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Performance Evaluation of 2D Fingerprint and 3D Shape Similarity Methods in Virtual Screening

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/prot.20471openalex-snapshot
New method for protein secondary structure assignment based on a simple topological descriptor
inferredcites →https://doi.org/10.1002/prot.20497openalex-snapshot
Comparing protein–ligand docking programs is difficult
inferredcites →https://doi.org/10.1007/s10822-007-9151-xopenalex-snapshot
Bias, reporting, and sharing: computational evaluations of docking methods
inferredcites →https://doi.org/10.1007/s10822-007-9163-6openalex-snapshot
Evaluation of the performance of 3D virtual screening protocols: RMSD comparisons, enrichment assessments, and decoy selection—What can we learn from earlier mistakes?
inferredcites →https://doi.org/10.1007/s10822-007-9167-2openalex-snapshot
Optimization of CAMD techniques 3. Virtual screening enrichment studies: a help or hindrance in tool selection?
inferredcites →https://doi.org/10.1007/s10822-008-9170-2openalex-snapshot
What do we know and when do we know it?
inferredcites →https://doi.org/10.1007/s10822-008-9189-4openalex-snapshot
Community benchmarks for virtual screening
inferredcites →https://doi.org/10.1007/s10822-008-9196-5openalex-snapshot
Recommendations for evaluation of computational methods
inferredcites →https://doi.org/10.1007/s10822-009-9281-4openalex-snapshot
Virtual fragment screening: an exploration of various docking and scoring protocols for fragments using Glide
inferredcites →https://doi.org/10.1007/s10822-009-9293-0openalex-snapshot
Challenges of fragment screening
inferredcites →https://doi.org/10.1007/s10822-010-9356-2openalex-snapshot
Chemical space sampling by different scoring functions and crystal structures
inferredcites →https://doi.org/10.1016/j.drudis.2006.05.012openalex-snapshot
Virtual ligand screening: strategies, perspectives and limitations
inferredcites →https://doi.org/10.1021/ci010132ropenalex-snapshot
Reoptimization of MDL Keys for Use in Drug Discovery
inferredcites →https://doi.org/10.1021/ci010366aopenalex-snapshot
Is There a Difference between Leads and Drugs? A Historical Perspective
inferredcites →https://doi.org/10.1021/ci025592eopenalex-snapshot
Similarity Searching Using Reduced Graphs
inferredcites →https://doi.org/10.1021/ci0255937openalex-snapshot
Further Development of Reduced Graphs for Identifying Bioactive Compounds
inferredcites →https://doi.org/10.1021/ci049651vopenalex-snapshot
Small Molecule Shape-Fingerprints
inferredcites →https://doi.org/10.1021/ci0502855openalex-snapshot
Physics-Based Scoring of Protein−Ligand Complexes: Enrichment of Known Inhibitors in Large-Scale Virtual Screening
inferredcites →https://doi.org/10.1021/ci0600509openalex-snapshot
SHED: Shannon Entropy Descriptors from Topological Feature Distributions
inferredcites →https://doi.org/10.1021/ci100050topenalex-snapshot
Extended-Connectivity Fingerprints
inferredcites →https://doi.org/10.1021/ci100263popenalex-snapshot
Comprehensive Comparison of Ligand-Based Virtual Screening Tools Against the DUD Data set Reveals Limitations of Current 3D Methods
inferredcites →https://doi.org/10.1021/ci2002704openalex-snapshot
Rapid Shape-Based Ligand Alignment and Virtual Screening Method Based on Atom/Feature-Pair Similarities and Volume Overlap Scoring
inferredcites →https://doi.org/10.1021/ci700052xopenalex-snapshot
Comparison of Topological, Shape, and Docking Methods in Virtual Screening
inferredcites →https://doi.org/10.1021/ci7004274openalex-snapshot
Cross-Docking of Inhibitors into CDK2 Structures. 1
inferredcites →https://doi.org/10.1021/ci700470copenalex-snapshot
Investigation of MM-PBSA Rescoring of Docking Poses
inferredcites →https://doi.org/10.1021/ci800004wopenalex-snapshot
