Massively parallel characterization of transcriptional regulatory elements

IF 50.5 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Nature Pub Date : 2025-01-15 DOI:10.1038/s41586-024-08430-9
Vikram Agarwal, Fumitaka Inoue, Max Schubach, Dmitry Penzar, Beth K. Martin, Pyaree Mohan Dash, Pia Keukeleire, Zicong Zhang, Ajuni Sohota, Jingjing Zhao, Ilias Georgakopoulos-Soares, William S. Noble, Galip Gürkan Yardımcı, Ivan V. Kulakovskiy, Martin Kircher, Jay Shendure, Nadav Ahituv
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引用次数: 0

Abstract

The human genome contains millions of candidate cis-regulatory elements (cCREs) with cell-type-specific activities that shape both health and many disease states1. However, we lack a functional understanding of the sequence features that control the activity and cell-type-specific features of these cCREs. Here we used lentivirus-based massively parallel reporter assays (lentiMPRAs) to test the regulatory activity of more than 680,000 sequences, representing an extensive set of annotated cCREs among three cell types (HepG2, K562 and WTC11), and found that 41.7% of these sequences were active. By testing sequences in both orientations, we find promoters to have strand-orientation biases and their 200-nucleotide cores to function as non-cell-type-specific ‘on switches’ that provide similar expression levels to their associated gene. By contrast, enhancers have weaker orientation biases, but increased tissue-specific characteristics. Utilizing our lentiMPRA data, we develop sequence-based models to predict cCRE function and variant effects with high accuracy, delineate regulatory motifs and model their combinatorial effects. Testing a lentiMPRA library encompassing 60,000 cCREs in all three cell types further identified factors that determine cell-type specificity. Collectively, our work provides an extensive catalogue of functional CREs in three widely used cell lines and showcases how large-scale functional measurements can be used to dissect regulatory grammar.

Abstract Image

转录调控元件的大规模并行表征
人类基因组包含数以百万计的候选顺式调控元件(cCREs),它们具有细胞类型特异性活性,影响健康和许多疾病状态1。然而,我们缺乏对控制这些cCREs活性和细胞类型特异性特征的序列特征的功能性理解。在这里,我们使用基于慢病毒的大规模平行报告基因测定法(lentiMPRAs)测试了超过68万个序列的调控活性,这些序列代表了三种细胞类型(HepG2、K562和WTC11)中大量带注释的cCREs,发现41.7%的这些序列是活跃的。通过测试两个方向的序列,我们发现启动子具有链取向偏差,它们的200个核苷酸核心具有非细胞类型特异性的“开关”功能,提供与其相关基因相似的表达水平。相比之下,增强子具有较弱的取向偏差,但增加了组织特异性特征。利用我们的lentiMPRA数据,我们开发了基于序列的模型,以高精度预测cCRE功能和变异效应,描绘调控基序并模拟它们的组合效应。测试包含所有三种细胞类型60,000个cCREs的lentiMPRA文库,进一步确定了决定细胞类型特异性的因素。总的来说,我们的工作提供了三种广泛使用的细胞系中功能cre的广泛目录,并展示了如何使用大规模功能测量来剖析调节语法。
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来源期刊
Nature
Nature 综合性期刊-综合性期刊
CiteScore
90.00
自引率
1.20%
发文量
3652
审稿时长
3 months
期刊介绍: Nature is a prestigious international journal that publishes peer-reviewed research in various scientific and technological fields. The selection of articles is based on criteria such as originality, importance, interdisciplinary relevance, timeliness, accessibility, elegance, and surprising conclusions. In addition to showcasing significant scientific advances, Nature delivers rapid, authoritative, insightful news, and interpretation of current and upcoming trends impacting science, scientists, and the broader public. The journal serves a dual purpose: firstly, to promptly share noteworthy scientific advances and foster discussions among scientists, and secondly, to ensure the swift dissemination of scientific results globally, emphasizing their significance for knowledge, culture, and daily life.
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