A new molecular classification to drive precision treatment strategies in primary Sjögren's syndrome.
Adult
Autoantibodies
/ blood
Biomarkers
/ blood
Chemokines
/ analysis
Cohort Studies
Computational Biology
Computer Simulation
Cross-Sectional Studies
Cytokines
/ analysis
DNA Methylation
/ genetics
Databases, Genetic
Databases, Protein
Female
Flow Cytometry
Genome-Wide Association Study
Humans
Inflammation
/ genetics
Interferons
/ blood
Male
Middle Aged
Multigene Family
Polymorphism, Single Nucleotide
Proteome
/ genetics
RNA-Seq
Sjogren's Syndrome
/ blood
Transcriptome
/ genetics
Journal
Nature communications
ISSN: 2041-1723
Titre abrégé: Nat Commun
Pays: England
ID NLM: 101528555
Informations de publication
Date de publication:
10 06 2021
10 06 2021
Historique:
received:
02
11
2020
accepted:
30
04
2021
entrez:
11
6
2021
pubmed:
12
6
2021
medline:
30
6
2021
Statut:
epublish
Résumé
There is currently no approved treatment for primary Sjögren's syndrome, a disease that primarily affects adult women. The difficulty in developing effective therapies is -in part- because of the heterogeneity in the clinical manifestation and pathophysiology of the disease. Finding common molecular signatures among patient subgroups could improve our understanding of disease etiology, and facilitate the development of targeted therapeutics. Here, we report, in a cross-sectional cohort, a molecular classification scheme for Sjögren's syndrome patients based on the multi-omic profiling of whole blood samples from a European cohort of over 300 patients, and a similar number of age and gender-matched healthy volunteers. Using transcriptomic, genomic, epigenetic, cytokine expression and flow cytometry data, combined with clinical parameters, we identify four groups of patients with distinct patterns of immune dysregulation. The biomarkers we identify can be used by machine learning classifiers to sort future patients into subgroups, allowing the re-evaluation of response to treatments in clinical trials.
Identifiants
pubmed: 34112769
doi: 10.1038/s41467-021-23472-7
pii: 10.1038/s41467-021-23472-7
pmc: PMC8192578
doi:
Substances chimiques
Autoantibodies
0
Biomarkers
0
Chemokines
0
Cytokines
0
Proteome
0
Interferons
9008-11-1
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
3523Investigateurs
Lorenzo Beretta
(L)
Barbara Vigone
(B)
Jacques-Olivier Pers
(JO)
Alain Saraux
(A)
Valérie Devauchelle-Pensec
(V)
Divi Cornec
(D)
Sandrine Jousse-Joulin
(S)
Bernard Lauwerys
(B)
Julie Ducreux
(J)
Anne-Lise Maudoux
(AL)
Carlos Vasconcelos
(C)
Ana Tavares
(A)
Esmeralda Neves
(E)
Raquel Faria
(R)
Mariana Brandão
(M)
Ana Campar
(A)
António Marinho
(A)
