QSAR analysis of substituted bis[(acridine-4-carboxamide)propyl]methylamines using optimized block-wise variable combination by particle swarm optimization for partial least squares modeling.

In the current work, we employed optimized block-wise variable combination (OBVC) by particle swarm optimization (PSO) based on partial least squares (PLS) modeling for variable combination and compared it to the traditional methods. It has been demonstrated that the modified PSO is a useful tool for searching optimized variable combination. Quantitative structure-activity relationship (QSAR) model has been formulated for a set of DNA binding topoisomerase (topo) (substituted bis[(acridine-4-carboxamide)propyl]methylamines) on murine Lewis lung carcinoma (LL(c)) cells. The spatial descriptors especially Jurs descriptors play important roles in predicting the compound's inhibitory activity to murine LL(c) cells, and polar interactions are the principal binding strength between compounds and murine LL(c) cells. In addition, rotatable bonds in molecules and molar refractivity of the compounds will markedly affect the compounds' inhibitory activity.

[1]  C. Hansch,et al.  Comparative QSAR studies on substituted bis-(acridines) and bis-(phenazines)-carboxamides: a new class of anticancer agents. , 2000, Bioorganic & medicinal chemistry.

[2]  Lemont B. Kier,et al.  The electrotopological state: structure information at the atomic level for molecular graphs , 1991, J. Chem. Inf. Comput. Sci..

[3]  James P. Flynn,et al.  Safe handling of chemical carcinogens, mutagens, teratogens, and highly toxic substances : by Douglas B. Walters (Ed.)., Ann Arbor Science Publishers, Inc., Ann Arbor, Michigan, 1980, 662 pp. in two volumes, £ 19.60 each volume , 1982 .

[4]  Dennis K. J. Lin,et al.  FORWARD SELECTION ERROR CONTROL IN THE ANALYSIS OF SUPERSATURATED DESIGNS , 1998 .

[5]  Lemont B. Kier,et al.  An Electrotopological-State Index for Atoms in Molecules , 1990, Pharmaceutical Research.

[6]  Lemont B. Kier,et al.  Electrotopological State Indices for Atom Types: A Novel Combination of Electronic, Topological, and Valence State Information , 1995, J. Chem. Inf. Comput. Sci..

[7]  P. Lawson,et al.  Cell line selectivity and DNA breakage properties of the antitumour agent N-[2-(dimethylamino)ethyl]acridine-4-carboxamide: role of DNA topoisomerase II. , 1988, European journal of cancer & clinical oncology.

[8]  L. Tenteromano,et al.  Phase II trial of echinomycin in patients with advanced or recurrent colorectal cancer , 2004, Cancer Chemotherapy and Pharmacology.

[9]  Brian T. Luke,et al.  Evolutionary Programming Applied to the Development of Quantitative Structure-Activity Relationships and Quantitative Structure-Property Relationships , 1994, J. Chem. Inf. Comput. Sci..

[10]  W. Denny,et al.  Potential antitumor agents. 50. In vivo solid-tumor activity of derivatives of N-[2-(dimethylamino)ethyl]acridine-4-carboxamide. , 1987, Journal of medicinal chemistry.

[11]  David Hartsough,et al.  Toward an Optimal Procedure for Variable Selection and QSAR Model Building , 2001, J. Chem. Inf. Comput. Sci..

[12]  Paul Geladi,et al.  Interactive variable selection (IVS) for PLS. Part II: Chemical applications , 1995 .

[13]  Claudio Agostinelli,et al.  Robust stepwise regression , 2002 .

[14]  Jian-hui Jiang,et al.  Quantitative structure-activity relationships (QSAR): studies of inhibitors of tyrosine kinase. , 2003, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[15]  J. Gasteiger,et al.  ITERATIVE PARTIAL EQUALIZATION OF ORBITAL ELECTRONEGATIVITY – A RAPID ACCESS TO ATOMIC CHARGES , 1980 .

[16]  Maurice Clerc,et al.  The particle swarm - explosion, stability, and convergence in a multidimensional complex space , 2002, IEEE Trans. Evol. Comput..

[17]  W. Wilson,et al.  Characteristics of the interaction of anthrapyrazole anticancer agents with deoxyribonucleic acids: structural requirements for DNA binding, intercalation, and photosensitization. , 1988, Molecular pharmacology.

[18]  K. Snow,et al.  Multiple patterns of resistance of human leukemia cell sublines to amsacrine analogues. , 1990, Journal of the National Cancer Institute.

[19]  L. P. Wakelin,et al.  Polyfunctional DNA intercalating agents , 1986, Medicinal research reviews.

[20]  Guo-Li Shen,et al.  QSAR analysis of cyclooxygenase inhibitor using particle swarm optimization and multiple linear regression. , 2004, Journal of pharmaceutical and biomedical analysis.

[21]  Paul Geladi,et al.  Interactive variable selection (IVS) for PLS. Part 1: Theory and algorithms , 1994 .

[22]  M. Dewar,et al.  Ground States of Molecules. 38. The MNDO Method. Approximations and Parameters , 1977 .

[23]  D. Scudiero,et al.  Bisimidazoacridones and related compounds: new antineoplastic agents with high selectivity against colon tumors. , 1995, Journal of medicinal chemistry.

[24]  Hugo Kubinyi,et al.  Evolutionary variable selection in regression and PLS analyses , 1996 .

[25]  Ru-Qin Yu,et al.  Hybridized particle swarm algorithm for adaptive structure training of multilayer feed‐forward neural network: QSAR studies of bioactivity of organic compounds , 2004, J. Comput. Chem..

[26]  H. Muss,et al.  Echinomycin (NSC 526417) in recurrent and metastatic squamous cell carcinoma of the cervix , 1992, Investigational New Drugs.

