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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.
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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  Data: Machine learning-driving optimization and spatial assembly of a cell-free system for high-yield liquiritigenin production.
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  Data: <searchLink fieldCode="AU" term="%22Liu+F%22">Liu F</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Zhao+SB%22">Zhao SB</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Liu+YH%22">Liu YH</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Li+JF%22">Li JF</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Lin+NQ%22">Lin NQ</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Mutailifu+M%22">Mutailifu M</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Xu+P%22">Xu P</searchLink>; State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-Sen University, Guangzhou, 510275, People's Republic of China.<br /><searchLink fieldCode="AU" term="%22Liu+JZ%22">Liu JZ</searchLink>; 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.
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  Data: <searchLink fieldCode="JN" term="%229918821788106676%22">Advanced biotechnology</searchLink> [Adv Biotechnol (Singap)] 2026 Mar 27; Vol. 4 (2). <i>Date of Electronic Publication: </i>2026 Mar 27.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature+Singapore%22">Springer Nature Singapore </searchLink><i>Country of Publication: </i>Singapore <i>NLM ID: </i>9918821788106676 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2801 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482801%22">29482801 </searchLink><i>NLM ISO Abbreviation: </i>Adv Biotechnol (Singap) <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1007/s44307-026-00103-0
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      – TitleFull: Machine learning-driving optimization and spatial assembly of a cell-free system for high-yield liquiritigenin production.
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              Text: 2026 Mar 27
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              Y: 2026
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