A framework for the identification of promising bio-based chemicals

Wenzhao Wu, Matthew R. Long, Xiaolin Zhang, Jennifer L. Reed, Christos T. Maravelias

Research output: Contribution to journalArticlepeer-review

11 Scopus citations

Abstract

Recent progress in metabolic engineering and synthetic biology enables the use of microorganisms for the production of chemicals—“bio-based chemicals.” However, it is still unclear which chemicals have the highest economic prospect. To this end, we develop a framework for the identification of such promising ones. Specifically, we first develop a genome-scale constraint-based metabolic modeling approach, which is used to identify a candidate pool of 209 chemicals (together with the estimated yield, productivity, and residence time for each) from the intersection of the high-production-volume chemicals and the KEGG and MetaCyc databases. Second, we design three screening criteria based on a chemical’s profit margin, market volume, and market size. The total process cost, including the downstream separation cost, is systematically incorporated into the evaluation. Third, given the three aforementioned criteria, we identify 32 products as economically promising if the maximum yields can be achieved, and 22 products if the maximum productivities can be achieved. The breakeven titer that renders zero profit margin for each product is also presented. Comparisons between extracellular and intracellular production, as well as Escherichia coli and Saccharomyces cerevisiae systems are also discussed. The proposed framework provides important guidance for future studies in the production of bio-based chemicals. It is also flexible in that the databases, yield estimations, and criteria can be modified to customize the screening.

Original languageEnglish (US)
Pages (from-to)2328-2340
Number of pages13
JournalBiotechnology and Bioengineering
Volume115
Issue number9
DOIs
StatePublished - Sep 2018
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Biotechnology
  • Bioengineering
  • Applied Microbiology and Biotechnology

Keywords

  • HPV chemicals
  • bio-based chemicals
  • bio-conversion
  • biorefinery
  • flux balance analysis
  • value-added chemicals

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