Computational Analysis of Transcriptional Profiling in Dysmorphic Syndrome

H. Otu, Handan Can, N. Kaya, L. Al-alwan, P. Ozand, M. Inan
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Abstract

In this paper we present comparative expression, functional and pathway analysis of transcriptional profiling of a dysmorphic patient and its matched control using whole blood and fibroblast cells in an attempt to identify genetic changes in dysmorphic disorders and developmental genes at large. Normalization was done by first finding an invariant set whose expression levels do not change significantly among the chips and then using this set to normalize raw probe values with a smoothing spline invariant set normalization method. Genes with significant change in expression were identified using the lower confidence bound of fold change and these genes were used to perform functional analyses within the context of Gene Ontology categories and biological pathways. Our results indicate that genes with altered expression levels are cell-type specific, activated biological categories are mostly developmental related such as skeletal and muscular system and genes dysregulated in both cell types effect cAMP dependent PKA pathway and consequently the CREB cycle.
畸形综合征转录谱的计算分析
在本文中,我们使用全血和成纤维细胞对畸形患者及其匹配对照的转录谱进行了比较表达、功能和途径分析,试图在很大程度上确定畸形疾病和发育基因的遗传变化。归一化首先通过找到一个表达式水平在芯片之间没有显著变化的不变集来完成,然后使用该集合使用平滑样条不变集归一化方法对原始探针值进行归一化。在表达上有显著变化的基因使用折叠变化的低置信界限被识别出来,这些基因被用来在基因本体类别和生物学途径的背景下进行功能分析。我们的研究结果表明,表达水平改变的基因是细胞类型特异性的,激活的生物类别主要与发育相关,如骨骼和肌肉系统,两种细胞类型中的基因失调影响cAMP依赖的PKA途径,从而影响CREB周期。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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