Centre for Molecular Informatics,
Department of Chemistry,
Centre for Molecular Informatics, Department of Chemistry
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Molecular similarity searching using atom environments, information-based feature selection, and a naïve Bayesian classifier.
Journal of chemical information and computer sciences Jan-Feb, 2004 | Pubmed ID: 14741025
Similarity searching of chemical databases using atom environment descriptors (MOLPRINT 2D): evaluation of performance.
Journal of chemical information and computer sciences Sep-Oct, 2004 | Pubmed ID: 15446830
Molecular similarity: a key technique in molecular informatics.
Organic & biomolecular chemistry Nov, 2004 | Pubmed ID: 15534697
Molecular surface point environments for virtual screening and the elucidation of binding patterns (MOLPRINT 3D).
Journal of medicinal chemistry Dec, 2004 | Pubmed ID: 15588092
Assessment of structural diversity in combinatorial synthesis.
Current opinion in chemical biology Jun, 2005 | Pubmed ID: 15939333
Screening for dihydrofolate reductase inhibitors using MOLPRINT 2D, a fast fragment-based method employing the naïve Bayesian classifier: limitations of the descriptor and the importance of balanced chemistry in training and test sets.
Journal of biomolecular screening Oct, 2005 | Pubmed ID: 16170051
A discussion of measures of enrichment in virtual screening: comparing the information content of descriptors with increasing levels of sophistication.
Journal of chemical information and modeling Sep-Oct, 2005 | Pubmed ID: 16180913
Circular fingerprints: flexible molecular descriptors with applications from physical chemistry to ADME.
IDrugs : the investigational drugs journal Mar, 2006 | Pubmed ID: 16523386
Diversity oriented synthesis: a challenge for synthetic chemists.
Ernst Schering Research Foundation workshop , 2006 | Pubmed ID: 16708998
Skeletal diversity construction via a branching synthetic strategy.
Chemical communications (Cambridge, England) Aug, 2006 | Pubmed ID: 16883415
Chemoinformatics-based classification of prohibited substances employed for doping in sport.
Journal of chemical information and modeling Nov-Dec, 2006 | Pubmed ID: 17125180
Melting point prediction employing k-nearest neighbor algorithms and genetic parameter optimization.
Journal of chemical information and modeling Nov-Dec, 2006 | Pubmed ID: 17125183
Support vector inductive logic programming outperforms the naive Bayes classifier and inductive logic programming for the classification of bioactive chemical compounds.
Journal of computer-aided molecular design May, 2007 | Pubmed ID: 17387437
Anti-MRSA agent discovery using diversity-oriented synthesis.
Angewandte Chemie (International ed. in English) , 2008 | Pubmed ID: 18307176
Diversity-oriented synthesis; a spectrum of approaches and results.
Organic & biomolecular chemistry Apr, 2008 | Pubmed ID: 18362950
Ligand-target prediction using Winnow and naive Bayesian algorithms and the implications of overall performance statistics.
Journal of chemical information and modeling Dec, 2008 | Pubmed ID: 19055411
The discovery of antibacterial agents using diversity-oriented synthesis.
Chemical communications (Cambridge, England) May, 2009 | Pubmed ID: 19532856
Dynamic clustering threshold reduces conformer ensemble size while maintaining a biologically relevant ensemble.
Journal of computer-aided molecular design Aug, 2010 | Pubmed ID: 20499135
A novel chemogenomics analysis of G protein-coupled receptors (GPCRs) and their ligands: a potential strategy for receptor de-orphanization.
BMC bioinformatics Jun, 2010 | Pubmed ID: 20537162
Increased diversity of libraries from libraries: chemoinformatic analysis of bis-diazacyclic libraries.
Chemical biology & drug design May, 2011 | Pubmed ID: 21294850
Diversity-oriented synthesis of macrocyclic peptidomimetics.
Proceedings of the National Academy of Sciences of the United States of America Apr, 2011 | Pubmed ID: 21383137
From in silico target prediction to multi-target drug design: current databases, methods and applications.
Journal of proteomics Nov, 2011 | Pubmed ID: 21621023
Online chemical modeling environment (OCHEM): web platform for data storage, model development and publishing of chemical information.
Journal of computer-aided molecular design Jun, 2011 | Pubmed ID: 21660515
Which compound to select in lead optimization? Prospectively validated proteochemometric models guide preclinical development.
PloS one , 2011 | Pubmed ID: 22132107
Understanding and classifying metabolite space and metabolite-likeness.
