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Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease

Infantile-onset Pompe disease (IOPD) is a glycogen storage disease caused by a deficiency of acid alpha-glucosidase (GAA). Treatment with recombinant human GAA (rhGAA, alglucosidase alfa) enzyme replacement therapy (ERT) significantly improves clinical outcomes; however, many IOPD children treated w...

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Autores principales: De Groot, Anne S., Desai, Ankit K., Lelias, Sandra, Miah, S. M. Shahjahan, Terry, Frances E., Khan, Sundos, Li, Cindy, Yi, John S., Ardito, Matt, Martin, William D., Kishnani, Priya S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8242953/
https://www.ncbi.nlm.nih.gov/pubmed/34220802
http://dx.doi.org/10.3389/fimmu.2021.636731
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author De Groot, Anne S.
Desai, Ankit K.
Lelias, Sandra
Miah, S. M. Shahjahan
Terry, Frances E.
Khan, Sundos
Li, Cindy
Yi, John S.
Ardito, Matt
Martin, William D.
Kishnani, Priya S.
author_facet De Groot, Anne S.
Desai, Ankit K.
Lelias, Sandra
Miah, S. M. Shahjahan
Terry, Frances E.
Khan, Sundos
Li, Cindy
Yi, John S.
Ardito, Matt
Martin, William D.
Kishnani, Priya S.
author_sort De Groot, Anne S.
collection PubMed
description Infantile-onset Pompe disease (IOPD) is a glycogen storage disease caused by a deficiency of acid alpha-glucosidase (GAA). Treatment with recombinant human GAA (rhGAA, alglucosidase alfa) enzyme replacement therapy (ERT) significantly improves clinical outcomes; however, many IOPD children treated with rhGAA develop anti-drug antibodies (ADA) that render the therapy ineffective. Antibodies to rhGAA are driven by T cell responses to sequences in rhGAA that differ from the individuals’ native GAA (nGAA). The goal of this study was to develop a tool for personalized immunogenicity risk assessment (PIMA) that quantifies T cell epitopes that differ between nGAA and rhGAA using information about an individual’s native GAA gene and their HLA DR haplotype, and to use this information to predict the risk of developing ADA. Four versions of PIMA have been developed. They use EpiMatrix, a computational tool for T cell epitope identification, combined with an HLA-restricted epitope-specific scoring feature (iTEM), to assess ADA risk. One version of PIMA also integrates JanusMatrix, a Treg epitope prediction tool to identify putative immunomodulatory (regulatory) T cell epitopes in self-proteins. Using the JanusMatrix-adjusted version of PIMA in a logistic regression model with data from 48 cross-reactive immunological material (CRIM)-positive IOPD subjects, those with scores greater than 10 were 4-fold more likely to develop ADA (p<0.03) than those that had scores less than 10. We also confirmed the hypothesis that some GAA epitopes are immunomodulatory. Twenty-one epitopes were tested, of which four were determined to have an immunomodulatory effect on T effector response in vitro. The implementation of PIMA V3J on a secure-access website would allow clinicians to input the individual HLA DR haplotype of their IOPD patient and the GAA pathogenic variants associated with each GAA allele to calculate the patient’s relative risk of developing ADA, enhancing clinical decision-making prior to initiating treatment with ERT. A better understanding of immunogenicity risk will allow the implementation of targeted immunomodulatory approaches in ERT-naïve settings, especially in CRIM-positive patients, which may in turn improve the overall clinical outcomes by minimizing the development of ADA. The PIMA approach may also be useful for other types of enzyme or factor replacement therapies.
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spelling pubmed-82429532021-07-01 Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease De Groot, Anne S. Desai, Ankit K. Lelias, Sandra Miah, S. M. Shahjahan Terry, Frances E. Khan, Sundos Li, Cindy Yi, John S. Ardito, Matt Martin, William D. Kishnani, Priya S. Front Immunol Immunology Infantile-onset Pompe disease (IOPD) is a glycogen storage disease caused by a deficiency of acid alpha-glucosidase (GAA). Treatment with recombinant human GAA (rhGAA, alglucosidase alfa) enzyme replacement therapy (ERT) significantly improves clinical outcomes; however, many IOPD children treated with rhGAA develop anti-drug antibodies (ADA) that render the therapy ineffective. Antibodies to rhGAA are driven by T cell responses to sequences in rhGAA that differ from the individuals’ native GAA (nGAA). The goal of this study was to develop a tool for personalized immunogenicity risk assessment (PIMA) that quantifies T cell epitopes that differ between nGAA and rhGAA using information about an individual’s native GAA gene and their HLA DR haplotype, and to use this information to predict the risk of developing ADA. Four versions of PIMA have been developed. They use EpiMatrix, a computational tool for T cell epitope identification, combined with an HLA-restricted epitope-specific scoring feature (iTEM), to assess ADA risk. One version of PIMA also integrates JanusMatrix, a Treg epitope prediction tool to identify putative immunomodulatory (regulatory) T cell epitopes in self-proteins. Using the JanusMatrix-adjusted version of PIMA in a logistic regression model with data from 48 cross-reactive immunological material (CRIM)-positive IOPD subjects, those with scores greater than 10 were 4-fold more likely to develop ADA (p<0.03) than those that had scores less than 10. We also confirmed the hypothesis that some GAA epitopes are immunomodulatory. Twenty-one epitopes were tested, of which four were determined to have an immunomodulatory effect on T effector response in vitro. The implementation of PIMA V3J on a secure-access website would allow clinicians to input the individual HLA DR haplotype of their IOPD patient and the GAA pathogenic variants associated with each GAA allele to calculate the patient’s relative risk of developing ADA, enhancing clinical decision-making prior to initiating treatment with ERT. A better understanding of immunogenicity risk will allow the implementation of targeted immunomodulatory approaches in ERT-naïve settings, especially in CRIM-positive patients, which may in turn improve the overall clinical outcomes by minimizing the development of ADA. The PIMA approach may also be useful for other types of enzyme or factor replacement therapies. Frontiers Media S.A. 2021-06-16 /pmc/articles/PMC8242953/ /pubmed/34220802 http://dx.doi.org/10.3389/fimmu.2021.636731 Text en Copyright © 2021 De Groot, Desai, Lelias, Miah, Terry, Khan, Li, Yi, Ardito, Martin and Kishnani https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
De Groot, Anne S.
Desai, Ankit K.
Lelias, Sandra
Miah, S. M. Shahjahan
Terry, Frances E.
Khan, Sundos
Li, Cindy
Yi, John S.
Ardito, Matt
Martin, William D.
Kishnani, Priya S.
Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title_full Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title_fullStr Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title_full_unstemmed Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title_short Immune Tolerance-Adjusted Personalized Immunogenicity Prediction for Pompe Disease
title_sort immune tolerance-adjusted personalized immunogenicity prediction for pompe disease
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8242953/
https://www.ncbi.nlm.nih.gov/pubmed/34220802
http://dx.doi.org/10.3389/fimmu.2021.636731
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