Brynedal Boel, Yoosuf Niyaz, Ulfarsdottir Tinna Bjorg, Ziemek Daniel, Maciejewski Mateusz, Folkersen Lasse, Westerlind Helga, Müller Malin, Sahlström Peter, Jelinsky Scott A, Hensvold Aase, Padyukov Leonid, Pomiano Nancy Vivar, Catrina Anca, Klareskog Lars, Berg Louise
Translational Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden.
Centre for Epidemiology and Community Medicine, Region Stockholm, Stockholm, Sweden.
Front Med (Lausanne). 2023 Mar 27;10:1146353. doi: 10.3389/fmed.2023.1146353. eCollection 2023.
Methotrexate (MTX) is the first line treatment for rheumatoid arthritis (RA), but failure of satisfying treatment response occurs in a significant proportion of patients. Here we present a longitudinal multi-omics study aimed at detecting molecular and cellular processes in peripheral blood associated with a successful methotrexate treatment of rheumatoid arthritis.
Eighty newly diagnosed patients with RA underwent clinical assessment and donated blood before initiation of MTX, and 3 months into treatment. Flow cytometry was used to describe cell types and presence of activation markers in peripheral blood, the expression of 51 proteins was measured in serum or plasma, and RNA sequencing was performed in peripheral blood mononuclear cells (PBMC). Response to treatment after 3 months was determined using the EULAR response criteria. We assessed the changes in biological phenotypes during treatment, and whether these changes differed between responders and non-responders with regression analysis. By using measurements from baseline, we also tried to find biomarkers of future MTX response or, alternatively, to predict MTX response.
Among the MTX responders, (Good or Moderate according to EULAR treatment response classification, = 60, 75%), we observed changes in 29 partly overlapping cell types proportions, levels of 13 proteins and expression of 38 genes during treatment. These changes were in most cases suppressions that were stronger among responders compared to non-responders. Within responders to treatment, we observed a suppression of FOXP3 gene expression, reduction of immunoglobulin gene expression and suppression of genes involved in cell proliferation. The proportion of many HLA-DR expressing T-cell populations were suppressed in all patients irrespective of clinical response, and the proportion of many IL21R+ T-cells were reduced exclusively in non-responders. Using only the baseline measurements we could not detect any biomarkers or prediction models that could predict response to MTX.
We conclude that a deep molecular and cellular phenotyping of peripheral blood cells in RA patients treated with methotrexate can reveal previously not recognized differences between responders and non-responders during 3 months of treatment with MTX. This may contribute to the understanding of MTX mode of action and explain non-responsiveness to MTX therapy.
甲氨蝶呤(MTX)是类风湿关节炎(RA)的一线治疗药物,但相当一部分患者治疗反应未达满意效果。在此,我们开展了一项纵向多组学研究,旨在检测外周血中与甲氨蝶呤成功治疗类风湿关节炎相关的分子和细胞过程。
80例新诊断的RA患者在开始MTX治疗前及治疗3个月时接受了临床评估并捐献血液。采用流式细胞术描述外周血中的细胞类型及激活标志物的存在情况,检测血清或血浆中51种蛋白质的表达,并对外周血单个核细胞(PBMC)进行RNA测序。使用欧洲抗风湿病联盟(EULAR)反应标准确定3个月后的治疗反应。我们评估了治疗期间生物学表型的变化,以及反应者和无反应者之间这些变化是否存在差异,并进行回归分析。通过使用基线测量值,我们还试图寻找未来MTX反应的生物标志物,或者预测MTX反应。
在MTX反应者中(根据EULAR治疗反应分类为良好或中等,n = 60,75%),我们观察到治疗期间29种部分重叠的细胞类型比例、13种蛋白质水平和38个基因表达发生了变化。在大多数情况下,这些变化是抑制作用,反应者中的抑制作用比无反应者更强。在治疗反应者中,我们观察到FOXP3基因表达受到抑制、免疫球蛋白基因表达降低以及参与细胞增殖的基因受到抑制。无论临床反应如何,所有患者中许多表达HLA-DR的T细胞群体比例均受到抑制,而许多IL21R + T细胞的比例仅在无反应者中降低。仅使用基线测量值,我们无法检测到任何可预测MTX反应的生物标志物或预测模型。
我们得出结论,对接受甲氨蝶呤治疗的RA患者外周血细胞进行深度分子和细胞表型分析,可以揭示在MTX治疗3个月期间反应者和无反应者之间以前未被认识到的差异。这可能有助于理解MTX的作用模式,并解释对MTX治疗无反应的原因。