PloS one , 2011 | Pubmed ID: 22194963
Computational prediction of metabolism: sites, products, SAR, P450 enzyme dynamics, and mechanisms.
Journal of chemical information and modeling Mar, 2012 | Pubmed ID: 22339582
How similar are those molecules after all? Use two descriptors and you will have three different answers.
Expert opinion on drug discovery Dec, 2010 | Pubmed ID: 22822717
A two-directional strategy for the diversity-oriented synthesis of macrocyclic scaffolds.
Organic & biomolecular chemistry Oct, 2012 | Pubmed ID: 22890306
Chemogenomics approaches to rationalizing the mode-of-action of traditional Chinese and Ayurvedic medicines.
Journal of chemical information and modeling Mar, 2013 | Pubmed ID: 23351136
Significantly improved HIV inhibitor efficacy prediction employing proteochemometric models generated from antivirogram data.
PLoS computational biology , 2013 | Pubmed ID: 23436985
Diversity selection of compounds based on 'protein affinity fingerprints' improves sampling of bioactive chemical space.
Chemical biology & drug design Sep, 2013 | Pubmed ID: 23647865
In silico target predictions: defining a benchmarking data set and comparison of performance of the multiclass Naïve Bayes and Parzen-Rosenblatt window.
Journal of chemical information and modeling Aug, 2013 | Pubmed ID: 23829430
Computer-aided (in silico) approaches in the mode-of-action analysis and safety assessment of ostarine and 4-methylamphetamine.
Human psychopharmacology Jul, 2013 | Pubmed ID: 23881885
Linking Ayurveda and Western medicine by integrative analysis.
Journal of Ayurveda and integrative medicine Apr, 2013 | Pubmed ID: 23930045
Benchmarking of protein descriptor sets in proteochemometric modeling (part 1): comparative study of 13 amino acid descriptor sets.
Journal of cheminformatics Sep, 2013 | Pubmed ID: 24059694
Benchmarking of protein descriptor sets in proteochemometric modeling (part 2): modeling performance of 13 amino acid descriptor sets.
Journal of cheminformatics Sep, 2013 | Pubmed ID: 24059743
Design, synthesis, and biological evaluation of an allosteric inhibitor of HSET that targets cancer cells with supernumerary centrosomes.
Chemistry & biology Nov, 2013 | Pubmed ID: 24210220
How diverse are diversity assessment methods? A comparative analysis and benchmarking of molecular descriptor space.
Journal of chemical information and modeling Jan, 2014 | Pubmed ID: 24289493
Are phylogenetic trees suitable for chemogenomics analyses of bioactivity data sets: the importance of shared active compounds and choosing a suitable data embedding method, as exemplified on Kinases.
Journal of cheminformatics Dec, 2013 | Pubmed ID: 24330772
A-ring dihalogenation increases the cellular activity of combretastatin-templated tetrazoles.
ACS medicinal chemistry letters Mar, 2012 | Pubmed ID: 24900453
Proteochemometric modeling in a Bayesian framework.
Journal of cheminformatics , 2014 | Pubmed ID: 25045403
Novel benzoxazine-based aglycones block glucose uptake in vivo by inhibiting glycosidases.
PloS one , 2014 | Pubmed ID: 25047583
Novel synthetic biscoumarins target tumor necrosis factor-α in hepatocellular carcinoma in vitro and in vivo.
The Journal of biological chemistry Nov, 2014 | Pubmed ID: 25231984
Connecting gene expression data from connectivity map and in silico target predictions for small molecule mechanism-of-action analysis.
Molecular bioSystems Jan, 2015 | Pubmed ID: 25254964
Modelling ligand selectivity of serine proteases using integrative proteochemometric approaches improves model performance and allows the multi-target dependent interpretation of features.
Integrative biology : quantitative biosciences from nano to macro Nov, 2014 | Pubmed ID: 25255469
Synthesis and characterization of novel 2-amino-chromene-nitriles that target Bcl-2 in acute myeloid leukemia cell lines.
PloS one , 2014 | Pubmed ID: 25268519
Development of a novel azaspirane that targets the Janus kinase-signal transducer and activator of transcription (STAT) pathway in hepatocellular carcinoma in vitro and in vivo.
The Journal of biological chemistry Dec, 2014 | Pubmed ID: 25320076
Towards predictive resistance models for agrochemicals by combining chemical and protein similarity via proteochemometric modelling.
