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首页> 外文期刊>Frontiers in Pharmacology >Clinical Pharmacogenetic Models of Treatment Response to Methotrexate Monotherapy in Slovenian and Serbian Rheumatoid Arthritis Patients: Differences in Patient's Management May Preclude Generalization of the Models
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Clinical Pharmacogenetic Models of Treatment Response to Methotrexate Monotherapy in Slovenian and Serbian Rheumatoid Arthritis Patients: Differences in Patient's Management May Preclude Generalization of the Models

机译:斯洛文尼亚和塞尔维亚的类风湿关节炎患者对甲氨蝶呤单一疗法治疗反应的临床药物遗传学模型:患者管理上的差异可能会阻止模型的泛化

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Objectives: Methotrexate (MTX) is the first line treatment for rheumatoid arthritis (RA), but nevertheless 30% of patients experience MTX inefficacy. Our aim was to develop a clinical pharmacogenetic model to predict which RA patients will not respond to MTX monotherapy. We also assessed whether this model can be generalized to other populations by validating it on a group of Serbian RA patients. Methods: In 110 RA Slovenian patients, data on clinical factors and 34 polymorphisms in MTX pathway were analyzed by Least Absolute Shrinkage and Selection Operator (LASSO) penalized regression to select variables associated with the disease activity as measured by Disease Activity Score (DAS28) score after 6 months of MTX monotherapy. A clinical pharmacogenetic index was constructed from penalized regression coefficients with absolute value above 0.05. This index was cross-validated and also independently validated on 133 Serbian RA patients. Results: A clinical pharmacogenetic index for prediction of DAS28 after 6 months of MTX monotherapy in Slovenian RA patients consisted of DAS28 score at diagnosis, presence of erosions, MTX dose, Solute Carrier Family 19 Member 1 ( SLC19A1 ) rs1051266, Solute Carrier Organic Anion Transporter Family Member 1B1 ( SLCO1B1 ) rs2306283, Thymidylate Synthase ( TYMS ), and Adenosine Monophosphate Deaminase 1 ( AMPD1 ) rs17602729. It correctly classified 69% of Slovenian patients as responders or nonresponders and explained 30% of variability in DAS28 after 6 months of MTX monotherapy. Testing for validity in another population showed that it classified correctly only 22.5% of Serbian RA patients. Conclusions: We developed a clinical pharmacogenetic model for DAS28 after 6 months of MTX monotherapy in Slovenian RA patients by combining clinical and genetic variables. The clinical pharmacogenetic index developed for Slovenian patients did not perform well on Serbian patients, presumably due to the differences in patients' characteristics and clinical management between the two groups.
机译:目的:甲氨蝶呤(MTX)是类风湿关节炎(RA)的一线治疗药物,但仍有30%的患者出现MTX无效。我们的目的是开发一种临床药物遗传学模型,以预测哪些RA患者对MTX单药治疗无效。我们还评估了该模型是否可以通过对一组塞尔维亚RA患者进行验证来推广到其他人群。方法:采用最小绝对收缩和选择算子(LASSO)罚分回归分析110例斯洛文尼亚RA患者的MTX通路的临床因素和34个多态性,以疾病活动度评分(DAS28)评分,选择与疾病活动相关的变量MTX单药治疗6个月后。根据绝对值高于0.05的惩罚回归系数构建临床药物遗传学指标。该指数经过交叉验证,也对133名塞尔维亚RA患者进行了独立验证。结果:在斯洛文尼亚RA患者中,MTX单药治疗6个月后预测DAS28的临床药物遗传学指标包括诊断时的DAS28评分,糜烂的存在,MTX剂量,溶质载体家族19成员1(SLC19A1)rs1051266,溶质载体有机阴离子转运蛋白家庭成员1B1(SLCO1B1)rs2306283,胸苷酸合酶(TYMS)和单磷酸腺苷脱氨酶1(AMPD1)rs17602729。它正确地将69%的斯洛文尼亚患者归为有反应者或无反应者,并解释了MTX单药治疗6个月后DAS28的30%变异性。在另一个人群中进行有效性测试表明,它仅对22.5%的塞尔维亚RA患者正确分类。结论:我们结合临床和遗传变量,在斯洛文尼亚RA患者中MTX单药治疗6个月后,开发了DAS28的临床药物遗传学模型。为斯洛文尼亚患者开发的临床药物遗传学指标在塞尔维亚患者中表现不佳,可能是由于两组患者的特征和临床管理存在差异。

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