Machine Learning-Based Methods for Prediction of Linear B-Cell Epitopes

Author(s):  
Hsin-Wei Wang ◽  
Tun-Wen Pai
Viruses ◽  
2021 ◽  
Vol 13 (8) ◽  
pp. 1531
Author(s):  
Chi-Hua Tung ◽  
Yi-Sheng Chang ◽  
Kai-Po Chang ◽  
Yen-Wei Chu

Upon invasion by foreign pathogens, specific antibodies can identify specific foreign antigens and disable them. As a result of this ability, antibodies can help with vaccine production and food allergen detection in patients. Many studies have focused on predicting linear B-cell epitopes, but only two prediction tools are currently available to predict the sub-type of an epitope. NIgPred was developed as a prediction tool for IgA, IgE, and IgG. NIgPred integrates various heterologous features with machine-learning approaches. Differently from previous studies, our study considered peptide-characteristic correlation and autocorrelation features. Sixty kinds of classifier were applied to construct the best prediction model. Furthermore, the genetic algorithm and hill-climbing algorithm were used to select the most suitable features for improving the accuracy and reducing the time complexity of the training model. NIgPred was found to be superior to the currently available tools for predicting IgE epitopes and IgG epitopes on independent test sets. Moreover, NIgPred achieved a prediction accuracy of 100% for the IgG epitopes of a coronavirus data set. NIgPred is publicly available at our website.


Vaccines ◽  
2021 ◽  
Vol 9 (1) ◽  
pp. 52
Author(s):  
Hassan Moeini ◽  
Suliman Qadir Afridi ◽  
Sainitin Donakonda ◽  
Percy A. Knolle ◽  
Ulrike Protzer ◽  
...  

Human norovirus (HuNoV) is the leading cause of nonbacterial gastroenteritis worldwide with the GII.4 genotype accounting for over 80% of infections. The major capsid protein of GII.4 variants is evolving rapidly, resulting in new epidemic variants with altered antigenic potentials that must be considered for the development of an effective vaccine. In this study, we identify and characterize linear blockade B-cell epitopes in HuNoV GII.4. Five unique linear B-cell epitopes, namely P2A, P2B, P2C, P2D, and P2E, were predicted on the surface-exposed regions of the capsid protein. Evolving of the surface-exposed epitopes over time was found to correlate with the emergence of new GII.4 outbreak variants. Molecular dynamic simulation (MD) analysis and molecular docking revealed that amino acid substitutions in the putative epitopes P2B, P2C, and P2D could be associated with immune escape and the appearance of new GII.4 variants by affecting solvent accessibility and flexibility of the antigenic sites and histo-blood group antigens (HBAG) binding. Testing the synthetic peptides in wild-type mice, epitopes P2B (336–355), P2C (367–384), and P2D (390–400) were recognized as GII.4-specific linear blockade epitopes with the blocking rate of 68, 55 and 28%, respectively. Blocking rate was found to increase to 80% using the pooled serum of epitopes P2B and P2C. These data provide a strategy for expanding the broad blockade potential of vaccines for prevention of NoV infection.


Author(s):  
Xiaohui Wang ◽  
Joy-Yan Lam ◽  
Linlei Chen ◽  
Shannon Wing-Ngor Au ◽  
Kelvin K. W. To ◽  
...  
Keyword(s):  
B Cell ◽  

PLoS ONE ◽  
2016 ◽  
Vol 11 (2) ◽  
pp. e0149638 ◽  
Author(s):  
Hui-Jie Yang ◽  
Jin-Yong Zhang ◽  
Chao Wei ◽  
Liu-Yang Yang ◽  
Qian-Fei Zuo ◽  
...  

