Ernst Jason, Melnikov Alexandre, Zhang Xiaolan, Wang Li, Rogov Peter, Mikkelsen Tarjei S, Kellis Manolis
Department of Biological Chemistry, University of California, Los Angeles, Los Angeles, California, USA.
Computer Science Department, University of California, Los Angeles, Los Angeles, California, USA.
Nat Biotechnol. 2016 Nov;34(11):1180-1190. doi: 10.1038/nbt.3678. Epub 2016 Oct 3.
Massively parallel reporter assays (MPRAs) enable nucleotide-resolution dissection of transcriptional regulatory regions, such as enhancers, but only few regions at a time. Here we present a combined experimental and computational approach, Systematic high-resolution activation and repression profiling with reporter tiling using MPRA (Sharpr-MPRA), that allows high-resolution analysis of thousands of regions simultaneously. Sharpr-MPRA combines dense tiling of overlapping MPRA constructs with a probabilistic graphical model to recognize functional regulatory nucleotides, and to distinguish activating and repressive nucleotides, using their inferred contribution to reporter gene expression. We used Sharpr-MPRA to test 4.6 million nucleotides spanning 15,000 putative regulatory regions tiled at 5-nucleotide resolution in two human cell types. Our results recovered known cell-type-specific regulatory motifs and evolutionarily conserved nucleotides, and distinguished known activating and repressive motifs. Our results also showed that endogenous chromatin state and DNA accessibility are both predictive of regulatory function in reporter assays, identified retroviral elements with activating roles, and uncovered 'attenuator' motifs with repressive roles in active chromatin.
大规模平行报告基因分析(MPRAs)能够对转录调控区域(如增强子)进行核苷酸分辨率的剖析,但每次只能分析少数区域。在此,我们提出了一种结合实验和计算的方法,即使用MPRA进行系统性高分辨率激活和抑制谱分析与报告基因平铺(Sharpr-MPRA),该方法能够同时对数千个区域进行高分辨率分析。Sharpr-MPRA将重叠MPRA构建体的密集平铺与概率图形模型相结合,以识别功能性调控核苷酸,并利用其对报告基因表达的推断贡献来区分激活和抑制核苷酸。我们使用Sharpr-MPRA在两种人类细胞类型中对跨越15000个假定调控区域、以5核苷酸分辨率平铺的460万个核苷酸进行了测试。我们的结果恢复了已知的细胞类型特异性调控基序和进化上保守的核苷酸,并区分了已知的激活和抑制基序。我们的结果还表明,内源性染色质状态和DNA可及性在报告基因分析中均能预测调控功能,鉴定出具有激活作用的逆转录病毒元件,并在活性染色质中发现了具有抑制作用的“衰减子”基序。