Abstract:
:Interrelated Two-way Clustering (ITC) is an unsupervised clustering method developed to divide samples into two groups in gene expression data obtained through microarrays, selecting important genes simultaneously in the process. This has been found to be a better approach than conventional clustering methods like K-means or selforganizing map for the scenarios when number of samples is much smaller than number of variables (n«p). In this paper we used the ITC approach for classification of a diverse set of 508 chemicals regarding mutagenicity. A large number of topological indices (TIs), 3-dimensional, and quantum chemical descriptors, as well as atom pairs (APs) has been used as explanatory variables. In this paper, ITC has been used only for predictor selection, after which ridge regression is employed to build the final predictive model. The proper leave-one-out (LOO) method of cross-validation in this scenario is to take as holdout each of the 508 compounds before predictor thinning and compare the predicted values with the experimental data. ITC based results obtained here are comparable to those developed earlier.
journal_name
Curr Comput Aided Drug Desjournal_title
Current computer-aided drug designauthors
Majumdar S,Basak SC,Grunwald GDdoi
10.2174/15734099113096660045subject
Has Abstractpub_date
2013-12-01 00:00:00pages
463-71issue
4eissn
1573-4099issn
1875-6697pii
CAD-EPUB-56831journal_volume
9pub_type
杂志文章abstract:BACKGROUND:Virtual screening of candidate drug molecules using machine learning techniques plays a key role in pharmaceutical industry to design and discovery of new drugs. Computational classification methods can determine drug types according to the disease groups and distinguish approved drugs from withdrawn ones. ...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409915666190716143601
更新日期:2020-01-01 00:00:00
abstract:BACKGROUND:Euterpe oleracea Martius, popularly known as açaí, is a fruit rich in α-tocopherols, fibers, lipids, mineral ions and polyphenols. It is believed that the high content of polyphenols, specially flavonoids, provides several health-promoting effects to the açaí fruit, including anti-inflammatory, immunomodulat...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409916666200619122803
更新日期:2020-06-19 00:00:00
abstract:INTRODUCTION:Mycobacterium tuberculosis has instigated a serious challenge toward the effective treatment of tuberculosis. The reoccurrence of the resistant strains of the disease to accessible drugs/medications has mandate for the development of more effective anti-tubercular agents with efficient activities. Time exp...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409916666200625142447
更新日期:2020-06-25 00:00:00
abstract:BACKGROUND:Kinase domain of VEGFR-2 displays conformational flexibility which leads to existence of two kinds of inhibitors viz. type I and type II inhibitors. They exhibit different binding modes and this necessitates the development of separate pharmacophore models for them. METHODS:The virtual screening study for d...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1386207319666161214112536
更新日期:2017-01-01 00:00:00
abstract:INTRODUCTION:Morbidity and mortality due to tuberculosis are rising steadily. Despite having efficient drugs and treatment protocols, microbial drug resistance often leads to treatment failure. Efforts to bring novel drugs to combat this menace are hampered by several issues including problems in gaining industry suppo...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409914666180423093049
更新日期:2018-01-01 00:00:00
abstract::Diabetes accounts for high mortality rate worldwide affecting million of lives annually. Global prevalence of diabetes and its rising frequency makes it a key area of research in drug discovery programs. The research article describes the development of quantitative structure activity relationship model against PPARγ,...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409911666150610093611
更新日期:2015-01-01 00:00:00
abstract:BACKGROUND:Development of resistance by the malaria parasite Plasmodium falciparum has created challenges in the eradication of this deadly infectious disease. Hence newer strategies are adopted to combat this disease and simultaneously new lead/hit identification is going on worldwide to develop new chemotherapeutic a...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409916666191226103000
更新日期:2019-12-25 00:00:00
abstract::The first step in the process of drug development is to determine those lead compounds that demonstrate significant biological activity with regard to a target protein. Because this process is often costly and time consuming, there is a need to develop efficient methodologies for the generation of lead compounds for p...
