Cargando…

The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling

Therapeutic protein products (TPP) have been widely used to treat a variety of human diseases, including cancer, hemophilia, and autoimmune diseases. However, TPP can induce unwanted immune responses that can impact both drug efficacy and patient safety. The presence of aggregates is of particular c...

Descripción completa

Detalles Bibliográficos
Autores principales: Yin, Liusong, Chen, Xiaoying, Tiwari, Abhinav, Vicini, Paolo, Hickling, Timothy P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4670651/
https://www.ncbi.nlm.nih.gov/pubmed/26682236
http://dx.doi.org/10.1155/2015/401956
_version_ 1782404284434874368
author Yin, Liusong
Chen, Xiaoying
Tiwari, Abhinav
Vicini, Paolo
Hickling, Timothy P.
author_facet Yin, Liusong
Chen, Xiaoying
Tiwari, Abhinav
Vicini, Paolo
Hickling, Timothy P.
author_sort Yin, Liusong
collection PubMed
description Therapeutic protein products (TPP) have been widely used to treat a variety of human diseases, including cancer, hemophilia, and autoimmune diseases. However, TPP can induce unwanted immune responses that can impact both drug efficacy and patient safety. The presence of aggregates is of particular concern as they have been implicated in inducing both T cell-independent and T cell-dependent immune responses. We used mathematical modeling to evaluate several mechanisms through which aggregates of TPP could contribute to the development of immunogenicity. Modeling interactions between aggregates and B cell receptors demonstrated that aggregates are unlikely to induce T cell-independent immune responses by cross-linking B cell receptors because the amount of signal transducing complex that can form under physiologically relevant conditions is limited. We systematically evaluate the role of aggregates in inducing T cell-dependent immune responses using a recently developed multiscale mechanistic mathematical model. Our analysis indicates that aggregates could contribute to T cell-dependent immune response by inducing high affinity epitopes which may not be present in the nonaggregated TPP and/or by enhancing danger signals to break tolerance. In summary, our computational analysis is suggestive of novel insights into the mechanisms underlying aggregate-induced immunogenicity, which could be used to develop mitigation strategies.
format Online
Article
Text
id pubmed-4670651
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher Hindawi Publishing Corporation
record_format MEDLINE/PubMed
spelling pubmed-46706512015-12-17 The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling Yin, Liusong Chen, Xiaoying Tiwari, Abhinav Vicini, Paolo Hickling, Timothy P. J Immunol Res Research Article Therapeutic protein products (TPP) have been widely used to treat a variety of human diseases, including cancer, hemophilia, and autoimmune diseases. However, TPP can induce unwanted immune responses that can impact both drug efficacy and patient safety. The presence of aggregates is of particular concern as they have been implicated in inducing both T cell-independent and T cell-dependent immune responses. We used mathematical modeling to evaluate several mechanisms through which aggregates of TPP could contribute to the development of immunogenicity. Modeling interactions between aggregates and B cell receptors demonstrated that aggregates are unlikely to induce T cell-independent immune responses by cross-linking B cell receptors because the amount of signal transducing complex that can form under physiologically relevant conditions is limited. We systematically evaluate the role of aggregates in inducing T cell-dependent immune responses using a recently developed multiscale mechanistic mathematical model. Our analysis indicates that aggregates could contribute to T cell-dependent immune response by inducing high affinity epitopes which may not be present in the nonaggregated TPP and/or by enhancing danger signals to break tolerance. In summary, our computational analysis is suggestive of novel insights into the mechanisms underlying aggregate-induced immunogenicity, which could be used to develop mitigation strategies. Hindawi Publishing Corporation 2015 2015-11-22 /pmc/articles/PMC4670651/ /pubmed/26682236 http://dx.doi.org/10.1155/2015/401956 Text en Copyright © 2015 Liusong Yin et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Yin, Liusong
Chen, Xiaoying
Tiwari, Abhinav
Vicini, Paolo
Hickling, Timothy P.
The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title_full The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title_fullStr The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title_full_unstemmed The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title_short The Role of Aggregates of Therapeutic Protein Products in Immunogenicity: An Evaluation by Mathematical Modeling
title_sort role of aggregates of therapeutic protein products in immunogenicity: an evaluation by mathematical modeling
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4670651/
https://www.ncbi.nlm.nih.gov/pubmed/26682236
http://dx.doi.org/10.1155/2015/401956
work_keys_str_mv AT yinliusong theroleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT chenxiaoying theroleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT tiwariabhinav theroleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT vicinipaolo theroleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT hicklingtimothyp theroleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT yinliusong roleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT chenxiaoying roleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT tiwariabhinav roleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT vicinipaolo roleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling
AT hicklingtimothyp roleofaggregatesoftherapeuticproteinproductsinimmunogenicityanevaluationbymathematicalmodeling