Metabolic Disturbances in Urinary and Plasma Samples from Seven Different Systemic Autoimmune Diseases Detected by HPLC-ESI-QTOF-MS.
Álvaro Fernández-OchoaCarl BruniusIsabel Borrás-LinaresRosa Quirantes-PinéMaría de la Luz Cádiz-Gurreanull Precisesads Clinical ConsortiumMarta E Alarcón RiquelmeAntonio Segura-CarreteroPublished in: Journal of proteome research (2020)
Systemic autoimmune diseases (SADs) are characterized by dysfunctioning of the immune system, which causes damage in several tissues and organs. Among these pathologies are systemic lupus erythematosus (SLE), systemic sclerosis or scleroderma, Sjögren's syndrome, rheumatoid arthritis, primary antiphospholipid syndrome (PAPS), mixed connective tissue disease (MCTD), and undifferentiated connective tissue disease (UCTD). Early diagnosis is difficult due to similarity in symptoms, signs, and clinical test results. Hence, our aim was to search for differentiating metabolites of these diseases in plasma and urine samples. We performed metabolomic profiling by liquid chromatography-mass spectrometry (LC-MS) of samples from 228 SADs patients and 55 healthy volunteers. Multivariate PLS models were applied to investigate classification accuracies and identify metabolites differentiating SADs and healthy controls. Furthermore, we specifically investigated UCTD against the other SADs. PLS models were able to classify most SADs vs healthy controls (area under the roc curve (AUC) > 0.7), with the exception of MCTD and PAPS. Differentiating metabolites consisted predominantly of unsaturated fatty acids, acylglycines, acylcarnitines, and amino acids. In accordance with the difficulties in defining UCTD, the UCTD metabolome did not differentiate well from the other SADs. However, most UCTD cases were classified as SLE, suggesting that metabolomics may provide a tool to reassess UCTD diagnosis into other conditions for more well-informed therapeutic strategies.
Keyphrases
- ms ms
- systemic lupus erythematosus
- systemic sclerosis
- mass spectrometry
- disease activity
- liquid chromatography
- interstitial lung disease
- rheumatoid arthritis
- high performance liquid chromatography
- end stage renal disease
- tandem mass spectrometry
- fatty acid
- high resolution mass spectrometry
- ankylosing spondylitis
- amino acid
- contrast enhanced
- high resolution
- chronic kidney disease
- capillary electrophoresis
- machine learning
- simultaneous determination
- ejection fraction
- gas chromatography
- gene expression
- newly diagnosed
- oxidative stress
- magnetic resonance
- patient reported outcomes
- multiple sclerosis
- computed tomography
- idiopathic pulmonary fibrosis
- atomic force microscopy
- case report
- sleep quality