journal_title:Current computer-aided drug design
pub_type: 杂志文章,评审
doi:10.2174/157340911793743556
更新日期:2011-03-01 00:00:00
abstract:BACKGROUND:Inhibition of penicillin binding protein 2A (PBP2A) represents a sound drug design strategy in combatting Methicillin resistant Staphylococcus aureus (MRSA). Considering the urgent need for effective antimicrobials in combatting MRSA infections, we have developed a statistically robust ensemble of molecular ...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409914666180516114314
更新日期:2018-01-01 00:00:00
abstract::The apparently paradoxical lack of correlation between the huge increase in the discovery of new potential drug targets made possible by the post-genomic sciences and new drugs development has stimulated many different interpretations. Here we illustrate the general principle of redundancy of biological pathways on ha...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/157340911796504297
更新日期:2011-09-01 00:00:00
abstract:BACKGROUND:The prevalence of multi-drug resistance S. aureus is one of the most challenging tasks for the treatment of nosocomial infections. Proteins and enzymes of peptidoglycan biosynthesis pathway are one among the well-studied targets, but many of the enzymes are unexplored as targets. MurE is one such enzyme feat...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409912666161010142943
更新日期:2017-01-01 00:00:00
abstract::The design of inhibitors specific for one relevant carbonic anhydrase isozyme is the major challenge in the new therapeutic agents development. Comparative computational chemical structure and biological activity relationship studies on a series of carbonic anhydrase II inhibitors, benzenesulfonamide derivatives, bear...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409911666150916092624
更新日期:2015-01-01 00:00:00
abstract::Taking into consideration the high importance of the drug target 5-α-reductase (5αR) in prostate cancer in this work we are going first to review previous works and discuss works related to the computer aided drug design of 5αR inhibitors. We report new results in the in silico screening of natural 5αR inhibitors. Tra...
journal_title:Current computer-aided drug design
pub_type: 杂志文章,评审
doi:10.2174/157340911798260368
更新日期:2011-12-01 00:00:00
abstract::3D pharmacophore modeling is an important computational methodology for ligand-enzyme binding interactions in drug discovery. More specifically, a consensus pharmacophore model derived from diverse ligands is a key determinant upon which the prediction power of computational models is based for designing novel ligands...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/157340912803519615
更新日期:2012-12-01 00:00:00
abstract:BACKGROUND:Secreted Frizzled-Related Protein 4 (SFRP4) is a glycoprotein that acts as a competitor of both canonical and non-canonical Wnt pathways. SFRP4 is mostly expressed in ovary and plays a significant role as a target molecule to cure ovarian carcinoma. OBJECTIVE:Multiple chemical agonists are being used to cur...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409914666180112100122
更新日期:2018-01-01 00:00:00
abstract::Acquired immunodeficiency syndrome (AIDS) is one of the most devastating diseases of current century which is caused by the human immunodeficiency virus (HIV). Although great efforts have been done to fight the virus, the need of new therapeutics candidates of any kind still remains. This process needs huge time and e...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/157340991004150518150646
更新日期:2014-01-01 00:00:00
abstract:AIM:The aim of the study was to find out the role of auranofin as a promising broad spectrum antibacterial agent. METHODS:In-vitro assays (Percentage growth retardation, Bacterial growth kinetics, Biofilm formation assay) and In-silico study (Molegro virtual docker (MVD) version 6.0 and Molecular operating environment...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1386207323666200717155640
更新日期:2020-07-17 00:00:00
abstract::The role of molecular topology (MT) in the design and selection of new drugs is discussed. After an overview of the different in silico molecular design current technologies, the QSAR analysis is dealt in detail with particular emphasis in the use of topological indices as molecular descriptors. The results of the app...