[27]  W. Denny,et al.  Potential antitumor agents. 44. Synthesis and antitumor activity of new classes of diacridines: importance of linker chain rigidity for DNA binding kinetics and biological activity. , 1985, Journal of medicinal chemistry.

[28]  B. Roques,et al.  Effects of new antitumor bifunctional intercalators derived from 7H-pyridocarbazole on sensitive and resistant L 1210 cells. , 1984, Cancer research.

[29]  C. Paoletti,et al.  A new antitumoral agent: 9-hydroxyellipticine. Possibility of a rational design of anticancerous drugs in the series of DNA intercalating drugs. , 1974, Proceedings of the National Academy of Sciences of the United States of America.

[30]  S. Robinson,et al.  Bis-naphthalimides 3: synthesis and antitumor activity of N,N'-bis[2-(1,8-naphthalimido)-ethyl] alkanediamines. , 1996, Anti-cancer drug design.

[31]  Yue Shi,et al.  A modified particle swarm optimizer , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[32]  A. Leo CALCULATING LOG POCT FROM STRUCTURES , 1993 .

[33]  Anton J. Hopfinger,et al.  Application of Genetic Function Approximation to Quantitative Structure-Activity Relationships and Quantitative Structure-Property Relationships , 1994, J. Chem. Inf. Comput. Sci..

[34]  Guo-Li Shen,et al.  Modified particle swarm optimization algorithm for variable selection in MLR and PLS modeling: QSAR studies of antagonism of angiotensin II antagonists. , 2004, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

[35]  R. Eberhart,et al.  Fuzzy adaptive particle swarm optimization , 2001, Proceedings of the 2001 Congress on Evolutionary Computation (IEEE Cat. No.01TH8546).

[36]  J. A. Spicer,et al.  Structure-activity relationships for substituted bis(acridine-4-carboxamides): a new class of anticancer agents. , 1999, Journal of medicinal chemistry.

[37]  Arup K. Ghose,et al.  Atomic physicochemical parameters for three dimensional structure directed quantitative structure-activity relationships. 4. Additional parameters for hydrophobic and dispersive interactions and their application for an automated superposition of certain naturally occurring nucleoside antibiotics , 1989, J. Chem. Inf. Comput. Sci..

[38]  M Pastor,et al.  Smart region definition: a new way to improve the predictive ability and interpretability of three-dimensional quantitative structure-activity relationships. , 1997, Journal of medicinal chemistry.

[39]  Svante Wold,et al.  Hierarchical multiblock PLS and PC models for easier model interpretation and as an alternative to variable selection , 1996 .

[40]  W. Denny DNA-intercalating ligands as anti-cancer drugs: prospects for future design. , 1989, Anti-cancer drug design.

[41]  G. Cruciani,et al.  Comparative molecular field analysis using GRID force-field and GOLPE variable selection methods in a study of inhibitors of glycogen phosphorylase b. , 1994, Journal of medicinal chemistry.

[42]  M. Pastor,et al.  A strategy for the incorporation of water molecules present in a ligand binding site into a three-dimensional quantitative structure--activity relationship analysis. , 1997, Journal of medicinal chemistry.

[43]  Peter C. Jurs,et al.  Automated Descriptor Selection for Quantitative Structure-Activity Relationships Using Generalized Simulated Annealing , 1995, J. Chem. Inf. Comput. Sci..

[44]  E W Steyerberg,et al.  Stepwise selection in small data sets: a simulation study of bias in logistic regression analysis. , 1999, Journal of clinical epidemiology.

[45]  K. Paull,et al.  In vitro assessment ofN-[2-(dimethylamino)ethyl]acridine-4-carboxamide, a DNA-intercalating antitumour drug with reduced sensitivity to multidrug resistance , 2004, Cancer Chemotherapy and Pharmacology.

[46]  Lemont B. Kier,et al.  The Electrotopological State: An Atom Index for QSAR , 1991 .

[47]  J. Riou,et al.  From amsacrine to DACA (N-[2-(dimethylamino)ethyl]acridine-4-carboxamide): selectivity for topoisomerases I and II among acridine derivatives. , 1996, European journal of cancer.

[48]  O. H. Chan,et al.  Tyrosine kinase inhibitors. 17. Irreversible inhibitors of the epidermal growth factor receptor: 4-(phenylamino)quinazoline- and 4-(phenylamino)pyrido[3,2-d]pyrimidine-6-acrylamides bearing additional solubilizing functions. , 2000, Journal of medicinal chemistry.

[49]  P. Jurs,et al.  Development and use of charged partial surface area structural descriptors in computer-assisted quantitative structure-property relationship studies , 1990 .

[50]  Henry S. Rzepa,et al.  Ground states of molecules: Part XLII. Vibrational frequencies of isotopically-substituted molecules calculated using MINDO/3 force constants , 1977 .

[51]  W. Denny,et al.  Potential antitumor agents. 35. Quantitative relationships between antitumor (L1210) potency and DNA binding for 4'-(9-acridinylamino)methanesulfon-m-anisidide analogues. , 1981, Journal of medicinal chemistry.

[52]  B. Baguley,et al.  Experimental solid tumour activity ofN-[2-(dimethylamino)ethyl]-acridine-4-carboxamide , 1995, Cancer Chemotherapy and Pharmacology.

[53]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[54]  Jian-Hui Jiang,et al.  Optimized Block-wise Variable Combination by Particle Swarm Optimization for Partial Least Squares Modeling in Quantitative Structure-Activity Relationship Studies , 2005, J. Chem. Inf. Model..

[55]  Lemont B. Kier,et al.  An index of electrotopological state for atoms in molecules , 1991 .