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Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity
Type 1 diabetes (T1D) results from autoimmune destruction of β cells. Insufficient availability of biomarkers represents a significant gap in understanding the disease cause and progression. We conduct blinded, two-phase case-control plasma proteomics on the TEDDY study to identify biomarkers predic...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394168/ https://www.ncbi.nlm.nih.gov/pubmed/37390828 http://dx.doi.org/10.1016/j.xcrm.2023.101093 |
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author | Nakayasu, Ernesto S. Bramer, Lisa M. Ansong, Charles Schepmoes, Athena A. Fillmore, Thomas L. Gritsenko, Marina A. Clauss, Therese R. Gao, Yuqian Piehowski, Paul D. Stanfill, Bryan A. Engel, Dave W. Orton, Daniel J. Moore, Ronald J. Qian, Wei-Jun Sechi, Salvatore Frohnert, Brigitte I. Toppari, Jorma Ziegler, Anette-G. Lernmark, Åke Hagopian, William Akolkar, Beena Smith, Richard D. Rewers, Marian J. Webb-Robertson, Bobbie-Jo M. Metz, Thomas O. |
author_facet | Nakayasu, Ernesto S. Bramer, Lisa M. Ansong, Charles Schepmoes, Athena A. Fillmore, Thomas L. Gritsenko, Marina A. Clauss, Therese R. Gao, Yuqian Piehowski, Paul D. Stanfill, Bryan A. Engel, Dave W. Orton, Daniel J. Moore, Ronald J. Qian, Wei-Jun Sechi, Salvatore Frohnert, Brigitte I. Toppari, Jorma Ziegler, Anette-G. Lernmark, Åke Hagopian, William Akolkar, Beena Smith, Richard D. Rewers, Marian J. Webb-Robertson, Bobbie-Jo M. Metz, Thomas O. |
author_sort | Nakayasu, Ernesto S. |
collection | PubMed |
description | Type 1 diabetes (T1D) results from autoimmune destruction of β cells. Insufficient availability of biomarkers represents a significant gap in understanding the disease cause and progression. We conduct blinded, two-phase case-control plasma proteomics on the TEDDY study to identify biomarkers predictive of T1D development. Untargeted proteomics of 2,252 samples from 184 individuals identify 376 regulated proteins, showing alteration of complement, inflammatory signaling, and metabolic proteins even prior to autoimmunity onset. Extracellular matrix and antigen presentation proteins are differentially regulated in individuals who progress to T1D vs. those that remain in autoimmunity. Targeted proteomics measurements of 167 proteins in 6,426 samples from 990 individuals validate 83 biomarkers. A machine learning analysis predicts if individuals would remain in autoimmunity or develop T1D 6 months before autoantibody appearance, with areas under receiver operating characteristic curves of 0.871 and 0.918, respectively. Our study identifies and validates biomarkers, highlighting pathways affected during T1D development. |
format | Online Article Text |
id | pubmed-10394168 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-103941682023-08-03 Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity Nakayasu, Ernesto S. Bramer, Lisa M. Ansong, Charles Schepmoes, Athena A. Fillmore, Thomas L. Gritsenko, Marina A. Clauss, Therese R. Gao, Yuqian Piehowski, Paul D. Stanfill, Bryan A. Engel, Dave W. Orton, Daniel J. Moore, Ronald J. Qian, Wei-Jun Sechi, Salvatore Frohnert, Brigitte I. Toppari, Jorma Ziegler, Anette-G. Lernmark, Åke Hagopian, William Akolkar, Beena Smith, Richard D. Rewers, Marian J. Webb-Robertson, Bobbie-Jo M. Metz, Thomas O. Cell Rep Med Article Type 1 diabetes (T1D) results from autoimmune destruction of β cells. Insufficient availability of biomarkers represents a significant gap in understanding the disease cause and progression. We conduct blinded, two-phase case-control plasma proteomics on the TEDDY study to identify biomarkers predictive of T1D development. Untargeted proteomics of 2,252 samples from 184 individuals identify 376 regulated proteins, showing alteration of complement, inflammatory signaling, and metabolic proteins even prior to autoimmunity onset. Extracellular matrix and antigen presentation proteins are differentially regulated in individuals who progress to T1D vs. those that remain in autoimmunity. Targeted proteomics measurements of 167 proteins in 6,426 samples from 990 individuals validate 83 biomarkers. A machine learning analysis predicts if individuals would remain in autoimmunity or develop T1D 6 months before autoantibody appearance, with areas under receiver operating characteristic curves of 0.871 and 0.918, respectively. Our study identifies and validates biomarkers, highlighting pathways affected during T1D development. Elsevier 2023-06-29 /pmc/articles/PMC10394168/ /pubmed/37390828 http://dx.doi.org/10.1016/j.xcrm.2023.101093 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Nakayasu, Ernesto S. Bramer, Lisa M. Ansong, Charles Schepmoes, Athena A. Fillmore, Thomas L. Gritsenko, Marina A. Clauss, Therese R. Gao, Yuqian Piehowski, Paul D. Stanfill, Bryan A. Engel, Dave W. Orton, Daniel J. Moore, Ronald J. Qian, Wei-Jun Sechi, Salvatore Frohnert, Brigitte I. Toppari, Jorma Ziegler, Anette-G. Lernmark, Åke Hagopian, William Akolkar, Beena Smith, Richard D. Rewers, Marian J. Webb-Robertson, Bobbie-Jo M. Metz, Thomas O. Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title | Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title_full | Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title_fullStr | Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title_full_unstemmed | Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title_short | Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
title_sort | plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10394168/ https://www.ncbi.nlm.nih.gov/pubmed/37390828 http://dx.doi.org/10.1016/j.xcrm.2023.101093 |
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