The dual role of autoimmune regulator in maintaining normal expression level of tissue-restricted autoantigen in the thymus: A modeling investigation
•Mathematical models are developed to study the effect of AIRE binding affinity on negative selection.•We show that the models exhibit bistability with a healthy (successful negative selection) and autoimmune (failure of negative selection) states.•We demonstrate that bistability is a reflection of...
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description | •Mathematical models are developed to study the effect of AIRE binding affinity on negative selection.•We show that the models exhibit bistability with a healthy (successful negative selection) and autoimmune (failure of negative selection) states.•We demonstrate that bistability is a reflection of the dual role of AIRE in the transcriptional regulation of tissue-restricted antigens.•We predict that AIRE-mRNA expression level is lower in the healthy than in the autoimmune states.•We conclude that negative selection is extremely sensitive to parameter perturbations in T-cell avidity.
The expression level of tissue-restricted autoantigens (TSA) in the thymus is crucial for the negative selection of autoreactive T cells during central tolerance. The autoimmune regulator factor (AIRE) plays an important role in the positive regulation of these TSA in medullary thymic epithelial cells and, consequently, in the negative selection of high-avidity autoreactive T cells. Recent studies, however, revealed that thymic islet cell autoantigen (ICA69) expression level in non-obese diabetic (NOD) mice, prone to developing type 1 diabetes (T1D), is reduced due to an increase in the binding affinity of AIRE to the Ica1-promoter region, which regulates ICA69 protein synthesis. This seemed to suggest that AIRE acts as a transcriptional repressor of Ica1 gene in the thymus, causing down regulation in the expression level of ICA69. To investigate this hypothesis and the apparent dual role of AIRE in negative selection, we develop a series of mathematical models of increasing complexity describing the temporal dynamics of self-reactive T cells, AIRE-mRNA and AIRE-(in)dependent thymic TSA-associated genes. The goal is to understand how changing the binding affinity of AIRE to Ica1-promoter affects both T-cell tolerance and the dual role of the transcription factor. Using stability analysis and numerical computations, we show that the model possesses a bistable switch, consisting of healthy and autoimmune states, in the expression level of Ica1 gene with respect to AIRE binding affinity, and that it can capture the experimentally observed dual role of AIRE. We also show that the model must contain a positive feedback loop exerted by T cells on AIRE expression (e.g., via lymphotoxin released by T cells) to produce bistability. Our results suggest that the expression-level of AIRE-mRNA in the healthy state is lower than that of the autoimmune state, and that negative selection is ve |
doi_str_mv | 10.1016/j.mbs.2016.10.002 |
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The expression level of tissue-restricted autoantigens (TSA) in the thymus is crucial for the negative selection of autoreactive T cells during central tolerance. The autoimmune regulator factor (AIRE) plays an important role in the positive regulation of these TSA in medullary thymic epithelial cells and, consequently, in the negative selection of high-avidity autoreactive T cells. Recent studies, however, revealed that thymic islet cell autoantigen (ICA69) expression level in non-obese diabetic (NOD) mice, prone to developing type 1 diabetes (T1D), is reduced due to an increase in the binding affinity of AIRE to the Ica1-promoter region, which regulates ICA69 protein synthesis. This seemed to suggest that AIRE acts as a transcriptional repressor of Ica1 gene in the thymus, causing down regulation in the expression level of ICA69. To investigate this hypothesis and the apparent dual role of AIRE in negative selection, we develop a series of mathematical models of increasing complexity describing the temporal dynamics of self-reactive T cells, AIRE-mRNA and AIRE-(in)dependent thymic TSA-associated genes. The goal is to understand how changing the binding affinity of AIRE to Ica1-promoter affects both T-cell tolerance and the dual role of the transcription factor. Using stability analysis and numerical computations, we show that the model possesses a bistable switch, consisting of healthy and autoimmune states, in the expression level of Ica1 gene with respect to AIRE binding affinity, and that it can capture the experimentally observed dual role of AIRE. We also show that the model must contain a positive feedback loop exerted by T cells on AIRE expression (e.g., via lymphotoxin released by T cells) to produce bistability. Our results suggest that the expression-level of AIRE-mRNA in the healthy state is lower than that of the autoimmune state, and that negative selection is very sensitive to parameter perturbations in T-cell avidity.