Machine learning-driving optimization and spatial assembly of a cell-free system for high-yield liquiritigenin production.
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| Title: | Machine learning-driving optimization and spatial assembly of a cell-free system for high-yield liquiritigenin production. |
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| Authors: | Liu F; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Zhao SB; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Liu YH; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Li JF; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Lin NQ; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Mutailifu M; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Xu P; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China., Liu JZ; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China. lssljz@mail.sysu.edu.cn. |
| Source: | Advanced biotechnology [Adv Biotechnol (Singap)] 2026 Mar 27; Vol. 4 (2). Date of Electronic Publication: 2026 Mar 27. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Springer Nature Singapore Country of Publication: Singapore NLM ID: 9918821788106676 Publication Model: Electronic Cited Medium: Internet ISSN: 2948-2801 (Electronic) Linking ISSN: 29482801 NLM ISO Abbreviation: Adv Biotechnol (Singap) Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2948-2801 |
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| DOI: | 10.1007/s44307-026-00103-0 |
