Abstract

BackgroundImmune-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.MethodsUsing 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.ResultsIn the discovery cohort, we identified 28 significant associations between urine metabolite levels and disease diagnosis and three significant metabolite associations with disease activity (PFDR < 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 over-representation of citric acid cycle, phenylalanine, and glycine-serine metabolism pathways.ConclusionsThis 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.Electronic supplementary materialThe online version of this article (doi:10.1186/s12916-016-0681-8) contains supplementary material, which is available to authorized users.

Highlights

  • Immune-mediated inflammatory diseases (IMIDs) are a group of complex and prevalent diseases where disease diagnostic and activity monitoring is highly challenging

  • Sample characteristics and quality control In the discovery dataset, 1210 IMID patients (203 Crohn’s disease (CD), 213 ulcerative colitis (UC), 250 Rheumatoid arthritis (RA), 167 systemic lupus erythematosus (SLE), 190 psoriatic arthritis (PsA), and 187 Ps) and 100 healthy subjects were included in the study

  • After quality control analysis of the resulting Nuclear magnetic resonance (NMR) urine spectra, the final discovery dataset consisted of 1180 IMID patient samples and 93 healthy control samples (Additional file 1: Supplementary Methods, Table S1)

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Summary

Introduction

Immune-mediated inflammatory diseases (IMIDs) are a group of complex and prevalent diseases where disease diagnostic and activity monitoring is highly challenging. 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. Rheumatoid arthritis (RA), psoriasis (Ps), psoriatic arthritis (PsA), systemic lupus erythematosus (SLE), Crohn’s disease (CD), and ulcerative colitis (UC) are prevalent immune-mediated inflammatory diseases (IMIDs) [1,2,3,4]. This group of diseases is characterized by the aberrant and chronic activation of the immune system, affecting one or more tissues. The combined analysis of multiple IMIDs has the ability to leverage the identification of more relevant molecular features

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