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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...

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Autores principales: Młokosiewicz, Jakub, Deszyński, Piotr, Wilman, Wiktoria, Jaszczyszyn, Igor, Ganesan, Rajkumar, Kovaltsuk, Aleksandr, Leem, Jinwoo, Galson, Jacob D, Krawczyk, Konrad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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.
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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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