Fecal Metabolites Were Altered, Identified as Biomarkers and Correlated With Disease Activity in Patients With Systemic Lupus Erythematosus in a GC-MS-Based Metabolomics Study

Gut metabolites are products of the crosstalk between microbes and their host and play an important role in the occurrence, development, diagnosis, and treatment of autoimmune diseases. This work profiled the fecal metabolome of patients with systemic lupus erythematosus (SLE) using gas chromatography–mass spectrometry (GC-MS) and analyzed the potential roles of metabolites in the diagnosis and development of SLE. Fecal sample from 29 SLE patients without any other diseases and 30 healthy controls (HCs) were analyzed by metabolomics profiling. All participants took no antibiotics in the month before sampling and clinical data collecting. The metabolome profiles of patients with SLE and HCs were significantly different. Thirty fecal metabolites, such as deoxycholic acid, erucamide, L-tryptophan and putrescine, were significantly enriched, while nine metabolites, such as glyceric acid, γ-tocopherol, (Z)-13-octadecenoic acid and 2,4-di-tert-butylphenol, were depleted in SLE patients vs. HCs. The areas under the curve (AUCs) of L-valine, pyrimidine, erucamide, and L-leucine during ROC analysis were 0.886, 0.833, 0.829, and 0.803, indicating their good diagnostic potential. Moreover, the combination of L-valine, erucamide and 2,4-di-tert-butylphenol gave an AUC of 0.959. SLE-altered metabolites were significantly located in 28 pathways, such as ABC transporters (p = 3.40E-13) and aminoacyl-tRNA biosynthesis (p = 2.11E-12). Furthermore, SLE-altered fecal metabolites were closely correlated with SLE indicators, e.g., L-tryptophan was positively correlated with the SLEDAI-2K (p = 0.007). Our results suggest that the SLE fecal metabolome is closely associated with the occurrence and development of SLE and is of great diagnostic value.

[1]  May Y. Choi,et al.  Antinuclear Antibody–Negative Systemic Lupus Erythematosus in an International Inception Cohort , 2019, Arthritis care & research.

[2]  K. Fujio,et al.  Metabolism as a key regulator in the pathogenesis of systemic lupus erythematosus. , 2019, Seminars in arthritis and rheumatism.

[3]  Xing Wu,et al.  Fecal Metabolomics and Potential Biomarkers for Systemic Lupus Erythematosus , 2019, Front. Immunol..

[4]  J. Crawford,et al.  Synthesis and reactivity of precolibactin 886 , 2019, Nature Chemistry.

[5]  Bo Peng,et al.  Phenylalanine enhances innate immune response to clear ceftazidime-resistant Vibrio alginolyticus in Danio rerio. , 2019, Fish & shellfish immunology.

[6]  Yava L Jones-Hall,et al.  Clostridioides difficile uses amino acids associated with gut microbial dysbiosis in a subset of patients with diarrhea , 2018, Science Translational Medicine.

[7]  Ren Yan,et al.  Butyrate Protects Mice Against Methionine–Choline-Deficient Diet-Induced Non-alcoholic Steatohepatitis by Improving Gut Barrier Function, Attenuating Inflammation and Reducing Endotoxin Levels , 2018, Front. Microbiol..

[8]  Dinesh Kumar,et al.  NMR-Based Serum Metabolomics Reveals Reprogramming of Lipid Dysregulation Following Cyclophosphamide-Based Induction Therapy in Lupus Nephritis. , 2018, Journal of proteome research.

[9]  Coral Barbas,et al.  A review of validated biomarkers obtained through metabolomics , 2018, Expert review of molecular diagnostics.

[10]  David S. Wishart,et al.  MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis , 2018, Nucleic Acids Res..

[11]  T. Shin,et al.  Analysis of the free fatty acid metabolome in the plasma of patients with systemic lupus erythematosus and fever , 2017, Metabolomics.

[12]  Z. Wang,et al.  Gastrointestinal system involvement in systemic lupus erythematosus , 2017, Lupus.