Journal of chemical biology Oct, 2014 | Pubmed ID: 25320644
Extending in silico mechanism-of-action analysis by annotating targets with pathways: application to cellular cytotoxicity readouts.
Future medicinal chemistry , 2014 | Pubmed ID: 25531967
Using transcriptomics to guide lead optimization in drug discovery projects: Lessons learned from the QSTAR project.
Drug discovery today May, 2015 | Pubmed ID: 25582842
Novel synthetic coumarins that targets NF-κB in Hepatocellular carcinoma.
Bioorganic & medicinal chemistry letters Feb, 2015 | Pubmed ID: 25592709
Analyzing multitarget activity landscapes using protein-ligand interaction fingerprints: interaction cliffs.
Journal of chemical information and modeling Feb, 2015 | Pubmed ID: 25615841
Prediction of the potency of mammalian cyclooxygenase inhibitors with ensemble proteochemometric modeling.
Journal of cheminformatics , 2015 | Pubmed ID: 25705261
Comparing global and local likelihood score thresholds in multiclass laplacian-modified Naive Bayes protein target prediction.
Combinatorial chemistry & high throughput screening , 2015 | Pubmed ID: 25747441
Microwave-assisted synthesis, characterization and cytotoxic studies of novel estrogen receptor α ligands towards human breast cancer cells.
Bioorganic & medicinal chemistry letters Apr, 2015 | Pubmed ID: 25797502
Proteochemometric modelling coupled to in silico target prediction: an integrated approach for the simultaneous prediction of polypharmacology and binding affinity/potency of small molecules.
Journal of cheminformatics , 2015 | Pubmed ID: 25926892
Comparing the Influence of Simulated Experimental Errors on 12 Machine Learning Algorithms in Bioactivity Modeling Using 12 Diverse Data Sets.
Journal of chemical information and modeling Jul, 2015 | Pubmed ID: 26038978
Synthesis and characterization of novel oxazines and demonstration that they specifically target cyclooxygenase 2.
Bioorganic & medicinal chemistry letters Aug, 2015 | Pubmed ID: 26048794
A multi-label approach to target prediction taking ligand promiscuity into account.
Journal of cheminformatics , 2015 | Pubmed ID: 26064191
Metrabase: a cheminformatics and bioinformatics database for small molecule transporter data analysis and (Q)SAR modeling.
Journal of cheminformatics , 2015 | Pubmed ID: 26106450
A One Pot Synthesis of Novel Bioactive Tri-Substitute-Condensed-Imidazopyridines that Targets Snake Venom Phospholipase A2.
PloS one , 2015 | Pubmed ID: 26196520
Design, synthesis and evaluation of semi-synthetic triazole-containing caffeic acid analogues as 5-lipoxygenase inhibitors.
European journal of medicinal chemistry Aug, 2015 | Pubmed ID: 26197161
Synergy Maps: exploring compound combinations using network-based visualization.
Journal of cheminformatics , 2015 | Pubmed ID: 26236402
Synthesis of 1,2-benzisoxazole tethered 1,2,3-triazoles that exhibit anticancer activity in acute myeloid leukemia cell lines by inhibiting histone deacetylases, and inducing p21 and tubulin acetylation.
Bioorganic & medicinal chemistry Sep, 2015 | Pubmed ID: 26299825
Chemically Aware Model Builder (camb): an R package for property and bioactivity modelling of small molecules.
Journal of cheminformatics , 2015 | Pubmed ID: 26322135
Synthesis, characterization and in vitro evaluation of novel enantiomerically-pure sulphonamide antimalarials.
Organic & biomolecular chemistry Nov, 2015 | Pubmed ID: 26347024
Improved large-scale prediction of growth inhibition patterns using the NCI60 cancer cell line panel.
Bioinformatics (Oxford, England) Jan, 2016 | Pubmed ID: 26351271
Modelling of compound combination effects and applications to efficacy and toxicity: state-of-the-art, challenges and perspectives.
Drug discovery today Feb, 2016 | Pubmed ID: 26360051
Development of Novel Triazolo-Thiadiazoles from Heterogeneous "Green" Catalysis as Protein Tyrosine Phosphatase 1B Inhibitors.
Scientific reports Sep, 2015 | Pubmed ID: 26388336
Cheminformatics Research at the Unilever Centre for Molecular Science Informatics Cambridge.
Molecular informatics Sep, 2015 | Pubmed ID: 26435758
A Nano-MgO and Ionic Liquid-Catalyzed 'Green' Synthesis Protocol for the Development of Adamantyl-Imidazolo-Thiadiazoles as Anti-Tuberculosis Agents Targeting Sterol 14α-Demethylase (CYP51).