2004 ◽  
Vol 72 (12) ◽  
pp. 7360-7366 ◽  
Author(s):  
Jeffrey R. Abbott ◽  
Guy H. Palmer ◽  
Chris J. Howard ◽  
Jayne C. Hope ◽  
Wendy C. Brown

ABSTRACT Organisms in the genus Anaplasma express an immunodominant major surface protein 2 (MSP2), composed of a central hypervariable region (HVR) flanked by highly conserved regions. Throughout Anaplasma marginale infection, recombination results in the sequential appearance of novel MSP2 variants and subsequent control of rickettsemia by the immune response, leading to persistent infection. To determine whether immune evasion and selection for variant organisms is associated with a predominant response against HVR epitopes, T-cell and linear B-cell epitopes were localized by measuring peripheral blood gamma interferon-secreting cells, proliferation, and antibody binding to 27 overlapping peptides spanning MSP2 in 16 cattle. Similar numbers of MSP2-specific CD4+ T-cell epitopes eliciting responses of similar magnitude were found in conserved and hypervariable regions. T-cell epitope clusters recognized by the majority of animals were identified in the HVR (amino acids [aa] 171 to 229) and conserved regions (aa 101 to 170 and 272 to 361). In contrast, linear B-cell epitopes were concentrated in the HVR, residing within hydrophilic sequences. The pattern of recognition of epitope clusters by T cells and of HVR epitopes by B cells is consistent with the influence of protein structure on epitope recognition.


Amino Acids ◽  
2007 ◽  
Vol 33 (3) ◽  
pp. 423-428 ◽  
Author(s):  
J. Chen ◽  
H. Liu ◽  
J. Yang ◽  
K.-C. Chou

2019 ◽  
Vol 32 (2) ◽  
pp. 84-88 ◽  
Author(s):  
Jianhua Zhang ◽  
Huiqi Huang ◽  
Lian Xu ◽  
Chaonan Lou ◽  
Mi Pan

Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 1131-1131 ◽  
Author(s):  
Kathleen P. Pratt ◽  
Devi Gunasekera ◽  
Pooja Vir ◽  
Robert Peters ◽  
Siyuan Tan ◽  
...  

The most common complication in hemophilia A (HA) treatment, affecting 25-30% of severe HA patients, is the development of alloimmune inhibitors that foreclose the ability of infused factor VIII (FVIII) to participate in coagulation. Inhibitors confer significant pathology on affected individuals and present major complexities in their management. Inhibitors are more common in African American patients, and it has been hypothesized that this is a consequence of haplotype (H)-treatment product mismatch. F8 gene haplotypes H1-H5 are defined by combinations of nonsynonymous SNPs encoding FVIII sequence variants D1241E, M2238V and R484H. F8 haplotypes H2-H5 are more prevalent in individuals with black African ancestry, while >90% of the white population has the H1 haplotype. This study used a validated Luminex-based assay to determine total anti-FVIII antibody titers in plasma from 395 HA (189 black, 206 white) and 23 non-HA control subjects, measuring their binding to recombinant full-length H1 and H2 and B-domain-deleted (BDD) H1/H2, H3 and H4 FVIII proteins. Inhibitor titers were determined using a chromogenic Bethesda assay with the Nijmegen modification. Linear B-cell epitopes recognized by antibodies in human plasma samples were characterized using commercial peptide microarrays with imprinted 15-mer peptides spanning the FVIII A1, A2, C1 and C2 domains, with binding interactions detected using fluorescent-labeled anti-human IgG antibodies. Neither total nor inhibitory antibody titers correlated with F8 haplotype. FVIII peptides with the D1241E and M3348V polymorphisms showed low antibody reactivity, indicating they do not comprise linear B-cell epitopes. Similarly, antibodies from subjects with H3 and H5 haplotypes, who were necessarily infused with FVIII products having a different haplotype than that of their endogenous, (dysfunctional) F8 sequence, did not show haplotype-correlated differential binding to the three BDD-FVIII or full-length FVIII proteins, indicating the polymorphic M2238V or D1241E sites do not correspond to immunodominant, conformational B-cell epitopes. Interestingly, the BDD-FVIII proteins were significantly more reactive with antibodies in plasma than were two commercial full-length recombinant FVIII products. Overall, results of this study indicated that low-titer FVIII-reactive antibodies are readily detected in most HA subjects and in a majority of healthy non-HA controls. The observed stronger immunoreactivity of BDD-FVIII suggests that B-domain removal exposes novel B-cell epitopes, perhaps through conformational rearrangements of FVIII domains. Disclosures Pratt: Bloodworks NW: Patents & Royalties: inventor on patents related to FVIII immunogenicity; Grifols, Inc: Research Funding. Peters:Sanofi: Employment. Mann:Haematologic Technologies: Other: Owner; Stago: Consultancy; Novo Nordisk: Consultancy; Takeda: Consultancy; Shire: Consultancy; Baxalta: Consultancy.


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