Fátima Farinha
(F)
Isabel Almeida
(I)
Miguel Angel Gonzalez-Gay Mantecón
(MA)
Ricardo Blanco Alonso
(R)
Alfonso Corrales Martínez
(A)
Ricard Cervera
(R)
Ignasi Rodríguez-Pintó
(I)
Gerard Espinosa
(G)
Rik Lories
(R)
Ellen De Langhe
(E)
Nicolas Hunzelmann
(N)
Doreen Belz
(D)
Torsten Witte
(T)
Niklas Baerlecken
(N)
Georg Stummvoll
(G)
Michael Zauner
(M)
Michaela Lehner
(M)
Eduardo Collantes
(E)
Rafaela Ortega-Castro
(R)
Ma Angeles Aguirre-Zamorano
(MA)
Alejandro Escudero-Contreras
(A)
Ma Carmen Castro-Villegas
(MC)
Yolanda Jiménez Gómez
(Y)
Norberto Ortego
(N)
María Concepción Fernández Roldán
(MC)
Enrique Raya
(E)
Inmaculada Jiménez Moleón
(I)
Enrique de Ramon
(E)
Isabel Díaz Quintero
(I)
Pier Luigi Meroni
(PL)
Maria Gerosa
(M)
Tommaso Schioppo
(T)
Carolina Artusi
(C)
Carlo Chizzolini
(C)
Aleksandra Zuber
(A)
Donatienne Wynar
(D)
Laszló Kovács
(L)
Attila Balog
(A)
Magdolna Deák
(M)
Márta Bocskai
(M)
Sonja Dulic
(S)
Gabriella Kádár
(G)
Falk Hiepe
(F)
Velia Gerl
(V)
Silvia Thiel
(S)
Manuel Rodriguez Maresca
(M)
Antonio López-Berrio
(A)
Rocío Aguilar-Quesada
(R)
Héctor Navarro-Linares
(H)
Yiannis Ioannou
(Y)
Chris Chamberlain
(C)
Jacqueline Marovac
(J)
Marta Alarcón Riquelme
(M)
Tania Gomes Anjos
(T)
Christophe Jamin
(C)
Concepción Marañón
(C)
Lucas Le Lann
(L)
Quentin Simon
(Q)
Bénédicte Rouvière
(B)
Nieves Varela
(N)
Brian Muchmore
(B)
Aleksandra Dufour
(A)
Montserrat Alvarez
(M)
Carlo Chizzolini
(C)
Jonathan Cremer
(J)
Ellen De Langhe
(E)
Nuria Barbarroja
(N)
Chary Lopez-Pedrera
(C)
Velia Gerl
(V)
Laleh Khodadadi
(L)
Qingyu Cheng
(Q)
Anne Buttgereit
(A)
Zuzanna Makowska
(Z)
Aurélie De Groof
(A)
Julie Ducreux
(J)
Elena Trombetta
(E)
Tianlu Li
(T)
Damiana Alvarez-Errico
(D)
Torsten Witte
(T)
Katja Kniesch
(K)
Nancy Azevedo
(N)
Esmeralda Neves
(E)
Sambasiva Rao
(S)
Pierre-Emmanuel Jouve
(PE)
Jacques-Olivier Pers
(JO)
Références
Immunology. 2010 Dec;131(4):451-8
pubmed: 21039469
Nat Genet. 2009 Feb;41(2):178-186
pubmed: 19151715
Nat Methods. 2010 Apr;7(4):287-9
pubmed: 20208531
Nucleic Acids Res. 2013 Jan;41(Database issue):D808-15
pubmed: 23203871
Biom J. 2008 Jun;50(3):346-63
pubmed: 18481363
Arthritis Rheumatol. 2018 Sep;70(9):1470-1480
pubmed: 29604186
Arthritis Rheum. 2004 Dec;50(12):3958-67
pubmed: 15593221
Sci Rep. 2020 Jul 14;10(1):11567
pubmed: 32665668
Ann Rheum Dis. 2014 Jul;73(7):1393-6
pubmed: 24473674
Arthritis Rheumatol. 2017 Jul;69(7):1440-1450
pubmed: 28296257
RMD Open. 2016 Apr 20;2(1):e000179
pubmed: 27110384
Brief Bioinform. 2007 Mar;8(2):71-7
pubmed: 17077137
Nat Rev Rheumatol. 2012 Sep;8(9):522-33
pubmed: 22801982
Cell Res. 2012 May;22(5):822-35
pubmed: 22473004
Bioinformatics. 2014 May 15;30(10):1363-9
