Department of Rheumatology & Clinical Immunology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands.
Leiden Academic Center for Drug Research, Leiden University, 2300 RA, Leiden, Netherlands.
Arthritis Res Ther. 2018 Oct 15;20(1):230. doi: 10.1186/s13075-018-1729-2.
We previously identified, in newly diagnosed rheumatoid arthritis (RA) patients, networks of co-expressed genes and proteomic biomarkers associated with achieving sustained drug-free remission (sDFR) after treatment with tocilizumab- or methotrexate-based strategies. The aim of this study was to identify, within the same patients, metabolic pathways important for achieving sDFR and to subsequently study the complex interactions between different components of the biological system and how these interactions might affect the therapeutic response in early RA.
Serum samples were analyzed of 60 patients who participated in the U-Act-Early trial (ClinicalTrials.gov number NCT01034137) and initiated treatment with methotrexate, tocilizumab, or the combination and who were thereafter able to achieve sDFR (n = 37); as controls, patients were selected who never achieved a drug-free status (n = 23). Metabolomic measurements were performed using mass spectrometry on oxidative stress, amine, and oxylipin platforms covering various compounds. Partial least square discriminant analyses (PLSDA) were performed to identify, per strategy arm, relevant metabolites of which the biological pathways were studied. In addition, integrative analyses were performed correlating the previously identified transcripts and proteins with the relevant metabolites.
In the tocilizumab plus methotrexate, tocilizumab, and methotrexate strategy, respectively, 19, 13, and 12 relevant metabolites were found, which were subsequently used for pathway analyses. The most significant pathway in the tocilizumab plus methotrexate strategy was "histidine metabolism" (p < 0.001); in the tocilizumab strategy it was "arachidonic acid metabolism" (p = 0.018); and in the methotrexate strategy it was "arginine and proline metabolism" (p = 0.022). These pathways have treatment-specific drug interactions with metabolites affecting either the signaling of interleukin-6, which is inhibited by tocilizumab, or affecting protein synthesis from amino acids, which is inhibited by methotrexate.
In early RA patients treated-to-target with a tocilizumab- or methotrexate-based strategy, several metabolites were found to be associated with achieving sDFR. In line with our previous observations, by analyzing relevant transcripts and proteins within the same patients, the metabolic profiles were found to be different between the strategy arms. Our metabolic analysis further supports the hypothesis that achieving sDFR is not only dependent on predisposing biomarkers, but also on the specific treatment that has been initiated.
ClinicalTrials.gov, NCT01034137 . Registered on January 2010.
我们之前在新诊断的类风湿关节炎(RA)患者中发现了与接受托珠单抗或甲氨蝶呤为基础的治疗后实现持续无药物缓解(sDFR)相关的共表达基因和蛋白质组生物标志物网络。本研究的目的是在同一患者中确定实现 sDFR 重要的代谢途径,并随后研究不同生物系统成分之间的复杂相互作用以及这些相互作用如何影响早期 RA 的治疗反应。
对 60 名参加 U-Act-Early 试验(ClinicalTrials.gov 编号 NCT01034137)并接受甲氨蝶呤、托珠单抗或联合治疗且随后能够实现 sDFR 的新诊断 RA 患者(n=37)的血清样本进行分析;作为对照,选择从未达到无药物状态的患者(n=23)。使用质谱法对氧化应激、胺和氧化脂素平台上的各种化合物进行代谢组学测量。使用偏最小二乘判别分析(PLSDA)确定每种策略相关的、其生物途径进行了研究的相关代谢物。此外,进行了整合分析,将先前鉴定的转录本和蛋白质与相关代谢物相关联。
在托珠单抗联合甲氨蝶呤、托珠单抗和甲氨蝶呤策略中,分别发现了 19、13 和 12 个相关代谢物,随后用于途径分析。托珠单抗联合甲氨蝶呤策略中最显著的途径是“组氨酸代谢”(p<0.001);在托珠单抗策略中是“花生四烯酸代谢”(p=0.018);在甲氨蝶呤策略中是“精氨酸和脯氨酸代谢”(p=0.022)。这些途径与影响白细胞介素-6信号的药物存在治疗特异性相互作用,托珠单抗可抑制白细胞介素-6的信号;或者与影响来自氨基酸的蛋白质合成的药物存在治疗特异性相互作用,甲氨蝶呤可抑制蛋白质合成。
在接受托珠单抗或甲氨蝶呤为基础的治疗目标治疗的早期 RA 患者中,发现了一些与实现 sDFR 相关的代谢物。与我们之前的观察结果一致,通过分析同一患者中的相关转录本和蛋白质,在策略臂之间发现了不同的代谢特征。我们的代谢分析进一步支持了这样的假设,即实现 sDFR 不仅取决于预先存在的生物标志物,还取决于已启动的特定治疗。
ClinicalTrials.gov,NCT01034137。于 2010 年 1 月注册。