</description><identifier>ISSN: 0025-5564</identifier><identifier>EISSN: 1879-3134</identifier><identifier>DOI: 10.1016/j.mbs.2016.10.002</identifier><identifier>PMID: 27765528</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Affinity ; AIRE Protein ; Animal models ; Animals ; Autoantigens ; Autoantigens - metabolism ; Autoimmune diseases ; Autoimmune regulator ; Avidity ; Binding ; Bistability ; Bistable switch ; Clonal selection ; Diabetes mellitus ; Diabetes mellitus (insulin dependent) ; Epithelial cells ; Feedback loops ; Gene expression ; ICA1 protein ; Immunological tolerance ; Lymphocytes ; Lymphocytes T ; Lymphotoxin ; Mathematical model ; Mathematical models ; Mice ; Models, Theoretical ; Negative selection ; Parameter sensitivity ; Positive feedback ; Protein biosynthesis ; Protein synthesis ; Proteins ; Series (mathematics) ; Stability analysis ; Studies ; T cell receptors ; T-cell avidity ; Thymic negative selection ; Thymus ; Thymus Gland - immunology ; Thymus Gland - metabolism ; Tissue-restricted antigens ; Transcription Factors - physiology</subject><ispartof>Mathematical biosciences, 2017-05, Vol.287, p.12-23</ispartof><rights>2016 Elsevier Inc.</rights><rights>Copyright © 2016 Elsevier Inc. All rights reserved.</rights><rights>Copyright Elsevier Science Ltd. May 2017</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c479t-9821221bd1f8922cb2ba999a913036efdf0e42ec2d3045a31b8b6ded34ee9b8d3</citedby><cites>FETCH-LOGICAL-c479t-9821221bd1f8922cb2ba999a913036efdf0e42ec2d3045a31b8b6ded34ee9b8d3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0025556416302413$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,776,780,881,3537,27901,27902,65534</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27765528$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Mitre, Tina M.</creatorcontrib><creatorcontrib>Pietropaolo, Massimo</creatorcontrib><creatorcontrib>Khadra, Anmar</creatorcontrib><title>The dual role of autoimmune regulator in maintaining normal expression level of tissue-restricted autoantigen in the thymus: A modeling investigation</title><title>Mathematical biosciences</title><addtitle>Math Biosci</addtitle><description>•Mathematical models are developed to study the effect of AIRE binding affinity on negative selection.•We show that the models exhibit bistability with a healthy (successful negative selection) and autoimmune (failure of negative selection) states.•We demonstrate that bistability is a reflection of the dual role of AIRE in the transcriptional regulation of tissue-restricted antigens.•We predict that AIRE-mRNA expression level is lower in the healthy than in the autoimmune states.•We conclude that negative selection is extremely sensitive to parameter perturbations in T-cell avidity.
The expression level of tissue-restricted autoantigens (TSA) in the thymus is crucial for the negative selection of autoreactive T cells during central tolerance. The autoimmune regulator factor (AIRE) plays an important role in the positive regulation of these TSA in medullary thymic epithelial cells and, consequently, in the negative selection of high-avidity autoreactive T cells. Recent studies, however, revealed that thymic islet cell autoantigen (ICA69) expression level in non-obese diabetic (NOD) mice, prone to developing type 1 diabetes (T1D), is reduced due to an increase in the binding affinity of AIRE to the Ica1-promoter region, which regulates ICA69 protein synthesis. This seemed to suggest that AIRE acts as a transcriptional repressor of Ica1 gene in the thymus, causing down regulation in the expression level of ICA69. To investigate this hypothesis and the apparent dual role of AIRE in negative selection, we develop a series of mathematical models of increasing complexity describing the temporal dynamics of self-reactive T cells, AIRE-mRNA and AIRE-(in)dependent thymic TSA-associated genes. The goal is to understand how changing the binding affinity of AIRE to Ica1-promoter affects both T-cell tolerance and the dual role of the transcription factor. Using stability analysis and numerical computations, we show that the model possesses a bistable switch, consisting of healthy and autoimmune states, in the expression level of Ica1 gene with respect to AIRE binding affinity, and that it can capture the experimentally observed dual role of AIRE. We also show that the model must contain a positive feedback loop exerted by T cells on AIRE expression (e.g., via lymphotoxin released by T cells) to produce bistability. Our results suggest that the expression-level of AIRE-mRNA in the healthy state is lower than that of the autoimmune state, and that negative selection is very sensitive to parameter perturbations in T-cell avidity.