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Machine learning approaches for prediction of linear B‐cell epitopes on proteins

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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/cfg.319openalex-snapshot
Analysis of known bacterial protein vaccine antigens reveals biased physical properties and amino acid composition
inferredcites →https://doi.org/10.1002/jmr.602openalex-snapshot
BEPITOPE: predicting the location of continuous epitopes and patterns in proteins
inferredcites →https://doi.org/10.1006/biol.2001.0308openalex-snapshot
Antigenicity and Immunogenicity of Synthetic Peptides
inferredcites →https://doi.org/10.1007/bf01195768openalex-snapshot
Prediction of chain flexibility in proteins
inferredcites →https://doi.org/10.1007/s002510050595openalex-snapshot
SYFPEITHI: database for MHC ligands and peptide motifs
inferredcites →https://doi.org/10.1016/0014-5793(85)80374-4openalex-snapshot
Prediction of sequential antigenic regions in proteins
inferredcites →https://doi.org/10.1016/0014-5793(90)80535-qopenalex-snapshot
A semi‐empirical method for prediction of antigenic determinants on protein antigens
inferredcites →https://doi.org/10.1016/0165-2478(93)90072-aopenalex-snapshot
Correlation between the location of antigenic sites and the prediction of turns in proteins
inferredcites →https://doi.org/10.1016/0968-0004(86)90230-6openalex-snapshot
Which structural features determine protein antigenicity?
inferredcites →https://doi.org/10.1016/j.vaccine.2004.02.005openalex-snapshot
Prediction of CTL epitopes using QM, SVM and ANN techniques
inferredcites →https://doi.org/10.1016/s0076-6879(96)66035-2openalex-snapshot
[33] Analysis of compositionally biased regions in sequence databases
inferredcites →https://doi.org/10.1016/s0264-410x(99)00329-1openalex-snapshot
Predictive estimation of protein linear epitopes by using the program PEOPLE
inferredcites →https://doi.org/10.1021/bi9803933openalex-snapshot
Interaction of the Major Epitope Region of HIV Protein gp41 with Membrane Model Systems. A Fluorescence Spectroscopy Study
inferredcites →https://doi.org/10.1038/13590openalex-snapshot
Defining epitopes: It's not as easy as it seems
inferredcites →https://doi.org/10.1038/311123a0openalex-snapshot
Correlation between segmental mobility and the location of antigenic determinants in proteins
inferredcites →https://doi.org/10.1073/pnas.092569199openalex-snapshot
Identification of in vivo expressed vaccine candidate antigens from Staphylococcus aureus
inferredcites →https://doi.org/10.1073/pnas.78.6.3824openalex-snapshot
Prediction of protein antigenic determinants from amino acid sequences.
inferredcites →https://doi.org/10.1073/pnas.89.22.10915openalex-snapshot
Amino acid substitution matrices from protein blocks.
inferredcites →https://doi.org/10.1093/nar/28.1.222openalex-snapshot
FIMM, a database of functional molecular immunology
inferredcites →https://doi.org/10.1110/ps.041059505openalex-snapshot
Benchmarking B cell epitope prediction: Underperformance of existing methods
inferredcites →https://doi.org/10.1128/jvi.61.2.570-578.1987openalex-snapshot
Computer-assisted analysis of envelope protein sequences of seven human immunodeficiency virus isolates: prediction of antigenic epitopes in conserved and variable regions
inferredcites →https://doi.org/10.1186/1471-2164-6-79openalex-snapshot
Bcipep: A database of B-cell epitopes

What points at this work

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

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Immunoinformatics may lead to a reappraisal of the nature of B cell epitopes and of the feasibility of synthetic peptide vaccines
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Selection and combination of machine learning classifiers for prediction of linear B‐cell epitopes on proteins
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Towards a consensus on datasets and evaluation metrics for developing B‐cell epitope prediction tools
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Identification of discontinuous antigenic determinants on proteins based on shape complementarities
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Predicting linear B‐cell epitopes using string kernels
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Estimation and extraction of B‐cell linear epitopes predicted by mathematical morphology approaches
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Prediction of antibody response using recombinant human protein fragments as antigen
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Multi‐perspectives and challenges in identifying B‐cell epitopes
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Models for Prediction of Immunogenicity
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Machine Learning-Based Methods for Prediction of Linear B-Cell Epitopes
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Hybrid Methods for B-Cell Epitope Prediction
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Databases for B-Cell Epitopes
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Enterovirus-Specific Anti-peptide Antibodies
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Prediction of Antibody Epitopes
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A Database for Prediction of Unique Peptide Motifs as Linear Epitopes
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Prediction of linear B-cell epitopes using amino acid pair antigenicity scale
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Using random forest to classify linear B-cell epitopes based on amino acid properties and molecular features
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Identification and mutational analysis of continuous, immunodominant epitopes of the major oyster allergen Crag 1
