Department of Cardiology, The Second Affiliated Hospital of Kunming Medical University, Kunming City, China.
Department of Hepatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, Kunming City, China.
Medicine (Baltimore). 2022 Aug 19;101(33):e30123. doi: 10.1097/MD.0000000000030123.
Congenital heart disease (CHD) is the most serious congenital defect in newborns with higher mortality. Alternative splicing (AS) plays an essential role in numerous heart diseases. However, our understanding of the link between mRNA splicing and CHD in humans is limited. Here, we try to investigate the genome-wide AS events in CHD using bioinformatics methods. We collected available RNA-seq datasets of CHD-induced pluripotent stem cell-cardiomyocytes (iPSC-CMs) (including single ventricle disease [SVD] and tetralogy of Fallot [TOF]) and non-CHD from the Gene Expression Omnibus database. Then, we unprecedentedly performed AS profiles in CHD-iPSC-CMs and non-CHD-iPSC-CMs. The rMAPS was used to generate RNA-maps for the analysis of RNA-binding proteins' (RBPs) binding sites. We used StringTie to identify and quantify the transcripts from aligned RNA-Seq reads. A quantification matrix was generated with respect to different groups by extracting the transcripts per million values from StringTie outputs. Then, this matrix was used for correlation analysis between the expression level of RBP and AS level. Finally, we validated our AS results using RNA-seq data from CHD and non-CHD patient tissue samples. We identified CHD-related AS events using CHD-iPSC-CMs and CHD samples from patients. The results showed that functional enrichment of abnormal AS in SVD and TOF was transcription factor-related. Using rMAPS, RNA-binding proteins which regulated these AS were also determined, and RBP-AS regulatory network was constructed. Overall, we identified abnormal AS in CHD-iPSC-CMs and CHD samples from patients. We predicted AS regulators in SVD and TOF, respectively. At last, we concluded that AS played a key role in the pathogenesis of CHD.
先天性心脏病(CHD)是新生儿中最严重的先天性缺陷,死亡率较高。选择性剪接(AS)在许多心脏疾病中起着至关重要的作用。然而,我们对人类mRNA 剪接与 CHD 之间的联系的理解是有限的。在这里,我们试图使用生物信息学方法研究 CHD 中的全基因组 AS 事件。我们从基因表达综合数据库中收集了现有的 CHD 诱导多能干细胞-心肌细胞(iPSC-CMs)(包括单心室疾病[SVD]和法洛四联症[TOF])和非 CHD 的 RNA-seq 数据集。然后,我们前所未有地在 CHD-iPSC-CMs 和非 CHD-iPSC-CMs 中进行了 AS 谱分析。rMAPS 用于生成 RNA 图谱,以分析 RNA 结合蛋白(RBPs)的结合位点。我们使用 StringTie 来识别和定量来自对齐的 RNA-seq 读取的转录本。通过从 StringTie 输出中提取每百万个转录本的值,生成了一个与不同组相对应的量化矩阵。然后,该矩阵用于分析 RBP 表达水平与 AS 水平之间的相关性。最后,我们使用来自 CHD 和非 CHD 患者组织样本的 RNA-seq 数据验证了我们的 AS 结果。我们使用 CHD-iPSC-CMs 和患者的 CHD 样本鉴定了与 CHD 相关的 AS 事件。结果表明,SVD 和 TOF 中异常 AS 的功能富集与转录因子有关。使用 rMAPS,还确定了调节这些 AS 的 RNA 结合蛋白,并构建了 RBP-AS 调控网络。总的来说,我们鉴定了 CHD-iPSC-CMs 和患者 CHD 样本中的异常 AS。我们分别预测了 SVD 和 TOF 中的 AS 调节剂。最后,我们得出结论,AS 在 CHD 的发病机制中起着关键作用。