Machine learning in bioprocess development: from promise to practice

LM Helleckes, J Hemmerich, W Wiechert… - Trends in …, 2023 - cell.com
Fostered by novel analytical techniques, digitalization, and automation, modern bioprocess
development provides large amounts of heterogeneous experimental data, containing …

Modelling cell metabolism: a review on constraint-based steady-state and kinetic approaches

M Yasemi, M Jolicoeur - Processes, 2021 - mdpi.com
Studying cell metabolism serves a plethora of objectives such as the enhancement of
bioprocess performance, and advancement in the understanding of cell biology, of drug …

Genome-scale metabolic rewiring improves titers rates and yields of the non-native product indigoidine at scale

D Banerjee, T Eng, AK Lau, Y Sasaki, B Wang… - Nature …, 2020 - nature.com
High titer, rate, yield (TRY), and scalability are challenging metrics to achieve due to trade-
offs between carbon use for growth and production. To achieve these metrics, we take the …

StrainDesign: a comprehensive Python package for computational design of metabolic networks

P Schneider, PS Bekiaris, A von Kamp, S Klamt - Bioinformatics, 2022 - academic.oup.com
Various constraint-based optimization approaches have been developed for the
computational analysis and design of metabolic networks. Herein, we present StrainDesign …

Genome-scale metabolic network models for industrial microorganisms metabolic engineering: current advances and future prospects

Z Gong, J Chen, X Jiao, H Gong, D Pan, L Liu… - Biotechnology …, 2024 - Elsevier
The construction of high-performance microbial cell factories (MCFs) is the centerpiece of
biomanufacturing. However, the complex metabolic regulatory network of microorganisms …

Increasing ATP turnover boosts productivity of 2,3-butanediol synthesis in Escherichia coli

S Boecker, BJ Harder, R Kutscha, S Pflügl… - Microbial Cell …, 2021 - Springer
Abstract Background The alcohol 2, 3-butanediol (2, 3-BDO) is an important chemical and
an Escherichia coli producer strain was recently engineered for bio-based production of 2, 3 …

Design of microbial catalysts for two-stage processes

K Shabestary, S Klamt, H Link, R Mahadevan… - Nature Reviews …, 2024 - nature.com
Microbial catalysts must partition incoming substrate between the synthesis of biomass and
the synthesis of a desired product. Although biomass synthesis generates more catalyst and …

Recent advances in model-assisted metabolic engineering

S Gudmundsson, J Nogales - Current Opinion in Systems Biology, 2021 - Elsevier
Mathematical modeling of cellular processes enables predictions of biological phenotypes
under perturbations and they are therefore widely used in metabolic engineering. Metabolic …

CNApy: a CellNetAnalyzer GUI in Python for analyzing and designing metabolic networks

S Thiele, A von Kamp, PS Bekiaris, P Schneider… - …, 2022 - academic.oup.com
Constraint-based reconstruction and analysis (COBRA) is a widely used modeling
framework for analyzing and designing metabolic networks. Here, we present CNApy, an …

OptEnvelope: A target point guided method for growth-coupled production using knockouts

E Motamedian, K Berzins, R Muiznieks, E Stalidzans - Plos one, 2023 - journals.plos.org
Finding the best knockout strategy for coupling biomass growth and production of a target
metabolite using a mathematic model of metabolism is a challenge in biotechnology. In this …