Subphenotypes of inflammatory bowel disease are characterized by specific serum protein profiles

被引:34
作者
Andersson, Erik [1 ]
Bergemalm, Daniel [2 ]
Kruse, Robert [1 ]
Neumann, Gunter [1 ]
D'Amato, Mauro [3 ,4 ,5 ]
Repsilber, Dirk
Halfvarson, Jonas [2 ]
机构
[1] Orebro Univ, Fac Med & Hlth, Sch Med Sci, Orebro, Sweden
[2] Orebro Univ, Fac Med & Hlth, Dept Gastroenterol, Orebro, Sweden
[3] Karolinska Inst, Dept Med Solna, Clin Epidemiol Unit, Stockholm, Sweden
[4] BioDonostia Hlth Res Inst, San Sebastian, Spain
[5] Basque Fdn Sci, Ikerbasque, Bilbao, Spain
基金
瑞典研究理事会;
关键词
GROWTH-FACTOR-ALPHA; ULCERATIVE-COLITIS; CROHNS-DISEASE; RECEPTOR; S100A12; ASSOCIATION; BIOMARKERS; REMISSION; CHEMOKINE;
D O I
10.1371/journal.pone.0186142
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Objective Genetic and immunological data indicate that inflammatory bowel disease (IBD) are characterized by specific inflammatory protein profiles. However, the serum proteome of IBD is still to be defined. We aimed to characterize the inflammatory serum protein profiles of Crohn's disease (CD) and ulcerative colitis (UC), using the novel proximity extension assay. Methods A panel of 91 inflammatory proteins were quantified in a discovery cohort of CD (n = 54), UC patients (n = 54), and healthy controls (HCs; n = 54). We performed univariate analyses by t-test, with false discovery rate correction. A sparse partial least-squares (sPLS) approach was used to identify additional discriminative proteins. The results were validated in a replication cohort. Results By univariate analysis, 17 proteins were identified with significantly different abundances in CD and HCs, and 12 when comparing UC and HCs. Additionally, 64 and 45 discriminant candidate proteins, respectively, were identified with the multivariate approach. Correspondingly, significant cross-validation error rates of 0.12 and 0.19 were observed in the discovery cohort. Only FGF-19 was identified from univariate comparisons of CD and UC, but 37 additional discriminant candidates were identified using the multivariate approach. The observed cross-validation error rate for CD vs. UC remained significant when restricting the analyses to patients in clinical remission. Using univariate comparisons, 16 of 17 CD-associated proteins and 8 of 12 UC-associated proteins were validated in the replication cohort. The area under the curve for CD and UC was 0.96 and 0.92, respectively, when the sPLS model from the discovery cohort was applied to the replication cohort. Conclusions By using the novel PEA method and a panel of inflammatory proteins, we identified proteins with significantly different quantities in CD patients and UC patients compared to HCs. Our data highlight the potential of the serum IBD proteome as a source for identification of future diagnostic biomarkers.
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页数:16
相关论文
共 41 条
[1]   Homogenous 96-Plex PEA Immunoassay Exhibiting High Sensitivity, Specificity, and Excellent Scalability [J].
Assarsson, Erika ;
Lundberg, Martin ;
Holmquist, Goeran ;
Bjoerkesten, Johan ;
Thorsen, Stine Bucht ;
Ekman, Daniel ;
Eriksson, Anna ;
Dickens, Emma Rennel ;
Ohlsson, Sandra ;
Edfeldt, Gabriella ;
Andersson, Ann-Catrin ;
Lindstedt, Patrik ;
Stenvang, Jan ;
Gullberg, Mats ;
Fredriksson, Simon .
PLOS ONE, 2014, 9 (04)
[2]   Oncostatin M Mediates STAT3-Dependent Intestinal Epithelial Restitution via Increased Cell Proliferation, Decreased Apoptosis and Upregulation of SERPIN Family Members [J].
Beigel, Florian ;
Friedrich, Matthias ;
Probst, Corina ;
Sotlar, Karl ;
Goeke, Burkhard ;
Diegelmann, Julia ;
Brand, Stephan .