MM-GB/SA Rescoring of Docking Poses in Structure-Based Lead Optimization
inferredcites →https://doi.org/10.1021/ci800249sopenalex-snapshot
How Similar Are Similarity Searching Methods? A Principal Component Analysis of Molecular Descriptor Space
inferredcites →https://doi.org/10.1021/ci800303kopenalex-snapshot
Comparison of Ligand- and Structure-Based Virtual Screening on the DUD Data Set
inferredcites →https://doi.org/10.1021/ci8004226openalex-snapshot
How To Optimize Shape-Based Virtual Screening: Choosing the Right Query and Including Chemical Information
inferredcites →https://doi.org/10.1021/ci800445aopenalex-snapshot
Identifying Novel Molecular Structures for Advanced Melanoma by Ligand-Based Virtual Screening
inferredcites →https://doi.org/10.1021/ci9000053openalex-snapshot
Comparative Assessment of Scoring Functions on a Diverse Test Set
inferredcites →https://doi.org/10.1021/ci900056copenalex-snapshot
Comparison of Several Molecular Docking Programs: Pose Prediction and Virtual Screening Accuracy
inferredcites →https://doi.org/10.1021/ci900498nopenalex-snapshot
HPPD: Ligand- and Target-Based Virtual Screening on a Herbicide Target
inferredcites →https://doi.org/10.1021/ci990263gopenalex-snapshot
Similarity Searching in Files of Three-Dimensional Chemical Structures: Analysis of the BIOSTER Database Using Two-Dimensional Fingerprints and Molecular Field Descriptors
inferredcites →https://doi.org/10.1021/jm010338jopenalex-snapshot
Molecular Dynamics and Free Energy Analyses of Cathepsin D−Inhibitor Interactions: Insight into Structure-Based Ligand Design
inferredcites →https://doi.org/10.1021/jm020155copenalex-snapshot
Do Structurally Similar Molecules Have Similar Biological Activity?
inferredcites →https://doi.org/10.1021/jm0306430openalex-snapshot
Glide: A New Approach for Rapid, Accurate Docking and Scoring. 1. Method and Assessment of Docking Accuracy
inferredcites →https://doi.org/10.1021/jm030644sopenalex-snapshot
Glide: A New Approach for Rapid, Accurate Docking and Scoring. 2. Enrichment Factors in Database Screening
inferredcites →https://doi.org/10.1021/jm040163oopenalex-snapshot
A Shape-Based 3-D Scaffold Hopping Method and Its Application to a Bacterial Protein−Protein Interaction
inferredcites →https://doi.org/10.1021/jm049081qopenalex-snapshot
Validation and Use of the MM-PBSA Approach for Drug Discovery
inferredcites →https://doi.org/10.1021/jm050362nopenalex-snapshot
A Critical Assessment of Docking Programs and Scoring Functions
inferredcites →https://doi.org/10.1021/jm050468iopenalex-snapshot
Scaffold Hopping through Virtual Screening Using 2D and 3D Similarity Descriptors: Ranking, Voting, and Consensus Scoring
inferredcites →https://doi.org/10.1021/jm0582165openalex-snapshot
Searching Techniques for Databases of Two- and Three-Dimensional Chemical Structures
inferredcites →https://doi.org/10.1021/jm060522aopenalex-snapshot
Accurate Prediction of the Relative Potencies of Members of a Series of Kinase Inhibitors Using Molecular Docking and MM-GBSA Scoring
inferredcites →https://doi.org/10.1021/jm0608356openalex-snapshot
Benchmarking Sets for Molecular Docking
inferredcites →https://doi.org/10.1021/jm8001058openalex-snapshot
Assessment of Scaffold Hopping Efficiency by Use of Molecular Interaction Fingerprints
inferredcites →https://doi.org/10.1093/nar/gkq1021openalex-snapshot
The RCSB Protein Data Bank: redesigned web site and web services
inferredcites →https://doi.org/10.1177/1087057105281365openalex-snapshot
Using Extended-Connectivity Fingerprints with Laplacian-Modified Bayesian Analysis in High-Throughput Screening Follow-Up
inferredcites →https://doi.org/10.1186/1758-2946-1-14openalex-snapshot
Optimal assignment methods for ligand-based virtual screening
inferredcites →https://doi.org/10.1517/17460441.2.4.423openalex-snapshot
Chemical similarity searches: when is complexity justified?

