ArticleThe Journal of biological chemistry2016
Inadequate Reference Datasets Biased toward Short Non-epitopes Confound B-cell Epitope Prediction.
Article in The Journal of biological chemistry, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 41 citations in OpenAlex.
- Bioactive peptides targeting dyslipidemia and atherosclerosis: from computational discovery and data bottlenecks to precision medicine translation.Frontiers in molecular biosciences · 2026Review
- B-cell peptide epitopes as diagnostic targets for Q fever in sheep.Frontiers in microbiology · 2026Article
- B-cell epitope peptide immunotherapy alleviates chitin-binding protein-induced type 2 airway inflammation in a Blomia tropicalis-murine model.Respiratory research · 2025Article
- Epitope-Based Vaccines: The Next Generation of Promising Vaccines Against Bacterial Infection.Vaccines · 2025Review
- Integrating machine learning to advance epitope mapping.Frontiers in immunology · 2024Review
- Antigen discovery by bioinformatics analysis and peptide microarray for the diagnosis of cystic echinococcosis.PLoS neglected tropical diseases · 2023Article
- Review on Approved and Inprogress COVID-19 Vaccines.Iranian journal of pharmaceutical research : IJPR · 2022Review
- Comprehending B-Cell Epitope Prediction to Develop Vaccines and Immunodiagnostics.Frontiers in immunology · 2022Article
- iLBE for Computational Identification of Linear B-cell Epitopes by Integrating Sequence and Evolutionary Features.Genomics, proteomics & bioinformatics · 2020Article
- Multi-peptide ELISAs overcome cross-reactivity and inadequate sensitivity of conventional Chlamydia pneumoniae serology.Scientific reports · 2019Article
- PEPOP 2.0: new approaches to mimic non-continuous epitopes.BMC bioinformatics · 2019Article
- Article
- Discovery of Human-Specific ImmunodominantmSphere · 2018Article
- Comprehensive Molecular Serology of HumanmSphere · 2018Article
- Molecular Recognition between Aβ-Specific Single-Domain Antibody and Aβ Misfolded Aggregates.Antibodies (Basel, Switzerland) · 2018Article
- Disordered epitopes as peptide vaccines.Peptide science (Hoboken, N.J.) · 2018Review
- A novel synthetic peptide microarray assay detects Chlamydia species-specific antibodies in animal and human sera.Scientific reports · 2018Article
- iBCE-EL: A New Ensemble Learning Framework for Improved Linear B-Cell Epitope Prediction.Frontiers in immunology · 2018Article
- Article
- Humoral immune response against two surface antigens of Chlamydia pecorum in vaccinated and naturally infected sheep.PloS one · 2017Article
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
X-ray crystallography has shown that an antibody paratope typically binds 15-22 amino acids (aa) of an epitope, of which 2-5 randomly distributed amino acids contribute most of the binding energy. In contrast, researchers typically choose for B-cell epitope mapping short peptide antigens in antibody binding assays. Furthermore, short 6-11-aa epitopes, and in particular non-epitopes, are over-represented in published B-cell epitope datasets that are commonly used for development of B-cell epitope prediction approaches from protein antigen sequences. We hypothesized that such suboptimal length peptides result in weak antibody binding and cause false-negative results. We tested the influence of peptide antigen length on antibody binding by analyzing data on more than 900 peptides used for B-cell epitope mapping of immunodominant proteins of Chlamydia spp. We demonstrate that short 7-12-aa peptides of B-cell epitopes bind antibodies poorly; thus, epitope mapping with short peptide antigens falsely classifies many B-cell epitopes as non-epitopes. We also show in published datasets of confirmed epitopes and non-epitopes a direct correlation between length of peptide antigens and antibody binding. Elimination of short, ≤11-aa epitope/non-epitope sequences improved datasets for evaluation of in silico B-cell epitope prediction. Achieving up to 86% accuracy, protein disorder tendency is the best indicator of B-cell epitope regions for chlamydial and published datasets. For B-cell epitope prediction, the most effective approach is plotting disorder of protein sequences with the IUPred-L scale, followed by antibody reactivity testing of 16-30-aa peptides from peak regions. This strategy overcomes the well known inaccuracy of in silico B-cell epitope prediction from primary protein sequences.
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