Adults with systemic lupus exhibit distinct molecular phenotypes in a cross-sectional study

被引:44
作者
Guthridge, Joel M. [1 ,2 ]
Lu, Rufei [1 ,2 ]
Tran, Ly Thi-Hai [1 ]
Arriens, Cristina [1 ]
Aberle, Teresa [1 ]
Kamp, Stan [1 ]
Munroe, Melissa E. [1 ]
Dominguez, Nicolas [1 ]
Gross, Timothy [1 ]
DeJager, Wade [1 ]
Macwana, Susan R. [1 ]
Bourn, Rebecka L. [1 ]
Apel, Stephen [1 ]
Thanou, Aikaterini [1 ]
Chen, Hua [1 ]
Chakravarty, Eliza F. [1 ]
Merrill, Joan T. [1 ]
James, Judith A. [1 ,2 ]
机构
[1] Oklahoma Med Res Fdn, Arthrit & Clin Immunol, 825 NE 13th St, Oklahoma City, OK 73104 USA
[2] Univ Oklahoma, Hlth Sci Ctr, Dept Med, Oklahoma City, OK 73104 USA
基金
美国国家卫生研究院;
关键词
Systemic lupus erythematosus; Biomarkers; Disease activity; Precision medicine; Disease subsetting; ERYTHEMATOSUS; DISEASE; AUTOANTIBODIES; MULTICENTER; CYTOKINE; ASSAYS;
D O I
10.1016/j.eclinm.2020.100291
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: The clinical and pathologic diversity of systemic lupus erythematosus (SLE) hinders diagnosis, management, and treatment development. This study addresses heterogeneity in SLE through comprehensive molecular phenotyping and machine learning clustering. Methods: Adult SLE patients (n = 198) provided plasma, serum, and RNA. Disease activity was scored by modified SELENA-SLEDAI. Twenty-nine co-expression module scores were calculated from microarray gene-expression data. Plasma soluble mediators (n = 23) and autoantibodies (n = 13) were assessed by multiplex bead-based assays and ELISAs. Patient clusters were identified by machine learning combining K-means clustering and random forest analysis of co-expression module scores and soluble mediators. Findings: SLEDAI scores correlated with interferon, plasma cell, and select cell cycle modules, and with circulating IFN-alpha, IP10, and IL-1 alpha levels. Co-expression modules and soluble mediators differentiated seven clusters of SLE patients with unique molecular phenotypes. Inflammation and interferon modules were elevated in Clusters 1 (moderately) and 4 (strongly), with decreased T cell modules in Cluster 4. Monocyte, neutrophil, plasmablast, B cell, and T cell modules distinguished the remaining clusters. Active clinical features were similar across clusters. Clinical SLEDAI trended highest in Clusters 3 and 4, though Cluster 3 lacked strong interferon and inflammation signatures. Renal activity was more frequent in Cluster 4, and rare in Clusters 2, 5, and 7. Serology findings were lowest in Clusters 2 and 5. Musculoskeletal and mucocutaneous activity were common in all clusters. Interpretation: Molecular profiles distinguish SLE subsets that are not apparent from clinical information. Prospective longitudinal studies of these profiles may help improve prognostic evaluation, clinical trial design, and precision medicine approaches. (C) 2020 Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license. (http://creativecommons.org/licenses/by-nc-nd/4.0/)
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页数:7
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