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Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice
BACKGROUND: Next-generation sequencing (NGS) of antibody variable regions has emerged as a powerful tool in systems immunology by providing quantitative molecular information on polyclonal humoral immune responses. Reproducible and robust information on antibody repertoires is valuable for basic and...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233042/ https://www.ncbi.nlm.nih.gov/pubmed/25318652 http://dx.doi.org/10.1186/s12865-014-0040-5 |
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author | Greiff, Victor Menzel, Ulrike Haessler, Ulrike Cook, Skylar C Friedensohn, Simon Khan, Tarik A Pogson, Mark Hellmann, Ina Reddy, Sai T |
author_facet | Greiff, Victor Menzel, Ulrike Haessler, Ulrike Cook, Skylar C Friedensohn, Simon Khan, Tarik A Pogson, Mark Hellmann, Ina Reddy, Sai T |
author_sort | Greiff, Victor |
collection | PubMed |
description | BACKGROUND: Next-generation sequencing (NGS) of antibody variable regions has emerged as a powerful tool in systems immunology by providing quantitative molecular information on polyclonal humoral immune responses. Reproducible and robust information on antibody repertoires is valuable for basic and applied immunology studies: thus, it is essential to establish the reliability of antibody NGS data. RESULTS: We isolated RNA from antibody-secreting cells (ASCs) from either 1 mouse or a pool of 9 immunized mice in order to simulate both normal and high diversity populations. Next, we prepared three technical replicates of antibody libraries by RT-PCR from each diversity scenario, which were sequenced using the Illumina MiSeq platform resulting in >10(6) 250 bp paired-end reads per replicate. We then assessed the robustness of antibody repertoire data based on clonal identification defined by amino acid sequence of either full-length VDJ region or the complementarity determining region 3 (CDR3). Leveraging modeling approaches adapted from mathematical ecology, we found that in either diversity scenario both CDR3 and VDJ detection nears completeness indicating deep coverage of ASC repertoires. Additionally, we defined reliability thresholds for accurate quantification and ranking of CDR3s and VDJs. Importantly, we show that both factors–(i) replicate sequencing and (ii) sequencing depth–are crucial for robust CDR3 and VDJ detection and ranking. CONCLUSIONS: In summary, we established widely applicable experimental and computational guidelines for robust antibody NGS and analysis, which will help advance systems immunology studies related to the quantitative profiling of antibody responses following infection and vaccination. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12865-014-0040-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4233042 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-42330422014-11-18 Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice Greiff, Victor Menzel, Ulrike Haessler, Ulrike Cook, Skylar C Friedensohn, Simon Khan, Tarik A Pogson, Mark Hellmann, Ina Reddy, Sai T BMC Immunol Research Article BACKGROUND: Next-generation sequencing (NGS) of antibody variable regions has emerged as a powerful tool in systems immunology by providing quantitative molecular information on polyclonal humoral immune responses. Reproducible and robust information on antibody repertoires is valuable for basic and applied immunology studies: thus, it is essential to establish the reliability of antibody NGS data. RESULTS: We isolated RNA from antibody-secreting cells (ASCs) from either 1 mouse or a pool of 9 immunized mice in order to simulate both normal and high diversity populations. Next, we prepared three technical replicates of antibody libraries by RT-PCR from each diversity scenario, which were sequenced using the Illumina MiSeq platform resulting in >10(6) 250 bp paired-end reads per replicate. We then assessed the robustness of antibody repertoire data based on clonal identification defined by amino acid sequence of either full-length VDJ region or the complementarity determining region 3 (CDR3). Leveraging modeling approaches adapted from mathematical ecology, we found that in either diversity scenario both CDR3 and VDJ detection nears completeness indicating deep coverage of ASC repertoires. Additionally, we defined reliability thresholds for accurate quantification and ranking of CDR3s and VDJs. Importantly, we show that both factors–(i) replicate sequencing and (ii) sequencing depth–are crucial for robust CDR3 and VDJ detection and ranking. CONCLUSIONS: In summary, we established widely applicable experimental and computational guidelines for robust antibody NGS and analysis, which will help advance systems immunology studies related to the quantitative profiling of antibody responses following infection and vaccination. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12865-014-0040-5) contains supplementary material, which is available to authorized users. BioMed Central 2014-10-16 /pmc/articles/PMC4233042/ /pubmed/25318652 http://dx.doi.org/10.1186/s12865-014-0040-5 Text en © Greiff et al.; licensee BioMed Central Ltd. 2014 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Greiff, Victor Menzel, Ulrike Haessler, Ulrike Cook, Skylar C Friedensohn, Simon Khan, Tarik A Pogson, Mark Hellmann, Ina Reddy, Sai T Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title | Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title_full | Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title_fullStr | Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title_full_unstemmed | Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title_short | Quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
title_sort | quantitative assessment of the robustness of next-generation sequencing of antibody variable gene repertoires from immunized mice |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4233042/ https://www.ncbi.nlm.nih.gov/pubmed/25318652 http://dx.doi.org/10.1186/s12865-014-0040-5 |
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