School of Public Health, University of California, Berkeley.
Centre of Genetics and Genomics Versus Arthritis, Manchester Academic Health Sciences Centre, The University of Manchester, Manchester, UK.
Arthritis Rheumatol. 2023 Jul;75(7):1088-1097. doi: 10.1002/art.42464. Epub 2023 May 9.
We undertook this study to estimate changes in cell-specific DNA methylation (DNAm) associated with methotrexate (MTX) response using whole blood samples collected from rheumatoid arthritis (RA) patients before and after initiation of MTX treatment.
Patients included in this study were from the Rheumatoid Arthritis Medication Study (n = 66) and the University of California San Francisco Rheumatoid Arthritis study (n = 11). All patients met the American College of Rheumatology RA classification criteria. Blood samples were collected at baseline and following treatment. Disease Activity Scores in 28 joints using the C-reactive protein level were collected at baseline and after 3-6 months of treatment with MTX. Methylation profiles were generated using the Illumina Infinium HumanMethylation450 and MethylationEPIC v1.0 BeadChip arrays using DNA from whole blood. MTX response was defined using the EULAR response criteria (responders showed good/moderate response; nonresponders showed no response). Differentially methylated positions were identified using the Limma software package and Tensor Composition Analysis, which is a method for identifying cell-specific differential DNAm at the CpG level from tissue-level ("bulk") data. Differentially methylated regions were identified using Comb-p software.
We found evidence of differential global methylation between treatment response groups. Further, we found patterns of cell-specific differential global methylation associated with MTX response. After correction for multiple testing, 1 differentially methylated position was associated with differential DNAm between responders and nonresponders at baseline in CD4+ T cells, CD8+ T cells, and natural killer cells. Thirty-nine cell-specific differentially methylated regions associated with MTX treatment response were identified. There were no significant findings in analyses of whole blood samples.
We identified cell-specific changes in DNAm that were associated with MTX treatment response in RA patients. Future studies of DNAm and MTX treatment response should include measurements of DNAm from sorted cells.
本研究旨在通过检测接受甲氨蝶呤(MTX)治疗前后类风湿关节炎(RA)患者全血样本中的细胞特异性 DNA 甲基化(DNAm)变化,评估其与 MTX 反应的相关性。
该研究纳入了 Rheumatoid Arthritis Medication Study(n=66)和 University of California San Francisco Rheumatoid Arthritis 研究(n=11)的患者。所有患者均符合美国风湿病学会 RA 分类标准。在基线和治疗后采集血样。在接受 MTX 治疗 3-6 个月后,根据红细胞沉降率和 C 反应蛋白水平评估疾病活动度(采用 28 个关节疾病活动评分)。采用 Illumina Infinium HumanMethylation450 和 MethylationEPIC v1.0 BeadChip 芯片分析全血中的 DNA 甲基化谱。采用 EULAR 反应标准定义 MTX 反应(缓解者表现为良好/中度缓解,无缓解者表现为无反应)。使用 Limma 软件包和张量成分分析(一种从组织水平(“整体”)数据中识别细胞特异性差异 DNAm 的方法)鉴定差异甲基化位置。使用 Comb-p 软件鉴定差异甲基化区域。
我们发现治疗反应组之间存在差异的整体甲基化证据。此外,我们发现了与 MTX 反应相关的细胞特异性差异整体甲基化模式。在进行多重检验校正后,在 CD4+T 细胞、CD8+T 细胞和自然杀伤细胞中,有 1 个差异甲基化位置与缓解者和无缓解者在基线时的 DNAm 差异相关。鉴定出 39 个与 MTX 治疗反应相关的细胞特异性差异甲基化区域。在全血样本的分析中没有发现显著结果。
我们鉴定出与 RA 患者 MTX 治疗反应相关的细胞特异性 DNAm 变化。未来关于 DNAm 和 MTX 治疗反应的研究应包括对分选细胞中 DNAm 的测量。