journal_title:Current computer-aided drug design
pub_type: 杂志文章,评审
doi:10.2174/1573409911006040252
更新日期:2010-12-01 00:00:00
abstract:INTRODUCTION:Acetyl-CoA Carboxylases (ACC) have been an important target for the therapy of metabolic syndrome, such as obesity, hepatic steatosis, insulin resistance, dyslipidemia, non-alcoholic fatty liver disease (NAFLD), non-alcoholic steatohepatitis (NASH), type 2 diabetes (T2DM), and some other diseases. METHODS...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409914666181109110030
更新日期:2019-01-01 00:00:00
abstract:BACKGROUND:The accuracy of molecular conformation for Quantitative Structure Activity Relationship (QSAR) studies is an important criteria, and the most favourable bioactive conformer selection is a tough task. Correct ligand alignment as input for 3D-QSAR is an important step that is prone to human biases. Multiple-di...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409913666170119115841
更新日期:2017-01-01 00:00:00
abstract::The most common mechanism of the so-called multidrug resistance (MDR), is mainly associated with an over expression of P-glycoprotein (Pgp). It is an ATP-dependent transport protein that limits the intracellular accumulation of a variety of structurally unrelated compounds within various organs and normal tissues such...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/157340991003150302231140
更新日期:2014-01-01 00:00:00
abstract:BACKGROUND:Mixed ligand-metal complexes are efficient chelating agents because of flexible donor ability. Mixed ligand complexes containing hetero atoms sulphur, nitrogen and oxygen have been probed for their biological significance. OBJECTIVE:Nine mixed ligand-metal complexes of 2-(butan-2-ylidene) hydrazinecarbothio...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409915666190926122103
更新日期:2019-09-26 00:00:00
abstract:AIM AND OBJECTIVE:Isoflavone phytoestrogens, which commonly present in natural plants, are closely related to human health. The combination of them with estrogen receptors in the body can play a more important role in the prevention and treatment of cardiovascular diseases, cancer, and menopausal diseases. This researc...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409916666200712140245
更新日期:2020-07-12 00:00:00
abstract::Chemical and molecular graphs have fundamental applications in chemoinformatics, quantitative structureproperty relationships (QSPR), quantitative structure-activity relationships (QSAR), virtual screening of chemical libraries, and computational drug design. Chemoinformatics applications of graphs include chemical st...
journal_title:Current computer-aided drug design
pub_type: 杂志文章,评审
doi:10.2174/1573409911309020002
更新日期:2013-06-01 00:00:00
abstract::A new mathematical approach is proposed in the definition of molecular descriptors (MDs) based on the application of information theory concepts. This approach stems from a new matrix representation of a molecular graph (G) which is derived from the generalization of an incidence matrix whose row entries correspond to...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409911309020003
更新日期:2013-06-01 00:00:00
abstract:BACKGROUND:Trypanosoma brucei (T. brucei) is the cause of the deadly human African trypanosomiasis (HAT) with a case fatality ratio of 10%. OBJECTIVE:Targeting the essential Trypanosomal glucose metabolism pathway through the inhibition of phosphoglycerate kinase (PGK) and glyceraldehyde-3-phosphate dehydrogenase (GAP...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409916666200722140704
更新日期:2020-07-22 00:00:00
abstract::Pakistan possesses a rich and vast source of natural products (NPs). Some of these secondary metabolites have been identified as potent therapeutic agents. However, the medicinal usage of most of these compounds has not yet been fully explored. The discoveries for new scaffolds of NPs as inhibitors of certain enzymes ...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/157340991102150904101740
更新日期:2015-01-01 00:00:00
abstract:BACKGROUND:Human African trypanosomiasis is a fatal disease prevalent in approximately 36 sub-Saharan countries. Emerging reports of drug resistance in Trypanosoma brucei are a serious cause of concern as only limited drugs are available for the treatment of the disease. Pteridine reductase is an enzyme of Trypanosoma ...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409915666190827163327
更新日期:2020-01-01 00:00:00
abstract::The present work employs 152 benzene-carboxylic acid' esters having computed the toxicity within the range [2.251, 10.222] for fathead minnow fish (Pimephales promelas). Calibration set includes many pairs having very similar chemical structure, size, shape and hydrophilicity, but very different value of ECOSAR toxici...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409910666140410094056
更新日期:2014-01-01 00:00:00
abstract::The paper is an attempt for QSAR modeling based on topological, electrostatic, quantum chemical, constitutional, geometrical and physicochemical indices computed from the structures of 59 set of synthesized chalcone derivatives tested for the cell cycle inhibition of mitotic G2/M phase using multiple linear regression...
journal_title:Current computer-aided drug design
pub_type: 杂志文章
doi:10.2174/1573409911666150702101559
更新日期:2015-01-01 00:00:00