Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Department of Human Genetics, Leiden University Medical Center, 2333 ZC, Leiden, The Netherlands.
Sci Rep. 2020 Oct 16;10(1):17547. doi: 10.1038/s41598-020-74687-5.
Facioscapulohumeral muscular dystrophy (FSHD) is caused by the expression of DUX4 in skeletal muscles. A number of therapeutic approaches are being developed to antagonize the events preceding and following DUX4 expression that leads to muscular dystrophy. Currently, the possibility to evaluate treatment response in clinical trials is hampered by the lack of objective molecular biomarkers connecting the disease cause to clinical performance. In this study we employed RNA-seq to examine gene expression in PAXgene tubes obtained from two independent cohorts of FSHD patients. Analysis of gene expression profiles did not lead to the identification of genes or pathways differentially expressed in FSHD patients, or associated with disease severity. In particular, we did not find evidence that the DUX4 and PAX7 signatures were differentially expressed. On the other hand, we were able to improve patient classification by including single genes or groups of genes in classification models. The best classifier was ROPN1L, a gene known to be expressed in testis, coincidentally the typical location of DUX4 expression. These improvements in patient classification hold the potential to enrich the FSHD clinical trial toolbox.
面肩肱型肌营养不良症(FSHD)是由骨骼肌中 DUX4 的表达引起的。目前正在开发许多治疗方法来拮抗导致肌肉营养不良的 DUX4 表达之前和之后的事件。目前,缺乏将疾病原因与临床表现联系起来的客观分子生物标志物,这阻碍了在临床试验中评估治疗反应的可能性。在这项研究中,我们使用 RNA-seq 来检查来自两个独立的 FSHD 患者队列的 PAXgene 管中的基因表达。对基因表达谱的分析并没有导致鉴定出在 FSHD 患者中差异表达的基因或途径,也没有与疾病严重程度相关的基因或途径。特别是,我们没有发现 DUX4 和 PAX7 特征差异表达的证据。另一方面,我们能够通过将单个基因或基因组纳入分类模型来改善患者分类。最佳分类器是 ROPN1L,这是一种已知在睾丸中表达的基因,巧合的是,这也是 DUX4 表达的典型位置。这些患者分类的改进有可能丰富 FSHD 临床试验工具包。