Revising the Diagnosis of Idiopathic Uveitis by Peripheral Blood Transcriptomics.
Journal
American journal of ophthalmology
ISSN: 1879-1891
Titre abrégé: Am J Ophthalmol
Pays: United States
ID NLM: 0370500
Informations de publication
Date de publication:
02 2021
02 2021
Historique:
received:
09
06
2020
revised:
03
09
2020
accepted:
04
09
2020
pubmed:
18
9
2020
medline:
17
3
2021
entrez:
17
9
2020
Statut:
ppublish
Résumé
To test the hypothesis that idiopathic uveitis can be categorized into subtypes based on gene expression from blood. Case control study. We applied RNA-Seq to peripheral blood from patients with uveitis associated with 1 of 4 systemic diseases, including axial spondyloarthritis (n = 17), sarcoidosis (n = 13), inflammatory bowel disease (n = 12), tubulo-interstitial nephritis with uveitis (n = 10), or idiopathic uveitis (n = 38) as well as 18 healthy control subjects evaluated predominantly at Oregon Health and Science University. A high-dimensional negative binomial regression model implemented in the edgeR R package compared each disease group with the control subjects. The 20 most distinctive genes for each diagnosis were extracted. Of 80 genes, there were 75 unique genes. A classification algorithm was developed by fitting a gradient boosting tree with 5-fold cross-validation. Messenger RNA from subjects with idiopathic uveitis were analyzed to see if any fit clinically and by gene expression pattern with one of the diagnosable entities. For uveitis associated with a diagnosable systemic disease, gene expression profiling achieved an overall accuracy of 85% (balanced average of sensitivity plus specificity, P < .001). Although most patients with idiopathic uveitis presumably have none of these 4 associated systemic diseases, gene expression profiles helped to reclassify 11 of 38 subjects. Peripheral blood gene expression profiling is a potential adjunct in accurate differential diagnosis of the cause of uveitis. Validation of these results and characterization of the gene expression profile from additional discrete diagnoses could enhance the value of these observations.
Identifiants
pubmed: 32941857
pii: S0002-9394(20)30505-5
doi: 10.1016/j.ajo.2020.09.012
pmc: PMC7935743
mid: NIHMS1628940
pii:
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
15-23Subventions
Organisme : NIAMS NIH HHS
ID : P30 AR073752
Pays : United States
Organisme : NEI NIH HHS
ID : P30 EY010572
Pays : United States
Organisme : NIH HHS
ID : P51 OD011092
Pays : United States
Organisme : NEI NIH HHS
ID : R01 EY026572
Pays : United States
Informations de copyright
Copyright © 2020 Elsevier Inc. All rights reserved.
Références
Am J Ophthalmol. 2019 Feb;198:193-199
pubmed: 30352197
JAMA Ophthalmol. 2015 Feb;133(2):140-5
pubmed: 25356569
Lancet. 2001 Jul 28;358(9278):295-6
pubmed: 11498218
Genome Biol. 2010;11(3):R25
pubmed: 20196867
Clin Immunol. 2009 Aug;132(2):174-83
pubmed: 19464956
Surv Ophthalmol. 2001 Nov-Dec;46(3):195-208
pubmed: 11738428
Nat Biotechnol. 2014 Sep;32(9):896-902
pubmed: 25150836
J Biomed Inform. 2009 Apr;42(2):377-81
pubmed: 18929686
Jpn J Ophthalmol. 2014 Jan;58(1):81-5
pubmed: 24212542
Bioinformatics. 2012 Jun 1;28(11):1530-2
pubmed: 22539670
Am J Ophthalmol. 2002 Apr;133(4):499-505
pubmed: 11931783
JAMA Ophthalmol. 2015 Feb;133(2):146-7
pubmed: 25356928
Prog Retin Eye Res. 2016 Jan;50:25-33
pubmed: 26608807
Nature. 2000 Feb 3;403(6769):503-11
pubmed: 10676951
Arthritis Res Ther. 2009;11(6):R168
pubmed: 19900269
Bioinformatics. 2014 Aug 1;30(15):2114-20
pubmed: 24695404
Ophthalmology. 2007 May;114(5):995-9
pubmed: 17383731
Sci Rep. 2020 Apr 14;10(1):6271
pubmed: 32286338
Arch Ophthalmol. 1997 Jan;115(1):61-4
pubmed: 9006426
Arch Ophthalmol. 2012 May;130(5):592-8
pubmed: 22652845
Ann Intern Med. 1973 Jan;78(1):65-71
pubmed: 4682310
Am J Ophthalmol. 1994 Jul 15;118(1):39-45
pubmed: 8023874
J Rheumatol. 2009 Jan;36(1):127-36
pubmed: 19132784
Scand J Gastroenterol. 2020 Mar;55(3):312-320
pubmed: 32182146
Ann Rheum Dis. 2009 Jun;68(6):777-83
pubmed: 19297344
Nat Methods. 2013 Dec;10(12):1185-91
pubmed: 24185836
Bioinformatics. 2016 Oct 1;32(19):3047-8
pubmed: 27312411
Bioinformatics. 2010 Jan 1;26(1):139-40
pubmed: 19910308
Am J Ophthalmol. 2013 Aug;156(2):228-36
pubmed: 23668682
JAMA Ophthalmol. 2018 Feb 1;136(2):109-115
pubmed: 29327057
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Br J Ophthalmol. 1996 Sep;80(9):844-8
pubmed: 8962842
Arch Ophthalmol. 1990 Sep;108(9):1291-3
pubmed: 2205185
J Biomed Inform. 2019 Jul;95:103208
pubmed: 31078660
Arthritis Care Res (Hoboken). 2015 Jul;67(7):891-7
pubmed: 25776731