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Similarity‐Based Scaffold Hopping Using 2D Fingerprints
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Inhibitors of HIV‐1 Integrase‐Human LEDGF/p75 Interaction Identified from Natural Products via Virtual Screening
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Development of an Endpoint‐Specific Fingerprint to Identify Structurally Similar Chemicals for Skin Sensitization Assessment by Read‐Across
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Extensions to In Silico Bioactivity Predictions Using Pathway Annotations and Differential Pharmacology Analysis: Application to Xenopus laevis Phenotypic Readouts
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Shape‐based similarity searching in chemical databases
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Methods for Virtual Screening of GPCR Targets: Approaches and Challenges
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Key Aspects for Achieving Hits by Virtual Screening Studies
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General Strategies for Rational Design and Discovery of Multitarget Drugs
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HierAffinity: Predicting Protein-Ligand Binding Affinity With Hierarchical Modeling
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Drug Design Methods to Regulate Protein–Protein Interactions
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Identification of old drugs as potential inhibitors of HIV-1 integrase – human LEDGF/p75 interaction via molecular docking
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Enabling the hypothesis-driven prioritization of ligand candidates in big databases: Screenlamp and its application to GPCR inhibitor discovery for invasive species control
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Evaluation of different virtual screening strategies on the basis of compound sets with characteristic core distributions and dissimilarity relationships
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Comparing predictive ability of QSAR/QSPR models using 2D and 3D molecular representations
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Diarylthiazole and diarylimidazole selective COX-1 inhibitor analysis through pharmacophore modeling, virtual screening, and DFT-based approaches
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Molecular docking of alpha-enolase to elucidate the promising candidates against Streptococcus pneumoniae infection
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Machine learning strategies for identifying repurposed drugs for cancer therapy
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Virtual screening techniques in pharmaceutical research
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Current computational methods for predicting protein interactions of natural products
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Combination of ligand- and structure-based methods in virtual screening
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Machine learning in chemoinformatics and drug discovery
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Interfering with S100B–effector protein interactions for cancer therapy
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Data considerations for predictive modeling applied to the discovery of bioactive natural products
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Evaluation of selected 3D virtual screening tools for the prospective identification of peroxisome proliferator-activated receptor (PPAR) γ partial agonists
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Novel natural non-nucleoside inhibitors of HIV-1 reverse transcriptase identified by shape- and structure-based virtual screening techniques
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Benchmarking methods and data sets for ligand enrichment assessment in virtual screening
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Machine learning and AI-based approaches for bioactive ligand discovery and GPCR-ligand recognition
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Prediction of Hemolytic Toxicity for Saponins by Machine-Learning Methods
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TF3P: Three-Dimensional Force Fields Fingerprint Learned by Deep Capsular Network
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Improved Scaffold Hopping in Ligand-Based Virtual Screening Using Neural Representation Learning
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Discovery of Natural Products Targeting NQO1 via an Approach Combining Network-Based Inference and Identification of Privileged Substructures
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PyRMD: A New Fully Automated AI-Powered Ligand-Based Virtual Screening Tool
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Discovery of New Estrogen-Related Receptor α Agonists via a Combination Strategy Based on Shape Screening and Ensemble Docking
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High-Quality Conformer Generation with CONFORGE: Algorithm and Performance Assessment
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Network-Based Methods and Their Applications in Drug Discovery
