Urine metabolome profiling of immune-mediated inflammatory diseases

被引:123
作者
Alonso, Arnald [1 ]
Julia, Antonio [1 ]
Vinaixa, Maria [2 ,3 ]
Domenech, Eugeni [4 ,5 ]
Fernandez-Nebro, Antonio [6 ]
Canete, Juan D. [7 ,8 ]
Ferrandiz, Carlos [4 ]
Tornero, Jesus [9 ]
Gisbert, Javier P. [5 ,10 ,11 ]
Nos, Pilar [5 ,12 ]
Gutierrez Casbas, Ana [5 ,13 ]
Puig, Lluis [14 ]
Gonzalez-Alvaro, Isidoro
Pinto-Tasende, Jose A. [15 ]
Blanco, Ricardo [16 ]
Rodriguez, Miguel A. [2 ,3 ]
Beltran, Antoni [2 ,3 ]
Correig, Xavier [2 ,3 ]
Marsal, Sara [1 ]
机构
[1] Vall dHebron Hosp, Res Inst, Rheumatol Res Grp, Barcelona, Spain
[2] COS DEEEA URV IISPV, Centre Omic Sci, Reus, Spain
[3] CIBERDEM, Metab Platform, Reus, Spain
[4] Hosp Badalona Germans Trias & Pujol, Badalona, Spain
[5] CIBERehd, Madrid, Spain
[6] Univ Malaga, Hosp Reg Univ Malaga, Inst Investi Biomed IBIMA, UGC Reumatol, Malaga, Spain
[7] Hosp Clin Barcelona, Barcelona, Spain
[8] IDIBAPS, Barcelona, Spain
[9] Hosp Univ Guadalajara, Guadalajara, Spain
[10] Hosp Univ Princesa, Madrid, Spain
[11] IIS IP, Madrid, Spain
[12] Hosp La Fe, Valencia, Spain
[13] Hosp Gen Alicante, Alicante, Spain
[14] Hosp Santa Creu & Sant Pau, Barcelona, Spain
[15] INIBIC, Complejo Hosp Juan Canalejo, La Coruna, Spain
[16] Hosp Univ Marques Valdecilla, Santander, Spain
关键词
Metabolomics; Urine biomarkers; Disease activity; Autoimmune diseases; Inflammatory diseases; SYSTEMIC-LUPUS-ERYTHEMATOSUS; GENOME-WIDE ASSOCIATION; CROHNS-DISEASE; RHEUMATOID-ARTHRITIS; AUTOIMMUNE-DISEASES; BOWEL-DISEASE; BIOMARKER DISCOVERY; CLINICAL METABOLOMICS; PSORIATIC-ARTHRITIS; BIOLOGIC AGENTS;
D O I
10.1186/s12916-016-0681-8
中图分类号
R5 [内科学];
学科分类号
100201 [内科学];
摘要
Background: Immune-mediated inflammatory diseases (IMIDs) are a group of complex and prevalent diseases where disease diagnostic and activity monitoring is highly challenging. The determination of the metabolite profiles of biological samples is becoming a powerful approach to identify new biomarkers of clinical utility. In order to identify new metabolite biomarkers of diagnosis and disease activity, we have performed the first large-scale profiling of the urine metabolome of the six most prevalent IMIDs: rheumatoid arthritis, psoriatic arthritis, psoriasis, systemic lupus erythematosus, Crohn's disease, and ulcerative colitis. Methods: Using nuclear magnetic resonance, we analyzed the urine metabolome in a discovery cohort of 1210 patients and 100 controls. Within each IMID, two patient subgroups were recruited representing extreme disease activity (very high vs. very low). Metabolite association analysis with disease diagnosis and disease activity was performed using multivariate linear regression in order to control for the effects of clinical, epidemiological, or technical variability. After multiple test correction, the most significant metabolite biomarkers were validated in an independent cohort of 1200 patients and 200 controls. Results: In the discovery cohort, we identified 28 significant associations between urine metabolite levels and disease diagnosis and three significant metabolite associations with disease activity (P-FDR < 0.05). Using the validation cohort, we validated 26 of the diagnostic associations and all three metabolite associations with disease activity (PFDR < 0.05). Combining all diagnostic biomarkers using multivariate classifiers we obtained a good disease prediction accuracy in all IMIDs and particularly high in inflammatory bowel diseases. Several of the associated metabolites were found to be commonly altered in multiple IMIDs, some of which can be considered as hub biomarkers. The analysis of the metabolic reactions connecting the IMID-associated metabolites showed an overrepresentation of citric acid cycle, phenylalanine, and glycine-serine metabolism pathways. Conclusions: This study shows that urine is a source of biomarkers of clinical utility in IMIDs. We have found that IMIDs show similar metabolic changes, particularly between clinically similar diseases and we have found, for the first time, the presence of hub metabolites. These findings represent an important step in the development of more efficient and less invasive diagnostic and disease monitoring methods in IMIDs.
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页数:12
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