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  • 标题:A 3D-QSAR Analysis of CDK2 Inhibitors Using FMO Calculations and PLS Regression
  • 本地全文:下载
  • 作者:Tomoki Yoshida ; Shuichi Hirono
  • 期刊名称:Chemical and Pharmaceutical Bulletin
  • 印刷版ISSN:0009-2363
  • 电子版ISSN:1347-5223
  • 出版年度:2019
  • 卷号:67
  • 期号:6
  • 页码:546-555
  • DOI:10.1248/cpb.c18-00990
  • 出版社:The Pharmaceutical Society of Japan
  • 摘要:We report a three-dimensional quantitative structure–activity relationship (3D-QSAR) analysis of CDK2 inhibitors using fragment molecular orbital (FMO) calculations and partial least squares (PLS) regression. In our analysis, fragment binding energies of individual amino acids and fragment binding energy of a single ligand in a protein–ligand complex are evaluated by FMO calculations and used as descriptors in PLS regression to estimate biological activities of the ligands. The analysis was applied to the system of CDK2 protein and its inhibitors and the effectiveness of the method was tested. Application of the 3D-QSAR model demonstrated that it offered good predictive ability and was able to predict not only biological activity of ligands but also identify important amino acid residues which could be targeted in order to improve ligand activity.
  • 关键词:fragment molecular orbital;partial least squares;protein;ligand interaction
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