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AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design
MOTIVATION: Rational design of therapeutic antibodies can be improved by harnessing the natural sequence diversity of these molecules. Our understanding of the diversity of antibodies has recently been greatly facilitated through the deposition of hundreds of millions of human antibody sequences in...
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/PMC9048670/ https://www.ncbi.nlm.nih.gov/pubmed/35274671 http://dx.doi.org/10.1093/bioinformatics/btac151 |
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author | Młokosiewicz, Jakub Deszyński, Piotr Wilman, Wiktoria Jaszczyszyn, Igor Ganesan, Rajkumar Kovaltsuk, Aleksandr Leem, Jinwoo Galson, Jacob D Krawczyk, Konrad |
author_facet | Młokosiewicz, Jakub Deszyński, Piotr Wilman, Wiktoria Jaszczyszyn, Igor Ganesan, Rajkumar Kovaltsuk, Aleksandr Leem, Jinwoo Galson, Jacob D Krawczyk, Konrad |
author_sort | Młokosiewicz, Jakub |
collection | PubMed |
description | MOTIVATION: Rational design of therapeutic antibodies can be improved by harnessing the natural sequence diversity of these molecules. Our understanding of the diversity of antibodies has recently been greatly facilitated through the deposition of hundreds of millions of human antibody sequences in next-generation sequencing (NGS) repositories. Contrasting a query therapeutic antibody sequence to naturally observed diversity in similar antibody sequences from NGS can provide a mutational roadmap for antibody engineers designing biotherapeutics. Because of the sheer scale of the antibody NGS datasets, performing queries across them is computationally challenging. RESULTS: To facilitate harnessing antibody NGS data, we developed AbDiver (http://naturalantibody.com/abdiver), a free portal allowing users to compare their query sequences to those observed in the natural repertoires. AbDiver offers three antibody-specific use-cases: (i) compare a query antibody to positional variability statistics precomputed from multiple independent studies, (ii) retrieve close full variable sequence matches to a query antibody and (iii) retrieve CDR3 or clonotype matches to a query antibody. We applied our system to a set of 742 therapeutic antibodies, demonstrating that for each use-case our system can retrieve relevant results for most sequences. AbDiver facilitates the navigation of vast antibody mutation space for the purpose of rational therapeutic antibody design. AVAILABILITY AND IMPLEMENTATION: AbDiver is freely accessible at http://naturalantibody.com/abdiver. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-9048670 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-90486702022-04-29 AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design Młokosiewicz, Jakub Deszyński, Piotr Wilman, Wiktoria Jaszczyszyn, Igor Ganesan, Rajkumar Kovaltsuk, Aleksandr Leem, Jinwoo Galson, Jacob D Krawczyk, Konrad Bioinformatics Applications Notes MOTIVATION: Rational design of therapeutic antibodies can be improved by harnessing the natural sequence diversity of these molecules. Our understanding of the diversity of antibodies has recently been greatly facilitated through the deposition of hundreds of millions of human antibody sequences in next-generation sequencing (NGS) repositories. Contrasting a query therapeutic antibody sequence to naturally observed diversity in similar antibody sequences from NGS can provide a mutational roadmap for antibody engineers designing biotherapeutics. Because of the sheer scale of the antibody NGS datasets, performing queries across them is computationally challenging. RESULTS: To facilitate harnessing antibody NGS data, we developed AbDiver (http://naturalantibody.com/abdiver), a free portal allowing users to compare their query sequences to those observed in the natural repertoires. AbDiver offers three antibody-specific use-cases: (i) compare a query antibody to positional variability statistics precomputed from multiple independent studies, (ii) retrieve close full variable sequence matches to a query antibody and (iii) retrieve CDR3 or clonotype matches to a query antibody. We applied our system to a set of 742 therapeutic antibodies, demonstrating that for each use-case our system can retrieve relevant results for most sequences. AbDiver facilitates the navigation of vast antibody mutation space for the purpose of rational therapeutic antibody design. AVAILABILITY AND IMPLEMENTATION: AbDiver is freely accessible at http://naturalantibody.com/abdiver. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-03-11 /pmc/articles/PMC9048670/ /pubmed/35274671 http://dx.doi.org/10.1093/bioinformatics/btac151 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Applications Notes Młokosiewicz, Jakub Deszyński, Piotr Wilman, Wiktoria Jaszczyszyn, Igor Ganesan, Rajkumar Kovaltsuk, Aleksandr Leem, Jinwoo Galson, Jacob D Krawczyk, Konrad AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title | AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title_full | AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title_fullStr | AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title_full_unstemmed | AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title_short | AbDiver: a tool to explore the natural antibody landscape to aid therapeutic design |
title_sort | abdiver: a tool to explore the natural antibody landscape to aid therapeutic design |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9048670/ https://www.ncbi.nlm.nih.gov/pubmed/35274671 http://dx.doi.org/10.1093/bioinformatics/btac151 |
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