Massively parallel characterization of transcriptional regulatory elements

巨量平行 表征(材料科学) 计算生物学 计算机科学 生物 并行计算 纳米技术 材料科学
作者
Vikram Agarwal,Fumitaka Inoue,Max Schubach,Dmitry Penzar,Beth Martin,Pyaree Mohan Dash,Pia Keukeleire,Zicong Zhang,Ajuni Sohota,Jingjing Zhao,Ilias Georgakopoulos-Soares,William Stafford Noble,Galip Gürkan Yardımcı,Ivan V. Kulakovskiy,Martin Kircher,Jay Shendure,Nadav Ahituv
出处
期刊:Nature [Nature Portfolio]
标识
DOI:10.1038/s41586-024-08430-9
摘要

Abstract The human genome contains millions of candidate cis -regulatory elements (cCREs) with cell-type-specific activities that shape both health and many disease states 1 . 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.
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