</description><subject>Affinity</subject><subject>AIRE Protein</subject><subject>Animal models</subject><subject>Animals</subject><subject>Autoantigens</subject><subject>Autoantigens - metabolism</subject><subject>Autoimmune diseases</subject><subject>Autoimmune regulator</subject><subject>Avidity</subject><subject>Binding</subject><subject>Bistability</subject><subject>Bistable switch</subject><subject>Clonal selection</subject><subject>Diabetes mellitus</subject><subject>Diabetes mellitus (insulin dependent)</subject><subject>Epithelial cells</subject><subject>Feedback loops</subject><subject>Gene expression</subject><subject>ICA1 protein</subject><subject>Immunological tolerance</subject><subject>Lymphocytes</subject><subject>Lymphocytes T</subject><subject>Lymphotoxin</subject><subject>Mathematical model</subject><subject>Mathematical models</subject><subject>Mice</subject><subject>Models, Theoretical</subject><subject>Negative selection</subject><subject>Parameter sensitivity</subject><subject>Positive feedback</subject><subject>Protein biosynthesis</subject><subject>Protein synthesis</subject><subject>Proteins</subject><subject>Series (mathematics)</subject><subject>Stability analysis</subject><subject>Studies</subject><subject>T cell receptors</subject><subject>T-cell avidity</subject><subject>Thymic negative selection</subject><subject>Thymus</subject><subject>Thymus Gland - immunology</subject><subject>Thymus Gland - metabolism</subject><subject>Tissue-restricted antigens</subject><subject>Transcription Factors - physiology</subject><issn>0025-5564</issn><issn>1879-3134</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2017</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kU-P1CAYxhujcWdXP4AXQ-LFS0egpQVNTDYbV0028bKeCS1vO0z4MwKduB_E7yt11o168ECAl-f5wctTVS8I3hJMujf7rRvSlpZl2W8xpo-qDeG9qBvStI-rTamwmrGuPavOU9pjTHpCuqfVGe37jjHKN9WP2x0gvSiLYrCAwoTUkoNxbvGAIsyLVTlEZDxyyvhchvEz8iG6YoHvhwgpmeCRhSPY1Z5NSgvUpZ6jGTPoX0Dls5nBr5xcLsy7O7ekt-gSuaDBrkjjj8ViZpUL7ln1ZFI2wfP7-aL6ev3h9upTffPl4-ery5t6bHuRa8EpoZQMmkxcUDoOdFBCCCVIg5sOJj1haCmMVDe4ZaohAx86DbppAcTAdXNRvT9xD8vgQI_gc1RWHqJxKt7JoIz8-8SbnZzDUbJG0LblBfD6HhDDt6U0IJ1JI1irPIQlScIbxkjPKC3SV_9I92GJvrQnKWY955TRvqjISTXGkFKE6eExBMs1dLmXJXS5hr6WSsTF8_LPLh4cv1MugncnAZS_PBqIMo0G_AjaRBiz1MH8B_8TBK_Bvw</recordid><startdate>20170501</startdate><enddate>20170501</enddate><creator>Mitre, Tina M.</creator><creator>Pietropaolo, Massimo</creator><creator>Khadra, Anmar</creator><general>Elsevier Inc</general><general>Elsevier Science Ltd</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QL</scope><scope>7QO</scope><scope>7QP</scope><scope>7SN</scope><scope>7TK</scope><scope>7TM</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>M7N</scope><scope>P64</scope><scope>RC3</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20170501</creationdate><title>The dual role of autoimmune regulator in maintaining normal expression level of tissue-restricted autoantigen in the thymus: A modeling investigation</title><author>Mitre, Tina M. ; Pietropaolo, Massimo ; Khadra, Anmar</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c479t-9821221bd1f8922cb2ba999a913036efdf0e42ec2d3045a31b8b6ded34ee9b8d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Affinity</topic><topic>AIRE Protein</topic><topic>Animal models</topic><topic>Animals</topic><topic>Autoantigens</topic><topic>Autoantigens - metabolism</topic><topic>Autoimmune diseases</topic><topic>Autoimmune regulator</topic><topic>Avidity</topic><topic>Binding</topic><topic>Bistability</topic><topic>Bistable switch</topic><topic>Clonal selection</topic><topic>Diabetes mellitus</topic><topic>Diabetes mellitus (insulin dependent)</topic><topic>Epithelial cells</topic><topic>Feedback loops</topic><topic>Gene expression</topic><topic>ICA1 protein</topic><topic>Immunological tolerance</topic><topic>Lymphocytes</topic><topic>Lymphocytes T</topic><topic>Lymphotoxin</topic><topic>Mathematical model</topic><topic>Mathematical models</topic><topic>Mice</topic><topic>Models, Theoretical</topic><topic>Negative selection</topic><topic>Parameter sensitivity</topic><topic>Positive feedback</topic><topic>Protein biosynthesis</topic><topic>Protein synthesis</topic><topic>Proteins</topic><topic>Series (mathematics)</topic><topic>Stability analysis</topic><topic>Studies</topic><topic>T cell receptors</topic><topic>T-cell avidity</topic><topic>Thymic negative selection</topic><topic>Thymus</topic><topic>Thymus Gland - immunology</topic><topic>Thymus Gland - metabolism</topic><topic>Tissue-restricted antigens</topic><topic>Transcription Factors - physiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Mitre, Tina M.