pubmed: 24478339
J Autoimmun. 2019 Nov;104:102311
pubmed: 31378637
Rheumatology (Oxford). 2018 May 1;57(5):921-930
pubmed: 29474655
Autoimmun Rev. 2016 Jul;15(7):695-703
pubmed: 26970487
Mod Rheumatol. 2009;19(3):245-52
pubmed: 19283441
Ann Rheum Dis. 2014 Jun;73(6):1052-9
pubmed: 23831963
Nat Genet. 2013 Nov;45(11):1361-5
pubmed: 24097066
Ann Rheum Dis. 2016 Nov;75(11):2029-2036
pubmed: 26857698
Nat Commun. 2021 Jun 10;12(1):3523
pubmed: 34112769
Oncogene. 2012 Mar 1;31(9):1196-206
pubmed: 21785460
Bioinformatics. 2008 Dec 15;24(24):2938-9
pubmed: 18974171
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
Lupus Sci Med. 2020 May;7(1):
pubmed: 32444416
Rheumatology (Oxford). 2014 May;53(5):839-44
pubmed: 24369420
Sci Rep. 2015 Sep 11;5:13886
pubmed: 26358827
JAMA. 2014 Jul 16;312(3):249-58
pubmed: 25027140
Nat Genet. 2013 Nov;45(11):1284-92
pubmed: 24097067
Clin Exp Rheumatol. 2019 May-Jun;37 Suppl 118(3):78-82
pubmed: 31365332
BMC Bioinformatics. 2017 Mar 2;18(1):142
pubmed: 28249561
Arthritis Rheumatol. 2021 Jun;73(6):1073-1085
pubmed: 33497037
Ann Rheum Dis. 2015 Nov;74(11):1983-9
pubmed: 24938285
BMC Bioinformatics. 2011 Aug 04;12:323
pubmed: 21816040
Genome Biol. 2010;11(10):R106
pubmed: 20979621
Bioinformatics. 2014 Feb 01;30(3):428-30
pubmed: 24336642
Bioinformatics. 2021 Aug 25;37(16):2382-2389
pubmed: 33624743
Nat Rev Rheumatol. 2018 Feb 21;14(3):180
pubmed: 29463931
Ann Rheum Dis. 2016 Dec;75(12):e81
pubmed: 27689737
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
J Rheumatol. 1997 Jan;24(1):55-60
pubmed: 9002011
BMC Neurol. 2019 Feb 12;19(1):23
pubmed: 30755165
J Virol. 2011 Sep;85(17):8646-55
pubmed: 21680511
Sci Rep. 2019 Oct 29;9(1):15502
pubmed: 31664045
Autoimmun Rev. 2016 Nov;15(11):1038-1045
pubmed: 27490203
Front Immunol. 2013 Sep 20;4:290
pubmed: 24062752
J Autoimmun. 2015 Sep;63:47-58
pubmed: 26183766
Am J Hum Genet. 2007 Sep;81(3):559-75
pubmed: 17701901
Arthritis Rheumatol. 2014 Jun;66(6):1583-95
pubmed: 24644022
Arthritis Rheum. 2006 Jan;54(1):115-26
pubmed: 16385503
Scand J Immunol. 2017 Dec;86(6):491-502
pubmed: 29072325
Expert Opin Emerg Drugs. 2019 Jun;24(2):121-132
pubmed: 31286787
Nat Rev Dis Primers. 2016 Jul 07;2:16047
pubmed: 27383445
Front Immunol. 2019 Sep 04;10:2096
pubmed: 31552042
Ann Intern Med. 2014 Feb 18;160(4):233-42
pubmed: 24727841
Arthritis Rheum. 2010 Aug;62(8):2262-71
pubmed: 20506202
Ann Rheum Dis. 2015 Mar;74(3):526-31
pubmed: 24347569
Rheumatology (Oxford). 2020 Apr 1;59(4):860-868
pubmed: 31497844
Eur J Immunol. 2008 Jul;38(7):2024-33
pubmed: 18581327
Genes Immun. 2014 Apr;15(4):210-7
pubmed: 24598797
J Exp Med. 2003 Mar 17;197(6):711-23
pubmed: 12642603