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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...

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Autores principales: 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.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
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.
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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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