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B-cell epitope engineering: A matter of recognizing protein features and motives
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Mapping IgE binding epitopes of major shrimp (Penaeus monodon) allergen with immunoinformatics tools
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Epitope-based immunoinformatics study of a novel PilQ380–706-PilA fusion protein from Pseudomonas aeruginosa
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An overview of bioinformatics tools for epitope prediction: Implications on vaccine development
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A novel conformational B-cell epitope prediction method based on mimotope and patch analysis
inferred← citeshttps://doi.org/10.1016/j.toxicon.2017.10.022openalex-snapshot
Identification of B cell recognized linear epitopes in a snake venom serine proteinase from the central American bushmaster Lachesis stenophrys
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Machine learning (ML) and deep learning (DL) in vaccine target selection, design, development and characterization
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Structure of allergens and structure based epitope predictions
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Cloning, Expression, and Epitope Identification of Myosin Light Chain 1: An Allergen in Mud Crab
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Computational Immune Proteomics Approach to Target COVID-19
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PAPreC: A Pipeline for Antigenicity Prediction Comparison Methods across Bacteria
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A systematic review of peptide-based serological tests for the diagnosis of leishmaniasis
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Progress and challenges for the machine learning-based design of fit-for-purpose monoclonal antibodies
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Celiac Disease—Background, Molecular, Bioinformatics and Analytical Aspects
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A comparative analysis of amino acid encoding schemes for the prediction of flexible length linear B-cell epitopes
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Modeling the adaptive immune system: predictions and simulations
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High-throughput prediction of protein antigenicity using protein microarray data
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COBEpro: a novel system for predicting continuous B-cell epitopes
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Use of amino acid composition to predict epitope residues of individual antibodies
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Predicting Protective Linear B-Cell Epitopes Using Evolutionary Information
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Sequence-based B-cell epitope prediction by using associations in antibody-antigen structural complexes
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Predicting flexible length linear B-cell epitopes using pairwise sequence similarity
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An introduction to main B-cell epitope prediction methods and software based on phase display library
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Differential Performance Between Structural and Functional B-Cell Epitopic Residue Prediction
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Prediction of Linear B-Cell Epitopes Using AAT Scale
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Prediction of Linear B-cell Epitopes Based on PCA and RNN Network
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Computational prediction of continuous B-cell epitopes using random forest classifier
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Identification of epitopes in Echinococcosis multilocularis 14-3-3 antigen: A bioinformatics approach
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Antibody-Specified B-Cell Epitope Prediction in Line with the Principle of Context-Awareness
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B‐cell epitopes of antigenic proteins in Leishmania infantum: an in silico analysis
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Prediction of linear B-cell epitopes
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Prediction and Identification of B Cell Epitopes Using Protein Sequence and Structure Information
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B-cell epitope prediction for peptide-based vaccine design
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A Novel Linear B-cell Epitope Prediction Method based on Position Entropy of Amino Acids
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ConfPred: ML-Based Conformational B-cell Epitope Prediction Using Novel Features
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Bioinformatics Resources and Tools for Conformational B-Cell Epitope Prediction
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Predição In Silico de Epítopos de Microrganismos com Identidade a Autoantígenos Humanos
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MimoPro: a more efficient Web-based tool for epitope prediction using phage display libraries
inferred← citeshttps://doi.org/10.1186/1471-2105-12-251openalex-snapshot
Determinants of antigenicity and specificity in immune response for protein sequences
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Prediction of conformational B-cell epitopes from 3D structures by random forests with a distance-based feature
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B-cell epitope prediction through a graph model