</creatorcontrib><creatorcontrib>Pietropaolo, Massimo</creatorcontrib><creatorcontrib>Khadra, Anmar</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Calcium & Calcified Tissue Abstracts</collection><collection>Ecology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Mathematical biosciences</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Mitre, Tina M.</au><au>Pietropaolo, Massimo</au><au>Khadra, Anmar</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The dual role of autoimmune regulator in maintaining normal expression level of tissue-restricted autoantigen in the thymus: A modeling investigation</atitle><jtitle>Mathematical biosciences</jtitle><addtitle>Math Biosci</addtitle><date>2017-05-01</date><risdate>2017</risdate><volume>287</volume><spage>12</spage><epage>23</epage><pages>12-23</pages><issn>0025-5564</issn><eissn>1879-3134</eissn><abstract>•Mathematical models are developed to study the effect of AIRE binding affinity on negative selection.•We show that the models exhibit bistability with a healthy (successful negative selection) and autoimmune (failure of negative selection) states.•We demonstrate that bistability is a reflection of the dual role of AIRE in the transcriptional regulation of tissue-restricted antigens.•We predict that AIRE-mRNA expression level is lower in the healthy than in the autoimmune states.•We conclude that negative selection is extremely sensitive to parameter perturbations in T-cell avidity.
The expression level of tissue-restricted autoantigens (TSA) in the thymus is crucial for the negative selection of autoreactive T cells during central tolerance. The autoimmune regulator factor (AIRE) plays an important role in the positive regulation of these TSA in medullary thymic epithelial cells and, consequently, in the negative selection of high-avidity autoreactive T cells. Recent studies, however, revealed that thymic islet cell autoantigen (ICA69) expression level in non-obese diabetic (NOD) mice, prone to developing type 1 diabetes (T1D), is reduced due to an increase in the binding affinity of AIRE to the Ica1-promoter region, which regulates ICA69 protein synthesis. This seemed to suggest that AIRE acts as a transcriptional repressor of Ica1 gene in the thymus, causing down regulation in the expression level of ICA69. To investigate this hypothesis and the apparent dual role of AIRE in negative selection, we develop a series of mathematical models of increasing complexity describing the temporal dynamics of self-reactive T cells, AIRE-mRNA and AIRE-(in)dependent thymic TSA-associated genes. The goal is to understand how changing the binding affinity of AIRE to Ica1-promoter affects both T-cell tolerance and the dual role of the transcription factor. Using stability analysis and numerical computations, we show that the model possesses a bistable switch, consisting of healthy and autoimmune states, in the expression level of Ica1 gene with respect to AIRE binding affinity, and that it can capture the experimentally observed dual role of AIRE. We also show that the model must contain a positive feedback loop exerted by T cells on AIRE expression (e.g., via lymphotoxin released by T cells) to produce bistability. Our results suggest that the expression-level of AIRE-mRNA in the healthy state is lower than that of the autoimmune state, and that negative selection is very sensitive to parameter perturbations in T-cell avidity.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>27765528</pmid><doi>10.1016/j.mbs.2016.10.002</doi><tpages>12</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Affinity AIRE Protein Animal models Animals Autoantigens Autoantigens - metabolism Autoimmune diseases Autoimmune regulator Avidity Binding Bistability Bistable switch Clonal selection Diabetes mellitus Diabetes mellitus (insulin dependent) Epithelial cells Feedback loops Gene expression ICA1 protein Immunological tolerance Lymphocytes Lymphocytes T Lymphotoxin Mathematical model Mathematical models Mice Models, Theoretical Negative selection Parameter sensitivity Positive feedback Protein biosynthesis Protein synthesis Proteins Series (mathematics) Stability analysis Studies T cell receptors T-cell avidity Thymic negative selection Thymus Thymus Gland - immunology Thymus Gland - metabolism Tissue-restricted antigens Transcription Factors - physiology |
title | The dual role of autoimmune regulator in maintaining normal expression level of tissue-restricted autoantigen in the thymus: A modeling investigation |
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