Department of Biostatistics, University of Florida, Gainesville, FL, USA.
Department of Human Genetics, Emory University School of Medicine, Atlanta, GA, USA.
Commun Biol. 2024 Oct 19;7(1):1353. doi: 10.1038/s42003-024-07060-1.
Alzheimer's disease (AD) is an age-related neurodegenerative disorder with regulatory RNAs playing significant roles in its etiology. Circular RNAs (CircRNA) are enriched in human brains and contribute to AD progression. Many circRNA isoforms derived from same gene loci share common back splicing sites, thus often form clusters and work as a group to additively regulate their downstream targets. Unfortunately, the coordinated role of clustered circRNAs is often overlooked in individual circRNA differential expression (DE) analysis. To address these challenges, we develop circMeta2, a computational tool designed to perform DE analysis focused on circRNA clusters, equipped with modules tailored for both a small sample of biological replicates and a large-scale population study. Using circMeta2, we identify brain region-specific circRNA clusters from six distinct brain regions in the ENCODE datasets, as well as brain region-specific alteration of circRNA clusters signatures associated with AD from Mount Sinai brain bank (MSBB) AD study. We also illustrate how AD-associated circRNA clusters within and across different brain regions work coordinately to contribute to AD etiology by impacting miRNA-mediated gene expression and identified key circRNA clusters that associated with AD progression and severity. Our study demonstrates circMeta2 as a highly accuracy and robust tool for analyzing circRNA clusters, offering valuable molecular insights into AD pathology.
阿尔茨海默病(AD)是一种与年龄相关的神经退行性疾病,调节性 RNA 在其发病机制中起着重要作用。CircRNA 在人类大脑中丰富,并有助于 AD 的进展。许多来自同一基因座的 circRNA 同种型共享共同的后剪接位点,因此通常形成簇并作为一个整体协同调节其下游靶标。不幸的是,在单个 circRNA 差异表达(DE)分析中,通常会忽略簇状 circRNA 的协调作用。为了解决这些挑战,我们开发了 circMeta2,这是一种专门针对 circRNA 簇进行 DE 分析的计算工具,配备了针对生物重复样本数量较少和大规模人群研究的模块。使用 circMeta2,我们从 ENCODE 数据集的六个不同大脑区域中识别出大脑区域特异性 circRNA 簇,以及来自西奈山脑库(MSBB)AD 研究的与 AD 相关的 circRNA 簇特征的大脑区域特异性改变。我们还说明了 AD 相关的 circRNA 簇如何在不同大脑区域内和之间协调工作,通过影响 miRNA 介导的基因表达来促进 AD 的发病机制,并确定与 AD 进展和严重程度相关的关键 circRNA 簇。我们的研究表明 circMeta2 是一种高度准确和稳健的分析 circRNA 簇的工具,为 AD 病理学提供了有价值的分子见解。