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

dc.contributor.authorNakayasu E.S.
dc.contributor.authorBramer L.M.
dc.contributor.authorAnsong C.
dc.contributor.authorSchepmoes A.A.
dc.contributor.authorFillmore T.L.
dc.contributor.authorGritsenko M.A.
dc.contributor.authorClauss T.R.
dc.contributor.authorGao Y.
dc.contributor.authorPiehowski P.D.
dc.contributor.authorStanfill B.A.
dc.contributor.authorEngel D.W.
dc.contributor.authorOrton D.J.
dc.contributor.authorMoore R.J.
dc.contributor.authorQian W.J.
dc.contributor.authorSechi S.
dc.contributor.authorFrohnert B.I.
dc.contributor.authorToppari J.
dc.contributor.authorZiegler A.G.
dc.contributor.authorLernmark Å.
dc.contributor.authorHagopian W.
dc.contributor.authorAkolkar B.
dc.contributor.authorSmith R.D.
dc.contributor.authorRewers M.J.
dc.contributor.authorWebb-Robertson B.J.M.
dc.contributor.authorMetz T.O.
dc.contributor.organizationfi=InFLAMES Lippulaiva|en=InFLAMES Flagship|
dc.contributor.organizationfi=biolääketieteen laitos|en=Institute of Biomedicine|
dc.contributor.organizationfi=lastentautioppi|en=Paediatrics and Adolescent Medicine|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.68445910604
dc.contributor.organization-code1.2.246.10.2458963.20.77952289591
dc.converis.publication-id180507922
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/180507922
dc.date.accessioned2025-08-27T23:13:41Z
dc.date.available2025-08-27T23:13:41Z
dc.description.abstract<p>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.<br></p>
dc.identifier.eissn2666-3791
dc.identifier.jour-issn2666-3791
dc.identifier.olddbid203635
dc.identifier.oldhandle10024/186662
dc.identifier.urihttps://www.utupub.fi/handle/11111/42475
dc.identifier.urlhttps://www.sciencedirect.com/science/article/pii/S2666379123002124?via%3Dihub
dc.identifier.urnURN:NBN:fi-fe2025082786147
dc.language.isoen
dc.okm.affiliatedauthorToppari, Jorma
dc.okm.affiliatedauthorDataimport, Lastentautioppi
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline3111 Biomedicineen_GB
dc.okm.discipline3121 Internal medicineen_GB
dc.okm.discipline3111 Biolääketieteetfi_FI
dc.okm.discipline3121 Sisätauditfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherCell Press
dc.publisher.countryUnited Statesen_GB
dc.publisher.countryYhdysvallat (USA)fi_FI
dc.publisher.country-codeUS
dc.relation.articlenumber101093
dc.relation.doi10.1016/j.xcrm.2023.101093
dc.relation.ispartofjournalCell Reports Medicine
dc.relation.issue7
dc.relation.volume4
dc.source.identifierhttps://www.utupub.fi/handle/10024/186662
dc.titlePlasma protein biomarkers predict the development of persistent autoantibodies and type 1 diabetes 6 months prior to the onset of autoimmunity
dc.year.issued2023

Tiedostot

Näytetään 1 - 1 / 1
Ladataan...
Name:
1-s2.0-S2666379123002124-main.pdf
Size:
5.33 MB
Format:
Adobe Portable Document Format