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人工智能在蛋白质-配体结合亲和力预测中的研究进展 被引量:1
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作者 云轶楠 刘诗梦 +2 位作者 代琦 张瑾 王筱 《生物工程学报》 CAS CSCD 北大核心 2024年第7期2070-2086,共17页
蛋白质与配体的结合在生命过程中发挥重要作用,计算蛋白质-配体结合亲和力(protein-ligand binding affinity, PLBA)有助于解析蛋白质功能、筛选与蛋白靶点结合的药物以及进行酶的改造等。近年来,人工智能(artificial intelligence,AI)... 蛋白质与配体的结合在生命过程中发挥重要作用,计算蛋白质-配体结合亲和力(protein-ligand binding affinity, PLBA)有助于解析蛋白质功能、筛选与蛋白靶点结合的药物以及进行酶的改造等。近年来,人工智能(artificial intelligence,AI)发展迅速,因其特征提取能力强、算法准确度高、计算速度快等优势,已广泛应用于PLBA预测。本文介绍了AI预测的建立过程、相关资源、应用场景以及面临的挑战和潜在解决办法,为相关研究提供借鉴。 展开更多
关键词 人工智能 蛋白-配体结合亲和力 药物研发 酶工程
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虚拟配体筛选:策略、前景及其限制
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作者 黄世杰 《国外医学(药学分册)》 2006年第6期445-447,共3页
与高通量筛选相比,虚拟配体筛选(VS)是用计算机程序选择化合物,预测它们与靶受体的结合情况。其关键前提是知晓蛋白-配体结合所需空间和能量的标准。本文讨论了VS的靶选择,分析和制备及如何编辑候选配体数据库。也考虑了VS运转的工具、... 与高通量筛选相比,虚拟配体筛选(VS)是用计算机程序选择化合物,预测它们与靶受体的结合情况。其关键前提是知晓蛋白-配体结合所需空间和能量的标准。本文讨论了VS的靶选择,分析和制备及如何编辑候选配体数据库。也考虑了VS运转的工具、策略、评分的精确度和结果的排序问题。 展开更多
关键词 虚拟筛选 靶受体 蛋白-配体结合
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An Approximated Voxel Approach for the Identification and Modelling of Ligand-Binding Sites
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作者 Ling Wei Lee Andrzej Bargiela 《Journal of Physical Science and Application》 2012年第10期399-408,共10页
Most protein-ligand interactions take place on surfaces and include but not limited to factors such as chemical composition, hydrophobicity, electronegavitiy and shape complementarity. Past studies showed that protein... Most protein-ligand interactions take place on surfaces and include but not limited to factors such as chemical composition, hydrophobicity, electronegavitiy and shape complementarity. Past studies showed that protein-protein interactions occur on comparatively fiat regions whereas protein-ligand bindings involve crevices. In the search for such sites various approaches have been designed and developed each of which is algorithmically unique. The use of grid units or voxels has been demonstrated in early studies with relatively good results obtained. We present here an approximated approach comprising of the use of voxels and computer vision methods in the search for ligand-binding areas. Each test protein is modelled and analysed in 2D with all corresponding residues graphically presented for successfully identified sites. The study was carried out on 2 sets of proteins: FK506-bound proteins and heme-bound proteins with promising results obtained for all test cases. 展开更多
关键词 Binding sites identification LIGAND-BINDING voxel space voxelisation grid units protein surface atoms.
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Expression,purification and identification of LBD domain of human PPARδ in E.coli
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作者 Liu Hua Li Changqing +1 位作者 Ling Baodong Zhou Qinxin 《Journal of Medical Colleges of PLA(China)》 CAS 2009年第2期76-83,共8页
Peroxisome proliferator-activated receptors (PPARs) are ligand-activated transcription factors known to play a pivotal role in regulations of metabolism. In order to yield soluble ligand binding domain of PPARδ (P... Peroxisome proliferator-activated receptors (PPARs) are ligand-activated transcription factors known to play a pivotal role in regulations of metabolism. In order to yield soluble ligand binding domain of PPARδ (PPARδLBD) for screening ligands, the cDNA was amplified using total RNA from HepG2 cells by RT-PCR. Then the enzyme-digested product was inserted . downstream of the malE gene in the vectorpMAL-p2x, which encoded maltose-binding protein (MBP), resulting in the expression of an MBP-PPARδLBD fusion protein. The recombinant plasmid was transformed into E. coli TBI that was cultured shakily at 30 ℃, 200 r/min and induced by 0.4 mmol/L IPTG for 6 h. The cells were harvested by centrifugation and broken by sonication. The expressed fusion protein was soluble and accounted for 0.31 of the total protein in the supernatant. Western blot analysis showed that the expressed MBP-PPARδLBD could bind to anti-MBP-antibody. The MBP-PPARδLBD fusion protein of 77 kDa and the PPARδLBD protein of 34 kDa were obtained by amylose-resin affinity chromatography without or with digestion of Factor Xa. They were both homogeneity, judged by SDS-PAGE. The recombinant MBP-PPARδLBD and PPARδLBD protein with high purity is obtained, which provides the necessary material for screening and researching PPARδ ligands. 展开更多
关键词 PPAδLBD Maltose-binding protein Soluble expression PURIFICATION Affinity chromatography
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