[13]  N. Olsen,et al.  Systemic lupus erythematosus diagnosis and management , 2016, Rheumatology.

[14]  Liping Yang,et al.  Urinary metabolomic study of systemic lupus erythematosus based on gas chromatography/mass spectrometry. , 2016, Biomedical chromatography : BMC.

[15]  M. Kharboutli,et al.  Axl, Ferritin, Insulin‐Like Growth Factor Binding Protein 2, and Tumor Necrosis Factor Receptor Type II as Biomarkers in Systemic Lupus Erythematosus , 2016, Arthritis care & research.

[16]  Johan Trygg,et al.  Metabolic Profiling of Systemic Lupus Erythematosus and Comparison with Primary Sjögren’s Syndrome and Systemic Sclerosis , 2016, PloS one.

[17]  Liping Yang,et al.  Serum metabolomic profiling in patients with systemic lupus erythematosus by GC/MS , 2016, Modern rheumatology.

[18]  J. Asara,et al.  Comprehensive metabolome analyses reveal N-acetylcysteine-responsive accumulation of kynurenine in systemic lupus erythematosus: implications for activation of the mechanistic target of rapamycin , 2015, Metabolomics.

[19]  L. Tang,et al.  Dietary tryptophan modulates intestinal immune response, barrier function, antioxidant status and gene expression of TOR and Nrf2 in young grass carp (Ctenopharyngodon idella). , 2014, Fish & shellfish immunology.

[20]  C. Mohan,et al.  Systemic lupus erythematosus diagnostics in the 'omics' era. , 2013, International journal of clinical rheumatology.

[21]  A. Perl Oxidative stress in the pathology and treatment of systemic lupus erythematosus , 2013, Nature Reviews Rheumatology.

[22]  Richard E. Harris,et al.  Reduced Insular Glutamine and N-acetylaspartate in systemic lupus erythematosus: a single-voxel (1)H-MR spectroscopy study. , 2013, Academic radiology.

[23]  Zerihun T. Dame,et al.  The Human Urine Metabolome , 2013, PloS one.

[24]  C. McDevitt,et al.  The role of ATP-binding cassette transporters in bacterial pathogenicity , 2012, Protoplasma.

[25]  Lx Wang,et al.  1H NMR-based metabolomic study of metabolic profiling for systemic lupus erythematosus , 2011, Lupus.

[26]  M. Makley,et al.  Cerebrospinal fluid evidence of increased extra-mitochondrial glucose metabolism implicates mitochondrial dysfunction in multiple sclerosis disease progression , 2008, Journal of the Neurological Sciences.

[27]  P. Cresswell,et al.  Severe Tryptophan Starvation Blocks Onset of Conventional Persistence and Reduces Reactivation of Chlamydia trachomatis , 2007, Infection and Immunity.

[28]  S. Bhanja,et al.  Effect of In ovo Injection of Critical Amino Acids on Pre- and Post-hatch Growth, Immunocompetence and Development of Digestive Organs in Broiler Chickens , 2005 .

[29]  G. Hortobagyi,et al.  Prognostic molecular markers in early breast cancer , 2004, Breast Cancer Research.

[30]  S. Paydaş,et al.  Delay in the diagnosis of SLE: the importance of arthritis/arthralgia as the initial symptom. , 2003, Acta medica Okayama.

[31]  W. Egner The use of laboratory tests in the diagnosis of SLE , 2000, Journal of clinical pathology.

[32]  D. Fuchs,et al.  Enhanced tryptophan degradation in systemic lupus erythematosus. , 2000, Immunobiology.

[33]  M. Hochberg,et al.  Updating the American College of Rheumatology revised criteria for the classification of systemic lupus erythematosus. , 1997, Arthritis and rheumatism.

[34]  J F Fries,et al.  The 1982 revised criteria for the classification of systemic lupus erythematosus. , 1982, Arthritis and rheumatism.

[35]  S. Gershoff,et al.  Some effects of amino acid deficiencies on antibody formation in the rat. , 1968, The Journal of nutrition.