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Updated: Aug 9, 2026

Capture Compound Mass Spectrometry - A Powerful Tool to Identify Novel c-di-GMP Effector Proteins
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在Bacillus中优化表面素产量,使用数据效率高的主动学习和高通量质谱法

Ricardo Valencia Albornoz1, Diego Oyarzún1,2, Karl Burgess1

  • 1Institute of Quantitative Biology, Biochemistry & Biotechnology, School of Biological Sciences, University of Edinburgh, King's Buildings, Edinburgh, United Kingdom.

Computational and structural biotechnology journal
|March 29, 2024
PubMed
概括

积极学习和代谢学使用数据驱动的设计-构建-测试-学习循环将表面素的生产优化了160%. 这种方法通过了解代谢权衡来提高复杂生物产品的产量.

关键词:
积极学习是指积极学习.贝叶斯优化的贝叶斯优化代谢途径 代谢途径代谢学 代谢学 代谢学在表面上发现了表面活性.视觉化 视觉化 视觉化

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Methods of Medium Optimization01:28

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Optimizing growth media enhances microbial proliferation and maximizes product yield. Statistical experimental design methodologies provide structured and reproducible approaches, offering progressively higher levels of robustness and efficiency.The One-Factor-at-a-Time (OFAT) MethodThe One-Factor-at-a-Time (OFAT) method involves adjusting a single variable while keeping all others constant. However, it cannot detect interactions between variables, often leading to suboptimal outcomes when...