A1 Vertaisarvioitu alkuperäisartikkeli tieteellisessä lehdessä

Plasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity




TekijätNakayasu E.S., Bramer L.M., Ansong C., Schepmoes A.A., Fillmore T.L., Gritsenko M.A., Clauss T.R., Gao Y., Piehowski P.D., Stanfill B.A., Engel D.W., Orton D.J., Moore R.J., Qian W.J., Sechi S., Frohnert B.I., Toppari J., Ziegler A.G., Lernmark Å., Hagopian W., Akolkar B., Smith R.D., Rewers M.J., Webb-Robertson B.J.M., Metz T.O.

KustantajaCell Press

Julkaisuvuosi2023

JournalCell Reports Medicine

Tietokannassa oleva lehden nimiCell Reports Medicine

Artikkelin numero101093

Vuosikerta4

Numero7

ISSN2666-3791

eISSN2666-3791

DOIhttps://doi.org/10.1016/j.xcrm.2023.101093

Verkko-osoitehttps://www.sciencedirect.com/science/article/pii/S2666379123002124?via%3Dihub

Rinnakkaistallenteen osoitehttps://research.utu.fi/converis/portal/detail/Publication/180507922


Tiivistelmä

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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Last updated on 2025-27-03 at 21:54