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Multi-scale data-driven engineering for biosynthetic titer improvement.

Zhixing Cao1, Jiaming Yu2, Weishan Wang3

  • 1State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China; MOE Key Laboratory of Advanced Control and Optimization for Chemical Processes, East China University of Science and Technology, Shanghai 200237, China.

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Summary

Improving industrial biosynthesis titers is challenging. This review details advanced metabolic pathway rewiring and data-driven optimization for enhanced production efficiency.

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Area of Science:

  • Biotechnology and metabolic engineering.

Background:

  • Industrial biosynthesis involves complex interactions between genes, metabolites, and bioreactor conditions.
  • Identifying optimal microbial strains for high-titer production is a significant challenge.

Purpose of the Study:

  • To review state-of-the-art methods for improving biosynthesis titers across various scales.
  • To highlight advancements in metabolic pathway rewiring and data-driven process control.

Main Methods:

  • Summarizing current literature on biosynthesis titer improvement strategies.
  • Focusing on metabolic pathway engineering and process optimization techniques.

Main Results:

  • Metabolic pathway rewiring offers significant potential for enhancing product yields.
  • Data-driven process optimization and control enable more refined quantitative insights.

Conclusions:

  • Integrating multi-scale data and mathematical modeling is crucial for achieving higher biosynthesis titers.
  • Advanced strategies are essential for overcoming the complexities of industrial biosynthesis.