PLOS ONE, 2014, 9 (04)
[3]   Sparse PLS discriminant analysis: biologically relevant feature selection and graphical displays for multiclass problems [J].
Cao, Kim-Anh Le ;
Boitard, Simon ;
Besse, Philippe .
BMC BIOINFORMATICS, 2011, 12
[4]   Inherited determinants of Crohn's disease and ulcerative colitis phenotypes: a genetic association study [J].
Cleynen, Isabelle ;
Boucher, Gabrielle ;
Jostins, Luke ;
Schumm, L. Philip ;
Zeissig, Sebastian ;
Ahmad, Tariq ;
Andersen, Vibeke ;
Andrews, Jane M. ;
Annese, Vito ;
Brand, Stephan ;
Brant, Steven R. ;
Cho, Judy H. ;
Daly, Mark J. ;
Dubinsky, Marla ;
Duerr, Richard H. ;
Ferguson, Lynnette R. ;
Franke, Andre ;
Gearry, Richard B. ;
Goyette, Philippe ;
Hakonarson, Hakon ;
Halfvarson, Jonas ;
Hov, Johannes R. ;
Huang, Hailang ;
Kennedy, Nicholas A. ;
Kupcinskas, Limas ;
Lawrance, Ian C. ;
Lee, James C. ;
Satsangi, Jack ;
Schreiber, Stephan ;
Theatre, Emilie ;
van der Meulen-de Jong, Andrea E. ;
Weersma, Rinse K. ;
Wilson, David C. ;
Parkes, Miles ;
Vermeire, Severine ;
Rioux, John D. ;
Mansfield, John ;
Silverberg, Mark S. ;
Radford-Smith, Graham ;
McGovern, Dermot P. B. ;
Barrett, Jeffrey C. ;
Lees, Charlie W. .
LANCET, 2016, 387 (10014) :156-167
[5]   High-Throughput Multi-Analyte Luminex Profiling Implicates Eotaxin-1 in Ulcerative Colitis [J].
Coburn, Lori A. ;
Horst, Sara N. ;
Chaturvedi, Rupesh ;
Brown, Caroline T. ;
Allaman, Margaret M. ;
Scull, Brooks P. ;
Singh, Kshipra ;
Piazuelo, M. Blanca ;
Chitnavis, Maithili V. ;
Hodges, Mallary E. ;
Rosen, Michael J. ;
Williams, Christopher S. ;
Slaughter, James C. ;
Beaulieu, Dawn B. ;
Schwartz, David A. ;
Wilson, Keith T. .
PLOS ONE, 2013, 8 (12)
[6]   Improving Relapse Prediction in Inflammatory Bowel Disease by Neutrophil-Derived S100A12 [J].
Daebritz, Jan ;
Langhorst, Jost ;
Luegering, Andreas ;
Heidemann, Jan ;
Mohr, Miriam ;
Wittkowski, Helmut ;
Krummenerl, Thomas ;
Foell, Dirk .
INFLAMMATORY BOWEL DISEASES, 2013, 19 (06) :1130-1138
[7]  
de Souza HSP, 2016, NAT REV GASTRO HEPAT, V13, P13, DOI [10.1038/nrgastro.2016.186, 10.1038/nrgastro.2015.186]
[8]  
Ek WE, 2014, ANN GASTROENTEROL, V27, P294
[9]  
Eriksson L., 2006, Multi and Megavariate Data Analysis, DOI [10.1002/cem.713, DOI 10.1002/CEM.713]
[10]   Disease Activity Assessment in IBD: Clinical Indices and Biomarkers Fail to Predict Endoscopic Remission [J].
Falvey, James D. ;
Hoskin, Teagan ;
Meijer, Berrie ;
Ashcroft, Anna ;
Walmsley, Russell ;
Day, Andrew S. ;
Gearry, Richard B. .
INFLAMMATORY BOWEL DISEASES, 2015, 21 (04) :824-831