Identifying Serum Metabolomic Markers Associated with Skin Disease Activity in Patients with Psoriatic Arthritis

被引:5
作者
Choksi, Hani [1 ,2 ]
Li, Shenghan [1 ,2 ]
Looby, Nikita [1 ]
Kotlyar, Max [3 ,4 ]
Jurisica, Igor [3 ,4 ,5 ,6 ,7 ,8 ]
Kulasingam, Vathany [2 ,9 ]
Chandran, Vinod [1 ,2 ,10 ]
机构
[1] Univ Hlth Network, Krembil Res Inst, Schroeder Arthrit Program, Toronto, ON M5T 0S8, Canada
[2] Univ Toronto, Dept Lab Med & Pathobiol, Toronto, ON M5S 1A1, Canada
[3] Krembil Res Inst, Schroeder Arthrit Inst, Osteoarthritis Res Program, Div Orthoped Surg, Toronto, ON M5T 0S8, Canada
[4] Krembil Res Inst, Data Sci Discovery Ctr Chron Dis, Toronto, ON M5T 0S8, Canada
[5] Univ Toronto, Dept Med Biophys, Toronto, ON M5S 1A1, Canada
[6] Univ Toronto, Dept Comp Sci, Toronto, ON M5S 1A1, Canada
[7] Univ Toronto, Fac Dent, Toronto, ON M5S 1A1, Canada
[8] Slovak Acad Sci, Inst Neuroimmunol, Dubravska cesta 9, Bratislava 84510, Slovakia
[9] Univ Hlth Network, Div Clin Biochem, Lab Med Program, Toronto, ON M5T 0S8, Canada
[10] Univ Toronto, Dept Med, Div Rheumatol, Toronto, ON M5S 1A8, Canada
关键词
metabolomics; solid phase microextraction; liquid chromatography; mass spectrometry; psoriatic arthritis; psoriasis area severity index; machine learning; COMORBIDITIES; POPULATION; OBESITY; PROFILE; ACID;
D O I
10.3390/ijms242015299
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Psoriatic arthritis (PsA) is a chronic, systemic, immune-mediated inflammatory disease causing cutaneous and musculoskeletal inflammation that affects 25% of patients with psoriasis. Current methods for evaluating PsA disease activity are not accurate enough for precision medicine. A metabolomics-based approach can elucidate psoriatic disease pathogenesis, providing potential objective biomarkers. With the hypothesis that serum metabolites are associated with skin disease activity, we aimed to identify serum metabolites associated with skin activity in PsA patients. We obtained serum samples from patients with PsA (n = 150) who were classified into mild, moderate and high disease activity groups based on the Psoriasis Area Severity Index. We used solid-phase microextraction (SPME) for sample preparation, followed by data acquisition via an untargeted liquid chromatography-mass spectrometry (LC-MS) approach. Disease activity levels were predicted using identified metabolites and machine learning algorithms. Some metabolites tentatively identified include eicosanoids with anti- or pro-inflammatory properties, like 12-Hydroxyeicosatetraenoic acid, which was previously implicated in joint disease activity in PsA. Other metabolites of interest were associated with dysregulation of fatty acid metabolism and belonged to classes such as bile acids, oxidized phospholipids, and long-chain fatty acids. We have identified potential metabolites associated with skin disease activity in PsA patients.
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页数:18
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