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Better Informed Distance Geometry: Using What We Know To Improve Conformation Generation
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Understanding Conformation Importance in Data-Driven Property Prediction Models
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Computational Prediction of a New ADMET Endpoint for Small Molecules: Anticommensal Effect on Human Gut Microbiota
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A Quantum-Inspired Method for Three-Dimensional Ligand-Based Virtual Screening
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From Structure to Selectivity: Integrating CADD and AIDD in Rational Medicinal Chemistry Strategies for DYRK1A Inhibitor Discovery
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Multi-Level High-Throughput Screening for Discovery of Ligands That Inhibit Insulin Aggregation
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Pharmacophore-Based Machine Learning Model To Predict Ligand Selectivity for E3 Ligase Binders
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Molecular Similarity Approaches in Chemoinformatics: Early History and Literature Status
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Integrating Ligand-Based and Protein-Centric Virtual Screening of Kinase Inhibitors Using Ensembles of Multiple Protein Kinase Genes and Conformations
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QSAR Classification Model for Antibacterial Compounds and Its Use in Virtual Screening
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Structure-Based Virtual Screening of MT2 Melatonin Receptor: Influence of Template Choice and Structural Refinement
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An Integrated Virtual Screening Approach for VEGFR-2 Inhibitors
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Screen3D: A Novel Fully Flexible High-Throughput Shape-Similarity Search Method
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An Unbiased Method To Build Benchmarking Sets for Ligand-Based Virtual Screening and its Application To GPCRs
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A rotation-translation invariant molecular descriptor of partial charges and its use in ligand-based virtual screening
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Stereoselective virtual screening of the ZINC database using atom pair 3D-fingerprints
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DeepGraphMolGen, a multi-objective, computational strategy for generating molecules with desirable properties: a graph convolution and reinforcement learning approach
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Neuraldecipher - Reverse-Engineering ECFP Fingerprints to Their Molecular Structures
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Predicting or Pretending: Artificial Intelligence for Protein-Ligand Interactions Lack of Sufficiently Large and Unbiased Datasets
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Maximizing the Performance of Similarity-Based Virtual Screening Methods by Generating Synergy from the Integration of 2D and 3D Approaches
inferred← citeshttps://doi.org/10.3390/ijms26062680openalex-snapshot
Enhancing HCV NS3 Inhibitor Classification with Optimized Molecular Fingerprints Using Random Forest
inferred← citeshttps://doi.org/10.3390/metabo14020093openalex-snapshot
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inferred← citeshttps://doi.org/10.3390/molecules21040476openalex-snapshot
Adapting Document Similarity Measures for Ligand-Based Virtual Screening
inferred← citeshttps://doi.org/10.3390/molecules21111554openalex-snapshot
Three-Dimensional Biologically Relevant Spectrum (BRS-3D): Shape Similarity Profile Based on PDB Ligands as Molecular Descriptors
inferred← citeshttps://doi.org/10.3390/molecules25030665openalex-snapshot
In Silico Strategies in Tuberculosis Drug Discovery
inferred← citeshttps://doi.org/10.3390/molecules26041134openalex-snapshot
Establishing an Analogue Based In Silico Pipeline in the Pursuit of Novel Inhibitory Scaffolds against the SARS Coronavirus 2 Papain-Like Protease
inferred← citeshttps://doi.org/10.3390/molecules28165982openalex-snapshot
Employing Molecular Conformations for Ligand-Based Virtual Screening with Equivariant Graph Neural Network and Deep Multiple Instance Learning
inferred← citeshttps://doi.org/10.3390/molecules28217325openalex-snapshot
Repurposing Drugs for Inhibition against ALDH2 via a 2D/3D Ligand-Based Similarity Search and Molecular Simulation
inferred← citeshttps://doi.org/10.48550/arxiv.1910.14360openalex-snapshot
Prediction of 5-hydroxytryptamine Transporter Inhibitor based on Machine Learning
inferred← citeshttps://doi.org/10.52586/s551openalex-snapshot
Approaches for network based drug discovery
inferred← citeshttps://doi.org/10.52711/0974-360x.2025.00079openalex-snapshot
Search for Lead Compounds and In Vitro Assay of Potential Inhibitors of Plasmodium falciparum Prolyl-tRNA Synthetase from Natural Compound Database
inferred← citeshttps://doi.org/10.7324/japs.2023.123438openalex-snapshot
Machine learning model for antiproliferative virtual screening of herbal compounds against hepatocellular carcinoma
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