Center for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud University Medical Center, Nijmegen, The Netherlands.
Department of Neurology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
BMC Med. 2022 Nov 10;20(1):395. doi: 10.1186/s12916-022-02591-y.
Myotonic dystrophy type 1 (DM1) is an incurable multisystem disease caused by a CTG-repeat expansion in the DM1 protein kinase (DMPK) gene. The OPTIMISTIC clinical trial demonstrated positive and heterogenous effects of cognitive behavioral therapy (CBT) on the capacity for activity and social participations in DM1 patients. Through a process of reverse engineering, this study aims to identify druggable molecular biomarkers associated with the clinical improvement in the OPTIMISTIC cohort.
Based on full blood samples collected during OPTIMISTIC, we performed paired mRNA sequencing for 27 patients before and after the CBT intervention. Linear mixed effect models were used to identify biomarkers associated with the disease-causing CTG expansion and the mean clinical improvement across all clinical outcome measures.
We identified 608 genes for which their expression was significantly associated with the CTG-repeat expansion, as well as 1176 genes significantly associated with the average clinical response towards the intervention. Remarkably, all 97 genes associated with both returned to more normal levels in patients who benefited the most from CBT. This main finding has been replicated based on an external dataset of mRNA data of DM1 patients and controls, singling these genes out as candidate biomarkers for therapy response. Among these candidate genes were DNAJB12, HDAC5, and TRIM8, each belonging to a protein family that is being studied in the context of neurological disorders or muscular dystrophies. Across the different gene sets, gene pathway enrichment analysis revealed disease-relevant impaired signaling in, among others, insulin-, metabolism-, and immune-related pathways. Furthermore, evidence for shared dysregulations with another neuromuscular disease, Duchenne muscular dystrophy, was found, suggesting a partial overlap in blood-based gene dysregulation.
DM1-relevant disease signatures can be identified on a molecular level in peripheral blood, opening new avenues for drug discovery and therapy efficacy assessments.
肌强直性营养不良 1 型(DM1)是一种由 DM1 蛋白激酶(DMPK)基因中的 CTG 重复扩展引起的无法治愈的多系统疾病。OPTIMISTIC 临床试验证明认知行为疗法(CBT)对 DM1 患者的活动能力和社会参与具有积极和异质的影响。通过逆向工程的过程,本研究旨在确定与 OPTIMISTIC 队列中临床改善相关的可用药理学分子生物标志物。
基于 OPTIMISTIC 期间收集的全血样本,我们对 27 名患者在 CBT 干预前后进行了配对的 mRNA 测序。线性混合效应模型用于鉴定与致病 CTG 扩展以及所有临床结局测量的平均临床改善相关的生物标志物。
我们确定了 608 个基因,它们的表达与 CTG 重复扩展显著相关,以及 1176 个基因与干预的平均临床反应显著相关。值得注意的是,所有与两者都相关的 97 个基因在最受益于 CBT 的患者中都恢复到更正常的水平。这一主要发现已基于 DM1 患者和对照的外部 mRNA 数据集得到复制,将这些基因作为治疗反应的候选生物标志物。在这些候选基因中,DNAJB12、HDAC5 和 TRIM8,每个都属于在神经退行性疾病或肌肉营养不良的背景下正在研究的蛋白质家族。在不同的基因集中,基因途径富集分析揭示了与胰岛素、代谢和免疫相关途径等相关的疾病相关信号受损。此外,还发现与另一种神经肌肉疾病杜氏肌营养不良症存在共享的失调证据,表明在血液基因失调方面存在部分重叠。
可以在DM1 相关疾病的分子水平上在周围血液中识别出相关疾病特征,为药物发现和治疗效果评估开辟了新的途径。