PloS one , 2015 | Pubmed ID: 26470029
Target prediction utilising negative bioactivity data covering large chemical space.
Journal of cheminformatics , 2015 | Pubmed ID: 26500705
How Consistent are Publicly Reported Cytotoxicity Data? Large-Scale Statistical Analysis of the Concordance of Public Independent Cytotoxicity Measurements.
ChemMedChem Jan, 2016 | Pubmed ID: 26541361
Improved Chemical Structure-Activity Modeling Through Data Augmentation.
Journal of chemical information and modeling Dec, 2015 | Pubmed ID: 26619900
ARWAR: A network approach for predicting Adverse Drug Reactions.
Computers in biology and medicine Jan, 2016 | Pubmed ID: 26638149
Adamantyl-tethered-biphenylic compounds induce apoptosis in cancer cells by targeting Bcl homologs.
Bioorganic & medicinal chemistry letters Feb, 2016 | Pubmed ID: 26725030
Analysis of Iterative Screening with Stepwise Compound Selection Based on Novartis In-house HTS Data.
ACS chemical biology 05, 2016 | Pubmed ID: 26878899
Global Mapping of Traditional Chinese Medicine into Bioactivity Space and Pathways Annotation Improves Mechanistic Understanding and Discovers Relationships between Therapeutic Action (Sub)classes.
Evidence-based complementary and alternative medicine : eCAM , 2016 | Pubmed ID: 26989424
Trisubstituted-Imidazoles Induce Apoptosis in Human Breast Cancer Cells by Targeting the Oncogenic PI3K/Akt/mTOR Signaling Pathway.
PloS one , 2016 | Pubmed ID: 27097161
Synthesis and in vitro evaluation of hydrazinyl phthalazines against malaria parasite, Plasmodium falciparum.
Bioorganic & medicinal chemistry letters 07, 2016 | Pubmed ID: 27261180
Understanding the mode-of-action of Cassia auriculata via in silico and in vivo studies towards validating it as a long term therapy for type II diabetes.
Journal of ethnopharmacology Feb, 2017 | Pubmed ID: 27452659
Virtual Activity Profiling of Bioactive Molecules by 1D Fingerprinting.
Molecular informatics Nov, 2010 | Pubmed ID: 27464267
Extensions to In Silico Bioactivity Predictions Using Pathway Annotations and Differential Pharmacology Analysis: Application to Xenopus laevis Phenotypic Readouts.
Molecular informatics Dec, 2013 | Pubmed ID: 27481146
Data-Driven Derivation of an "Informer Compound Set" for Improved Selection of Active Compounds in High-Throughput Screening.
Journal of chemical information and modeling 09, 2016 | Pubmed ID: 27487177
Prediction of PARP Inhibition with Proteochemometric Modelling and Conformal Prediction.
Molecular informatics 06, 2015 | Pubmed ID: 27490382
Understanding Cytotoxicity and Cytostaticity in a High-Throughput Screening Collection.
ACS chemical biology 11, 2016 | Pubmed ID: 27571164
Simultaneous Prediction of four ATP-binding Cassette Transporters' Substrates Using Multi-label QSAR.
Molecular informatics Oct, 2016 | Pubmed ID: 27582431
Analysis of Differential Efficacy and Affinity of GABA (α1/α2) Selective Modulators.
Molecular pharmaceutics 11, 2016 | Pubmed ID: 27704838
Data-driven approaches used for compound library design, hit triage and bioactivity modeling in high-throughput screening.
Briefings in bioinformatics Mar, 2018 | Pubmed ID: 27789427
In silico target prediction for elucidating the mode of action of herbicides including prospective validation.
Journal of molecular graphics & modelling 01, 2017 | Pubmed ID: 27846423
Diversity selection, screening and quantitative structure-activity relationships of osmolyte-like additive effects on the thermal stability of a monoclonal antibody.
European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences Jan, 2017 | Pubmed ID: 27866015
Fragment Profiling Approach to Inhibitors of the Orphan M. tuberculosis P450 CYP144A1.
Biochemistry 03, 2017 | Pubmed ID: 28169518
Improving Screening Efficiency through Iterative Screening Using Docking and Conformal Prediction.
Journal of chemical information and modeling 03, 2017 | Pubmed ID: 28195474
Toward Understanding the Cold, Hot, and Neutral Nature of Chinese Medicines Using in Silico Mode-of-Action Analysis.
