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Accelerating Factor Xa inhibitor discovery with a de novo drug design pipeline
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作者 yujing zhao Qilei Liu +3 位作者 Jian Du Qingwei Meng Liang Sun Lei Zhang 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第8期85-94,共10页
Small-molecule drugs are essential for maintaining human health. The objective of this study is to identify a molecule that can inhibit the Factor Xa protein and be easily procured. An optimization-based de novo drug ... Small-molecule drugs are essential for maintaining human health. The objective of this study is to identify a molecule that can inhibit the Factor Xa protein and be easily procured. An optimization-based de novo drug design framework, Drug CAMD, that integrates a deep learning model with a mixed-integer nonlinear programming model is used for designing drug candidates. Within this framework, a virtual chemical library is specifically tailored to inhibit Factor Xa. To further filter and narrow down the lead compounds from the designed compounds, comprehensive approaches involving molecular docking,binding pose metadynamics(BPMD), binding free energy calculations, and enzyme activity inhibition analysis are utilized. To maximize efficiency in terms of time and resources, molecules for in vitro activity testing are initially selected from commercially available portions of customized virtual chemical libraries. In vitro studies assessing inhibitor activities have confirmed that the compound EN300-331859shows potential Factor Xa inhibition, with an IC_(50)value of 34.57 μmol·L^(-1). Through in silico molecular docking and BPMD, the most plausible binding pose for the EN300-331859-Factor Xa complex are identified. The estimated binding free energy values correlate well with the results obtained from biological assays. Consequently, EN300-331859 is identified as a novel and effective sub-micromolar inhibitor of Factor Xa. 展开更多
关键词 Chemical product design Mathematical programming method Deep learning Binding affinity Factor Xa inhibitor
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Integrated Control of Diseases and Pests of Horticultural Crops
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作者 Haijuan ZHANG Jingmin WANG +4 位作者 Fajiang GONG Tao LU yujing zhao Yaru ZHU Dongwen SUN 《Plant Diseases and Pests》 CAS 2022年第5期17-18,共2页
In view of the occurrence and aggravation of diseases and pests of horticultural crops,the management process should follow the basic policy of"prevention first,comprehensive control".Starting from the ecolo... In view of the occurrence and aggravation of diseases and pests of horticultural crops,the management process should follow the basic policy of"prevention first,comprehensive control".Starting from the ecological system,agricultural,biological,physical and chemical means should be comprehensively applied to control diseases and pests below the economic injury level. 展开更多
关键词 Horticultural crops Diseases and pests Integrated control
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