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A novel strategy for classifying the output from an in silicovaccine discovery pipeline for eukaryotic pathogens using machine learning algorithms
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Pep-3D-Search: a method for B-cell epitope prediction based on mimotope analysis
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PEPOP: Computational design of immunogenic peptides
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SVM-based prediction of linear B-cell epitopes using Bayes Feature Extraction
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Mining for the antibody-antigen interacting associations that predict the B cell epitopes
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Antibody-protein interactions: benchmark datasets and prediction tools evaluation
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Identification of B-cell epitopes in an antigen for inducing specific class of antibodies
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Designing of interferon-gamma inducing MHC class-II binders
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Analysis and prediction of protective continuous B-cell epitopes on pathogen proteins
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Recent advances in B-cell epitope prediction methods
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Prediction of linear B-cell epitopes of hepatitis C virus for vaccine development
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EPMLR: sequence-based linear B-cell epitope prediction method using multiple linear regression
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Correction: Prediction of Peptide Reactivity with Human IVIg through a Knowledge-Based Approach
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Correction: Identification of Amino Acid Propensities That Are Strong Determinants of Linear B-cell Epitope Using Neural Networks
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Prediction of Peptide Reactivity with Human IVIg through a Knowledge-Based Approach
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Identification of Amino Acid Propensities That Are Strong Determinants of Linear B-cell Epitope Using Neural Networks
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BEST: Improved Prediction of B-Cell Epitopes from Antigen Sequences
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Computational Prediction of Conformational B-Cell Epitopes from Antigen Primary Structures by Ensemble Learning
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Epitope Predictions Indicate the Presence of Two Distinct Types of Epitope-Antibody-Reactivities Determined by Epitope Profiling of Intravenous Immunoglobulins
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Computational Prediction of Broadly Neutralizing HIV-1 Antibody Epitopes from Neutralization Activity Data
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Assessing the predictive ability of computational epitope prediction methods on Fel d 1 and other allergens
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Predicting linear B-cell epitopes by using sequence-derived structural and physicochemical features
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Data curation to improve the pattern recognition performance of B-cell epitope prediction by support vector machine
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Using databases and data mining in vaccinology
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Peptide Markers based Prediction of Antigen Sequence using Neural Network
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Predictive Analysis of Linear B-Cell Epitopes in Immune Function using ML Algorithms
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Genómica y desarollo de vacunas
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Developing Multi-epitope Antigen Construct from Immunodominant Proteins for Serological Diagnosis of Chlamydia trachomatis: An In Silico Approach
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Evaluation and Comparison of the Ability of Online Available Prediction Programs to Predict True Linear B-cell Epitopes
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Designing an HCV diagnostic kit for common genotypes of the virus in Iran based on conserved regions of core, NS3-protease, NS4A/B, and NS5A/B antigens: an in silico approach
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Machine learning approaches for epitope prediction
inferred← citeshttps://doi.org/10.32657/10356/54752openalex-snapshot
Characterization and prediction of B-cell epitopes
inferred← citeshttps://doi.org/10.3390/ijms22063210openalex-snapshot
Linear B-Cell Epitope Prediction for In Silico Vaccine Design: A Performance Review of Methods Available via Command-Line Interface
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B-cell epitope prediction for peptide-based vaccine design: towards a paradigm of biological outcomes for global health
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Computational Methods in Linear B-cell Epitope Prediction
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Computational identification of Brassica napus pollen specific protein Bnm1 as an allergen
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Support Vector Machine Implementation in the Analysis of HIV Species Based on Amino Acid and Dipeptide Sequences
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Analysis of maize profilin-4 isoform as an allergen
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On Predicting Conformational B-cell Epitopes: a Comparative Study and a New Model
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Prediction of Antigenic Epitope Patches on Protein Surface Using Antigen Structure Information and Support Vector Machine
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