Journal of chemical information and modeling 03, 2017 | Pubmed ID: 28257573
Concordance analysis of microarray studies identifies representative gene expression changes in Parkinson's disease: a comparison of 33 human and animal studies.
BMC neurology Mar, 2017 | Pubmed ID: 28335819
Identification of Novel Class of Triazolo-Thiadiazoles as Potent Inhibitors of Human Heparanase and their Anticancer Activity.
BMC cancer 03, 2017 | Pubmed ID: 28359266
Prediction of Antibiotic Interactions Using Descriptors Derived from Molecular Structure.
Journal of medicinal chemistry May, 2017 | Pubmed ID: 28383902
Polypharmacological in Silico Bioactivity Profiling and Experimental Validation Uncovers Sedative-Hypnotic Effects of Approved and Experimental Drugs in Rat.
ACS chemical biology 06, 2017 | Pubmed ID: 28414209
Neighbours of cancer-related proteins have key influence on pathogenesis and could increase the drug target space for anticancer therapies.
NPJ systems biology and applications Jan, 2017 | Pubmed ID: 28603644
Towards understanding polyol additive effects on the pH shift-induced aggregation of a monoclonal antibody using high throughput screening and quantitative structure-activity modeling.
International journal of pharmaceutics Sep, 2017 | Pubmed ID: 28754511
Fragment-Based Drug Discovery of Phosphodiesterase Inhibitors.
Journal of medicinal chemistry Feb, 2018 | Pubmed ID: 28800229
Fast, Quantitative and Variant Enabled Mapping of Peptides to Genomes.
Cell systems Aug, 2017 | Pubmed ID: 28837811
Orthologue chemical space and its influence on target prediction.
Bioinformatics (Oxford, England) 01, 2018 | Pubmed ID: 28961699
Innovation in Small-Molecule-Druggable Chemical Space: Where are the Initial Modulators of New Targets Published?
Journal of chemical information and modeling 11, 2017 | Pubmed ID: 29068231
Identification of Novel Aurora Kinase A (AURKA) Inhibitors via Hierarchical Ligand-Based Virtual Screening.
Journal of chemical information and modeling Jan, 2018 | Pubmed ID: 29202231
Predicting Genes Involved in Human Cancer Using Network Contextual Information.
Journal of integrative bioinformatics Mar, 2012 | Pubmed ID: 29220888
DeepSynergy: predicting anti-cancer drug synergy with Deep Learning.
Bioinformatics (Oxford, England) May, 2018 | Pubmed ID: 29253077
11th German Conference on Chemoinformatics (GCC 2015) : Fulda, Germany. 8-10 November 2015.
Journal of cheminformatics Apr, 2016 | Pubmed ID: 29270804
Computer-aided design of multi-target ligands at AR, AR and PDE10A, key proteins in neurodegenerative diseases.
Journal of cheminformatics Dec, 2017 | Pubmed ID: 29290010
Common structural and pharmacophoric features of mPGES-1 and LTC4S.
Future medicinal chemistry Feb, 2018 | Pubmed ID: 29355395
Maximizing gain in high-throughput screening using conformal prediction.
Journal of cheminformatics Feb, 2018 | Pubmed ID: 29468427
eMolTox: prediction of molecular toxicity with confidence.
Bioinformatics (Oxford, England) Mar, 2018 | Pubmed ID: 29522123
Special Issue: Cheminformatics in Drug Discovery.
ChemMedChem Mar, 2018 | Pubmed ID: 29575670
A systematic and prospectively validated approach for identifying synergistic drug combinations against malaria.
Malaria journal Apr, 2018 | Pubmed ID: 29642892
Conformal Regression for Quantitative Structure-Activity Relationship Modeling-Quantifying Prediction Uncertainty.
Journal of chemical information and modeling May, 2018 | Pubmed ID: 29701973
Christoph N. Schlaffner1,2,3,
Georg J. Pirklbauer2,
Andreas Bender3,
Judith A.J. Steen1,
Jyoti S. Choudhary2,4
1Department of Neurobiology, F. M. Kirby Neurobiology Center, Boston Children's Hospital, Harvard Medical School,
2Proteomic Mass Spectrometry, Wellcome Trust Sanger Institute, Wellcome Genome Campus,
3Centre for Molecular Informatics, Department of Chemistry, University of Cambridge,
4Functional Proteomics Group, Chester Beatty Laboratories, Institute of Cancer Research
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