Drug Design for ALK-Positive NSCLC: an Integrated Pharmacophore-Based 3D QSAR and Virtual Screening Strategy

被引:10
作者
James, Nivya [1 ]
Shanthi, V. [1 ]
Ramanathan, K. [1 ]
机构
[1] VIT Univ, Sch Biosci & Technol, Dept Biotechnol, Vellore 632014, Tamil Nadu, India
关键词
ALK; Pharmacophore model; 3D QSAR; DrugBank database; Glide; ANAPLASTIC LYMPHOMA KINASE; CELL LUNG-CANCER; ATOM-BASED; 3D-QSAR; MOLECULAR DOCKING; IN-SILICO; 2-AMINOPYRIMIDINE DERIVATIVES; CRIZOTINIB RESISTANCE; BIOLOGICAL EVALUATION; INHIBITORY-ACTIVITIES; ACCURATE DOCKING;
D O I
10.1007/s12010-017-2650-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
The increasing death rates related to anaplastic lymphoma kinase (ALK)-positive lung cancer culminated in a significant interest in the discovery of novel inhibitors for ALK. In the present research work, pharmacophore-based 3D QSAR modeling and virtual screening strategy have been carried out to address these issues. Initially, a five-point pharmacophore model was developed using the biological data of 50 compounds which includes an FDA-approved ALK inhibitor, crizotinib. Using the generated pharmacophore, a 3D QSAR model was developed and used as a query to screen the DrugBank database. The model was found to be significant (R (2) = 0.9696) with an excellent predictive accuracy (Q (2) = 0.7652) as confirmed through validation of the both training and test molecule activities. Further, Glide docking score and absorption, distribution, metabolism and excretion properties were used to filter the screened candidates. Overall, our analysis results in three hits namely TR1, FAL, ZYW with higher docking scores, and good pharmaceutically relevant properties with increased CNS involvement. It is worth mentioning that FAL and ZYW were found to possess scaffolds with specific activity against ALK protein. We presume that the results obtained from this computational study are of immense importance in the rational designing of novel and more potent ALK inhibitors.
引用
收藏
页码:289 / 315
页数:27
相关论文
共 76 条
[1]  
Akamatsu Miki, 2002, Current Topics in Medicinal Chemistry, V2, P1381, DOI 10.2174/1568026023392887
[2]   Receptor-guided 3D-QSAR approach for the discovery of c-kit tyrosine kinase inhibitors [J].
Almerico, Anna Maria ;
Tutone, Marco ;
Lauria, Antonino .
JOURNAL OF MOLECULAR MODELING, 2012, 18 (07) :2885-2895
[3]  
[Anonymous], INT J DRUG DESIGN DI
[4]   Anaplastic lymphoma kinase in human cancer [J].
Barreca, Antonella ;
Lasorsa, Elena ;
Riera, Ludovica ;
Machiorlatti, Rodolfo ;
Piva, Roberto ;
Ponzoni, Maurilio ;
Kwee, Ivo ;
Bertoni, Francesco ;
Piccaluga, Pier Paolo ;
Pileri, Stefano A. ;
Inghirami, Giorgio .
JOURNAL OF MOLECULAR ENDOCRINOLOGY, 2011, 47 (01) :R11-R23
[5]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[6]   2,4-Dihydropyrano[2,3-c]pyrazole: Discovery of new lead as through pharmacophore modelling, atom-based 3D-QSAR, virtual screening and docking strategies for improved anti-HIV-1 chemotherapy [J].
Bhadoriya, Kamlendra Singh ;
Sharma, Mukesh C. ;
Jain, Shailesh V. .
JOURNAL OF TAIBAH UNIVERSITY FOR SCIENCE, 2015, 9 (04) :521-530
[7]   In silico exploration of c-KIT inhibitors by pharmaco-informatics methodology: pharmacophore modeling, 3D QSAR, docking studies, and virtual screening [J].
Chaudhari, Prashant ;
Bari, Sanjay .
MOLECULAR DIVERSITY, 2016, 20 (01) :41-53
[8]   The anaplastic lymphoma kinase in the pathogenesis of cancer [J].
Chiarle, Roberto ;
Voena, Claudia ;
Ambrogio, Chiara ;
Piva, Roberto ;
Inghirami, Giorgio .
NATURE REVIEWS CANCER, 2008, 8 (01) :11-23
[9]   Scaffold hopping for identification of novel D2 antagonist based on 3D pharmacophore modelling of illoperidone analogs [J].
Dash, Radha Charan ;
Bhosale, Sharad H. ;
Shelke, Suhas M. ;
Suryawanshi, Mugdha R. ;
Kanhed, Ashish M. ;
Mahadik, Kakasaheb R. .
MOLECULAR DIVERSITY, 2012, 16 (02) :367-375
[10]   Novel non-peptide small molecules preventing IKKβ/NEMO association inhibit NF-κB activation in LPS-stimulated J774 macrophages [J].
De Falco, Francesca ;
Di Giovanni, Carmen ;
Cerchia, Carmen ;
De Stefano, Daniela ;
Capuozzo, Antonella ;
Irace, Carlo ;
Iuvone, Teresa ;
Santamaria, Rita ;
Carnuccio, Rosa ;
Lavecchia, Antonio .
BIOCHEMICAL PHARMACOLOGY, 2016, 104 :83-94