首页> 美国卫生研究院文献>Frontiers in Pharmacology >A Novel Circulating miRNA-Based Model Predicts the Response to Tripterysium Glycosides Tablets: Moving Toward Model-Based Precision Medicine in Rheumatoid Arthritis
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A Novel Circulating miRNA-Based Model Predicts the Response to Tripterysium Glycosides Tablets: Moving Toward Model-Based Precision Medicine in Rheumatoid Arthritis

机译:一种新型的基于循环miRNA的循环模型可预测对雷公藤多甙片的反应:向类风湿性关节炎的基于模型的精确医学发展

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摘要

Accumulating clinical evidence show that not all rheumatoid arthritis (RA) patients benefit to the same extent from a Tripterygium wilfordii Hook F (TwHF)-based therapy-Tripterysium glycosides tablets (TG tablets), which emphasizes the need of predictive biomarkers and tools for drug response. Herein, we integrated TG tablets' response-related miRNA and mRNA expression profiles obtained from the clinical cohort-based microarray, miRNA target prediction, miRNA-target gene coexpression, as well as gene-gene interactions, to identify four candidate circulating miRNA biomarkers that were predictive of response to TG tablets. Moreover, we applied the support vector machines (SVM) algorithm to construct the prediction model for the treatment outcome of TG tablets based on the levels of the candidate miRNA biomarkers, and also confirmed its good performance via both 5-fold cross-validation and the independent clinical cohort validations. Collectively, this circulating miRNA-based biomarker model may assist in screening the responsive RA patients to TG tablets and thus potentially benefit individualized therapy of RA in a daily clinical setting.
机译:越来越多的临床证据表明,并非所有类风湿性关节炎(RA)患者都能从雷公藤雷公藤多甙(TwHF)疗法-Tripterysium糖苷片(TG片)中受益,这强调了预测性生物标志物和药物工具的需求响应。在本文中,我们整合了TG片的响应相关miRNA和mRNA表达谱,这些谱是从基于临床队列的微阵列,miRNA靶标预测,miRNA靶标基因共表达以及基因与基因的相互作用中获得的,以鉴定出四种候选的循环miRNA生物标记,可以预测对TG片的反应。此外,我们根据候选miRNA生物标志物的水平,应用支持向量机(SVM)算法构建了TG片治疗结果的预测模型,并通过5倍交叉验证和独立的临床队列验证。总的来说,这种循环的基于miRNA的生物标记物模型可以帮助筛选对TG片有反应的RA患者,因此在日常临床中可能有益于RA的个体化治疗。

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