Machine Learning Empowering Microbial Cell Factory: A Comprehensive Review.

IF 3.3 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Dechun Kong, Jinyi Qian, Cong Gao, Yuetong Wang, Tianqiong Shi, Chao Ye
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引用次数: 0

Abstract

The wide application of machine learning has provided more possibilities for biological manufacturing, and the combination of machine learning and synthetic biology technology has ignited even more brilliant sparks, which has created an unpredictable value for the upgrading of microbial cell factories. The review delves into the synergies between machine learning and synthetic biology to create research worth investigating in biotechnology. We explore relevant databases, toolboxes, and machine learning-derived models. Furthermore, we examine specific applications of this combined approach in chemical production, human health, and environmental remediation. By elucidating these successful integrations, this review aims to provide valuable guidance for future research at the intersection of biomanufacturing and artificial intelligence.

机器学习增强微生物细胞工厂:综合综述。
机器学习的广泛应用为生物制造提供了更多的可能,机器学习与合成生物学技术的结合点燃了更加灿烂的火花,为微生物细胞工厂的升级创造了不可预测的价值。这篇综述深入探讨了机器学习和合成生物学之间的协同作用,以创造生物技术领域值得研究的研究。我们探索了相关的数据库、工具箱和机器学习衍生模型。此外,我们还研究了这种综合方法在化学生产、人类健康和环境修复方面的具体应用。通过对这些成功整合的阐述,本文旨在为未来生物制造与人工智能交叉领域的研究提供有价值的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Applied Biochemistry and Biotechnology
Applied Biochemistry and Biotechnology 工程技术-生化与分子生物学
CiteScore
5.70
自引率
6.70%
发文量
460
审稿时长
5.3 months
期刊介绍: This journal is devoted to publishing the highest quality innovative papers in the fields of biochemistry and biotechnology. The typical focus of the journal is to report applications of novel scientific and technological breakthroughs, as well as technological subjects that are still in the proof-of-concept stage. Applied Biochemistry and Biotechnology provides a forum for case studies and practical concepts of biotechnology, utilization, including controls, statistical data analysis, problem descriptions unique to a particular application, and bioprocess economic analyses. The journal publishes reviews deemed of interest to readers, as well as book reviews, meeting and symposia notices, and news items relating to biotechnology in both the industrial and academic communities. In addition, Applied Biochemistry and Biotechnology often publishes lists of patents and publications of special interest to readers.
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