QSAR study of phenoxypyrimidine derivatives as potent inhibitors of p38 kinase using different chemometric tools

被引:15
作者
Edraki, Najmeh
Hemmateenejad, Bahram [1 ]
Miri, Ramin
Khoshneviszade, Mehdi
机构
[1] Shiraz Univ, Med Sci, Med & Nat Prod Chem Res Ctr, Shiraz, Iran
[2] Shiraz Univ, Dept Chem, Shiraz, Iran
关键词
chemometrics; p38; Kinase; phenoxypyrimidine; QSAR;
D O I
10.1111/j.1747-0285.2007.00597.x
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Selective inhibition of the CSBP/p38 mitogen-activated protein kinase pathway may be an attractive target for the development of therapeutic agents to treat chronic inflammatory disease. A series of Phenoxypyrimidine Derivatives as Potent Inhibitors of p38 Kinase was subjected to quantitative structure-activity relationship (QSAR) analysis to find the structural requirements for ligand binding. A collection of chemometrics methods including multiple linear regression (MLR), factor analysis-based multiple linear regression (FA-MLR), principal component regression and partial least squared combined with genetic algorithm for variable selection (GA-PLS) were employed to make connections between structural parameters and enzyme inhibition. The results revealed the significant roles of steric effect, hydrogen bonding and electronic properties on the p38 inhibitory activity of the studied molecules. The most significant QSAR model, obtained by GA-PLS, could explain and predict 98% and 87% of variances in the pIC(50) data, respectively.
引用
收藏
页码:530 / 539
页数:10
相关论文
共 38 条
[1]   Pyrimidinylimidazole inhibitors of p38: Cyclic N-1 imidazole substituents enhance p38 kinase inhibition and oral activity [J].
Adams, JL ;
Boehm, JC ;
Gallagher, TF ;
Kassis, S ;
Webb, EF ;
Hall, R ;
Sorenson, M ;
Garigipati, R ;
Griswold, DE ;
Lee, JC .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2001, 11 (21) :2867-2870
[2]   Pyrimidinylimidazole inhibitors of CSBP/P37 kinase demonstrating decreased inhibition of hepatic cytochrome P450 enzymes [J].
Adams, JL ;
Boehm, JC ;
Kassis, S ;
Gorycki, PD ;
Webb, EF ;
Hall, R ;
Sorenson, M ;
Lee, JC ;
Ayrton, A ;
Griswold, DE ;
Gallagher, TF .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 1998, 8 (22) :3111-3116
[3]   Design and training of a neural network for predicting the solvent accessibility of proteins [J].
Ahmad, S ;
Gromiha, MM .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2003, 24 (11) :1313-1320
[4]   QSAR of adenosine A3 receptor antagonist 1,2,4-triazolo[4,3-a]quinoxalin-1-one derivatives using chemometric tools [J].
Bhattacharya, P ;
Roy, K .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2005, 15 (16) :3737-3743
[5]   Phenoxypyrimidine inhibitors of p38α kinase:: Synthesis and statistical evaluation of the p38 inhibitory potencies of a series of 1-(piperidin-4-yl)-4-(4-fluorophenyl)-5-2-phenoxypyrimidin-4-yl) imidazoles [J].
Boehm, JC ;
Bower, MJ ;
Gallagher, TF ;
Kassis, S ;
Johnson, SR ;
Adams, JL .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2001, 11 (09) :1123-1126
[6]   A novel series of p38 MAP kinase inhibitors for the potential treatment of rheumatoid arthritis [J].
Brown, DS ;
Belfield, AJ ;
Brown, GR ;
Campbell, D ;
Foubister, A ;
Masters, DJ ;
Pike, KG ;
Snelson, WL ;
Wells, SL .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2004, 14 (21) :5383-5387
[7]   Genetic algorithm guided selection: Variable selection and subset selection [J].
Cho, SJ ;
Hermsmeier, MA .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2002, 42 (04) :927-936
[8]   Structure/response correlations and similarity/diversity analysis by GETAWAY descriptors. 2. Application of the novel 3D molecular descriptors to QSAR/QSPR studies [J].
Consonni, V ;
Todeschini, R ;
Pavan, M ;
Gramatica, P .
JOURNAL OF CHEMICAL INFORMATION AND COMPUTER SCIENCES, 2002, 42 (03) :693-705
[9]   A novel 3D-QSAR comparative molecular field analysis (CoMFA) model of imidazole and quinazolinone functionalized p38 MAP kinase inhibitors [J].
da Silva, GMS ;
Sant'Anna, CMR ;
Barreiro, EJ .
BIOORGANIC & MEDICINAL CHEMISTRY, 2004, 12 (12) :3159-3166
[10]  
Darlington R.B., 2017, REGRESSION ANAL LINE