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Bacteria can be engineered to manufacture chemicals, but it is unclear how to optimally engineer a single cell to maximise production performance from batch cultures. Moreover, the performance of engineered production pathways is affected by competition for the host's native resources. Here, using a 'host-aware' computational framework which captures competition for both metabolic and gene expression resources, we uncover design principles for engineering the expression of host and production enzymes at the cell level which maximise volumetric productivity and yield from batch cultures. However, this does not break the fundamental growth-synthesis trade-off which limits production performance. We show that engineering genetic circuits to switch cells to a high synthesis-low growth state after first growing to a large population can further improve performance. By analysing different circuit topologies, we show that highest performance is achieved by circuits that inhibit host metabolism to redirect it to product synthesis. Our results should facilitate construction of microbial cell factories with high and efficient production capabilities.
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http://dx.doi.org/10.1038/s41467-024-55347-y | DOI Listing |
J Biotechnol
September 2025
Chemical Engineering Department, University of Waterloo, Waterloo, N2L 3G1, ON, Canada. Electronic address:
While Dynamic Flux Balance Analysis provides a powerful framework for simulating metabolic behavior, incorporating operating conditions such as pH and temperature, which profoundly impact monoclonal antibodies production, remains challenging. This study presents an advanced dFBA model that integrates kinetic constraints formulated as functions of pH and temperature to predict CHO cell metabolism under varying operational conditions. The model was validated against data from 20 fed-batch experiments conducted in Ambr®250 bioreactors.
View Article and Find Full Text PDFBiology (Basel)
July 2025
Department of Molecular Oncopathology, Bioclas, Concepción 4030000, Chile.
The development of scalable, non-invasive tools to assess tumor responsiveness to structurally active immunoformulations remains a critical unmet need in solid tumor immunotherapy. Here, we introduce a real-time, ex vivo functional system to classify tumor cell lines exposed to a phospholipoproteomic platform, without relying on cytotoxicity, co-culture systems, or molecular profiling. Tumor cells were monitored using IncuCyte S3 (Sartorius) real-time imaging under ex vivo neutral conditions.
View Article and Find Full Text PDFJ Biosci Bioeng
September 2025
Department of Chemical Engineering, Faculty of Engineering, Kyushu University, 744 Motooka, Nishi-ku, Fukuoka 819-0395, Japan; Manufacturing Technology Association of Biologics, 2-6-16 Shinkawa, Chuo-ku, Tokyo 104-0033, Japan.
Antibody production in Chinese hamster ovary (CHO) cell culture was enhanced by supplementing the culture medium with barley shochu distillation by-product supernatant (BX2). To predict antibody production following BX2 addition, fed-batch culture experiments were conducted under varying BX2 conditions using a response surface methodology. BX2 supplementation was predicted to improve antibody production by 138 %, 146 %, 120 %, and 240 % in IgG-producing CHO-MK1, CHO-MK2, CHO-DG44, and Fc-fusion protein-producing CHO-DG44 cells, respectively, compared to controls without BX2.
View Article and Find Full Text PDFIMetaOmics
June 2025
CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China.
This study monitored gut microbiome changes in healthy volunteers following inulin intervention, revealing dynamic and highly individualized shifts in microbial composition and short-chain fatty acid production. Using batch cultures, correlation analysis, and predictive modeling, we explored the personalized microbiome response. Our findings highlight the individualized response of the gut microbiome to prebiotics and the need for precision nutrition.
View Article and Find Full Text PDFSheng Wu Gong Cheng Xue Bao
August 2025
State Key Laboratory of Common Mechanism Research for Major Diseases, Peking Union Medical College Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, Beijing 100005, China.
Organoids are three-dimensional (3D) cellular structures formed through the differentiation and self-organization of pluripotent stem cells or tissue-derived cells, showing considerable potential in the research on disease mechanism, personalized medicine, and developmental biology. However, the development of organoids is limited by the complex composition, batch-to-batch variations, and immunogenicity of basement-membrane matrix in the current culture system, which hinders the clinical translation and applications of organoids. Hydrogels are highly hydrated 3D polymer network materials, with modifiable mechanical and biochemical properties by engineering, representing an ideal alternative to basement-membrane matrix.
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