A general approach for predicting protein epitopes targeted by antibody repertoires using whole proteomes

PloS One
Michael PaullPatrick S Daugherty

Abstract

Antibodies are essential to functional immunity, yet the epitopes targeted by antibody repertoires remain largely uncharacterized. To aid in characterization, we developed a generalizable strategy to predict antibody-binding epitopes within individual proteins and entire proteomes. Specifically, we selected antibody-binding peptides for 273 distinct sera out of a random library and identified the peptides using next-generation sequencing. To predict antibody-binding epitopes and the antigens from which these epitopes were derived, we tiled the sequences of candidate antigens into short overlapping subsequences of length k (k-mers). We used the enrichment over background of these k-mers in the antibody-binding peptide dataset to predict antibody-binding epitopes. As a positive control, we used this approach, termed K-mer Tiling of Protein Epitopes (K-TOPE), to predict epitopes targeted by monoclonal and polyclonal antibodies of well-characterized specificity, accurately recovering their known epitopes. K-TOPE characterized a commonly targeted antigen from Rhinovirus A, predicting four epitopes recognized by antibodies present in 87% of sera (n = 250). An analysis of 2,908 proteins from 400 viral taxa that infect humans predicted...Continue Reading

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Citations

Mar 27, 2020·Scientific Reports·Kathy KamathPatrick S Daugherty
Feb 5, 2021·Acta Biochimica Et Biophysica Sinica·Huan QiSheng-Ce Tao
Oct 29, 2020·Molecular & Cellular Proteomics : MCP·Huan QiSheng-Ce Tao
Feb 14, 2021·Molecular & Cellular Proteomics : MCP·Huan QiSheng-Ce Tao

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Methods Mentioned

BETA
peptide display
bacterial
flow cytometry

Software Mentioned

TOPE
Matplotlib
IMUNE
scitkit
UniProt
Uniref
KTOPE
Biopython
BLAST
MEME

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