Melissa Kartawinata, Wei-Yu Lin, Beth Jebson, Kathryn O'Brien, Elizabeth Ralph, Emma Welsh, Restuadi Restuadi, Elizabeth C Rosser, Claire T Deakin, Lucy R Wedderburn, Chris Wallace
{"title":"鉴定和验证干扰素驱动的基因标记作为甲氨蝶呤对青少年特发性关节炎反应的预测因子。","authors":"Melissa Kartawinata, Wei-Yu Lin, Beth Jebson, Kathryn O'Brien, Elizabeth Ralph, Emma Welsh, Restuadi Restuadi, Elizabeth C Rosser, Claire T Deakin, Lucy R Wedderburn, Chris Wallace","doi":"10.1016/j.ard.2025.03.007","DOIUrl":null,"url":null,"abstract":"<p><strong>Objectives: </strong>To identify and validate gene expression biomarkers of response to methotrexate (MTX) treatment in peripheral blood of children with juvenile idiopathic arthritis (JIA) measured before starting MTX treatment.</p><p><strong>Methods: </strong>RNA sequencing was performed on sorted CD4+, CD8+, CD14+, and CD19+ cells, as well as peripheral blood mononuclear cells (PBMC) taken pre-treatment in a discovery cohort (n = 97) and 2 validation cohorts (n = 26 and n = 47, respectively) of patients with non-systemic JIA. Clinical data were recorded at baseline (timepoint 1) prior to treatment and 6 months (timepoint 2) of MTX treatment. Analysis tested the association of gene expression in specific cell types with treatment response using limma-voom, gene set enrichment analysis, and a novel 51-gene score against response to treatment. Parallel analysis, also using pre-treatment gene expression data, was performed in adult rheumatoid arthritis (RA) data (n = 240).</p><p><strong>Results: </strong>In patients with JIA, the baseline expression of genes driven by interferon (IFN) alpha (type-I) or gamma (type-II) was associated with response to treatment at 6 months in 3 independent JIA cohorts. The direction of the association indicated that children with higher baseline expression of IFN-stimulated genes prior to MTX were more likely to be good responders. Comparison with adult RA indicated differences between PBMC and whole blood gene expression associations with response.</p><p><strong>Conclusions: </strong>In children with JIA, a high IFN-driven gene signature is associated with a better response to MTX than those with a low IFN-driven gene signature. These data could pave the way to clinically validated tools to identify those most likely to require medications in addition to MTX to control inflammation.</p>","PeriodicalId":8087,"journal":{"name":"Annals of the Rheumatic Diseases","volume":" ","pages":""},"PeriodicalIF":20.3000,"publicationDate":"2025-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identification and validation of interferon-driven gene signature as a predictor of response to methotrexate in juvenile idiopathic arthritis.\",\"authors\":\"Melissa Kartawinata, Wei-Yu Lin, Beth Jebson, Kathryn O'Brien, Elizabeth Ralph, Emma Welsh, Restuadi Restuadi, Elizabeth C Rosser, Claire T Deakin, Lucy R Wedderburn, Chris Wallace\",\"doi\":\"10.1016/j.ard.2025.03.007\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objectives: </strong>To identify and validate gene expression biomarkers of response to methotrexate (MTX) treatment in peripheral blood of children with juvenile idiopathic arthritis (JIA) measured before starting MTX treatment.</p><p><strong>Methods: </strong>RNA sequencing was performed on sorted CD4+, CD8+, CD14+, and CD19+ cells, as well as peripheral blood mononuclear cells (PBMC) taken pre-treatment in a discovery cohort (n = 97) and 2 validation cohorts (n = 26 and n = 47, respectively) of patients with non-systemic JIA. Clinical data were recorded at baseline (timepoint 1) prior to treatment and 6 months (timepoint 2) of MTX treatment. Analysis tested the association of gene expression in specific cell types with treatment response using limma-voom, gene set enrichment analysis, and a novel 51-gene score against response to treatment. Parallel analysis, also using pre-treatment gene expression data, was performed in adult rheumatoid arthritis (RA) data (n = 240).</p><p><strong>Results: </strong>In patients with JIA, the baseline expression of genes driven by interferon (IFN) alpha (type-I) or gamma (type-II) was associated with response to treatment at 6 months in 3 independent JIA cohorts. The direction of the association indicated that children with higher baseline expression of IFN-stimulated genes prior to MTX were more likely to be good responders. Comparison with adult RA indicated differences between PBMC and whole blood gene expression associations with response.</p><p><strong>Conclusions: </strong>In children with JIA, a high IFN-driven gene signature is associated with a better response to MTX than those with a low IFN-driven gene signature. These data could pave the way to clinically validated tools to identify those most likely to require medications in addition to MTX to control inflammation.</p>\",\"PeriodicalId\":8087,\"journal\":{\"name\":\"Annals of the Rheumatic Diseases\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":20.3000,\"publicationDate\":\"2025-05-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Annals of the Rheumatic Diseases\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1016/j.ard.2025.03.007\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"RHEUMATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annals of the Rheumatic Diseases","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.ard.2025.03.007","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"RHEUMATOLOGY","Score":null,"Total":0}
Identification and validation of interferon-driven gene signature as a predictor of response to methotrexate in juvenile idiopathic arthritis.
Objectives: To identify and validate gene expression biomarkers of response to methotrexate (MTX) treatment in peripheral blood of children with juvenile idiopathic arthritis (JIA) measured before starting MTX treatment.
Methods: RNA sequencing was performed on sorted CD4+, CD8+, CD14+, and CD19+ cells, as well as peripheral blood mononuclear cells (PBMC) taken pre-treatment in a discovery cohort (n = 97) and 2 validation cohorts (n = 26 and n = 47, respectively) of patients with non-systemic JIA. Clinical data were recorded at baseline (timepoint 1) prior to treatment and 6 months (timepoint 2) of MTX treatment. Analysis tested the association of gene expression in specific cell types with treatment response using limma-voom, gene set enrichment analysis, and a novel 51-gene score against response to treatment. Parallel analysis, also using pre-treatment gene expression data, was performed in adult rheumatoid arthritis (RA) data (n = 240).
Results: In patients with JIA, the baseline expression of genes driven by interferon (IFN) alpha (type-I) or gamma (type-II) was associated with response to treatment at 6 months in 3 independent JIA cohorts. The direction of the association indicated that children with higher baseline expression of IFN-stimulated genes prior to MTX were more likely to be good responders. Comparison with adult RA indicated differences between PBMC and whole blood gene expression associations with response.
Conclusions: In children with JIA, a high IFN-driven gene signature is associated with a better response to MTX than those with a low IFN-driven gene signature. These data could pave the way to clinically validated tools to identify those most likely to require medications in addition to MTX to control inflammation.
期刊介绍:
Annals of the Rheumatic Diseases (ARD) is an international peer-reviewed journal covering all aspects of rheumatology, which includes the full spectrum of musculoskeletal conditions, arthritic disease, and connective tissue disorders. ARD publishes basic, clinical, and translational scientific research, including the most important recommendations for the management of various conditions.