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Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER
SUMMARY: Because of their high abundance, easy accessibility in peripheral blood, and relative stability ex vivo, antibodies serve as excellent records of environmental exposures and immune responses. Phage Immuno-Precipitation Sequencing (PhIP-Seq) is the most efficient technique available for asse...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525010/ https://www.ncbi.nlm.nih.gov/pubmed/35959988 http://dx.doi.org/10.1093/bioinformatics/btac555 |
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author | Chen, Athena Kammers, Kai Larman, H Benjamin Scharpf, Robert B Ruczinski, Ingo |
author_facet | Chen, Athena Kammers, Kai Larman, H Benjamin Scharpf, Robert B Ruczinski, Ingo |
author_sort | Chen, Athena |
collection | PubMed |
description | SUMMARY: Because of their high abundance, easy accessibility in peripheral blood, and relative stability ex vivo, antibodies serve as excellent records of environmental exposures and immune responses. Phage Immuno-Precipitation Sequencing (PhIP-Seq) is the most efficient technique available for assessing antibody binding to hundreds of thousands of peptides at a cohort scale. PhIP-Seq is a high-throughput approach for assessing antibody reactivity to hundreds of thousands of candidate epitopes. Accurate detection of weakly reactive peptides is particularly important for characterizing the development and decline of antibody responses. Here, we present BEER (Bayesian Enrichment Estimation in R), a software package specifically developed for the quantification of peptide reactivity from PhIP-Seq experiments. BEER implements a hierarchical model and produces posterior probabilities for peptide reactivity and a fold change estimate to quantify the magnitude. BEER also offers functionality to infer peptide reactivity based on the edgeR package, though the improvement in speed is offset by slightly lower sensitivity compared to the Bayesian approach, specifically for weakly reactive peptides. AVAILABILITY AND IMPLEMENTATION: BEER is implemented in R and freely available from the Bioconductor repository at https://bioconductor.org/packages/release/bioc/html/beer.html. |
format | Online Article Text |
id | pubmed-9525010 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-95250102022-10-03 Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER Chen, Athena Kammers, Kai Larman, H Benjamin Scharpf, Robert B Ruczinski, Ingo Bioinformatics Applications Notes SUMMARY: Because of their high abundance, easy accessibility in peripheral blood, and relative stability ex vivo, antibodies serve as excellent records of environmental exposures and immune responses. Phage Immuno-Precipitation Sequencing (PhIP-Seq) is the most efficient technique available for assessing antibody binding to hundreds of thousands of peptides at a cohort scale. PhIP-Seq is a high-throughput approach for assessing antibody reactivity to hundreds of thousands of candidate epitopes. Accurate detection of weakly reactive peptides is particularly important for characterizing the development and decline of antibody responses. Here, we present BEER (Bayesian Enrichment Estimation in R), a software package specifically developed for the quantification of peptide reactivity from PhIP-Seq experiments. BEER implements a hierarchical model and produces posterior probabilities for peptide reactivity and a fold change estimate to quantify the magnitude. BEER also offers functionality to infer peptide reactivity based on the edgeR package, though the improvement in speed is offset by slightly lower sensitivity compared to the Bayesian approach, specifically for weakly reactive peptides. AVAILABILITY AND IMPLEMENTATION: BEER is implemented in R and freely available from the Bioconductor repository at https://bioconductor.org/packages/release/bioc/html/beer.html. Oxford University Press 2022-08-12 /pmc/articles/PMC9525010/ /pubmed/35959988 http://dx.doi.org/10.1093/bioinformatics/btac555 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Applications Notes Chen, Athena Kammers, Kai Larman, H Benjamin Scharpf, Robert B Ruczinski, Ingo Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title | Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title_full | Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title_fullStr | Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title_full_unstemmed | Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title_short | Detecting and quantifying antibody reactivity in PhIP-Seq data with BEER |
title_sort | detecting and quantifying antibody reactivity in phip-seq data with beer |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9525010/ https://www.ncbi.nlm.nih.gov/pubmed/35959988 http://dx.doi.org/10.1093/bioinformatics/btac555 |
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