Interactive Analysis of Ion Abundance Global Proteomics Data.

Authors:  Lisa M Bramer; Kelly G Stratton; Amanda M White; Ameila H Bleeker; Markus A Kobold; Katrina M Waters; Thomas O Metz; Karin D Rodland; Bobbie-Jo M Webb-Robertson
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6.  Characterizing Strain Variation in Engineered E. coli Using a Multi-Omics-Based Workflow.

Authors:  Elizabeth Brunk; Kevin W George; Jorge Alonso-Gutierrez; Mitchell Thompson; Edward Baidoo; George Wang; Christopher J Petzold; Douglas McCloskey; Jonathan Monk; Laurence Yang; Edward J O'Brien; Tanveer S Batth; Hector Garcia Martin; Adam Feist; Paul D Adams; Jay D Keasling; Bernhard O Palsson; Taek Soon Lee
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7.  A Cas9-based toolkit to program gene expression in Saccharomyces cerevisiae.

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Review 8.  Converting Sugars to Biofuels: Ethanol and Beyond.

Authors:  Aram Kang; Taek Soon Lee
Journal:  Bioengineering (Basel)       Date:  2015-10-27

Review 9.  Analytics for Metabolic Engineering.

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Journal:  Front Bioeng Biotechnol       Date:  2015-09-07

Review 10.  Synthetic and systems biology for microbial production of commodity chemicals.

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Journal:  NPJ Syst Biol Appl       Date:  2016-04-07
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