Deng Chengyu, Whalen Sean, Steyert Marilyn, Ziffra Ryan, Przytycki Pawel F, Inoue Fumitaka, Pereira Daniela A, Capauto Davide, Norton Scott, Vaccarino Flora M, Pollen Alex, Nowakowski Tomasz J, Ahituv Nadav, Pollard Katherine S
Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco; San Francisco, CA, USA.
Institute for Human Genetics, University of California, San Francisco; San Francisco, CA, USA.
bioRxiv. 2023 Feb 16:2023.02.15.528663. doi: 10.1101/2023.02.15.528663.
Nucleotide changes in gene regulatory elements are important determinants of neuronal development and disease. Using massively parallel reporter assays in primary human cells from mid-gestation cortex and cerebral organoids, we interrogated the -regulatory activity of 102,767 sequences, including differentially accessible cell-type specific regions in the developing cortex and single-nucleotide variants associated with psychiatric disorders. In primary cells, we identified 46,802 active enhancer sequences and 164 disorder-associated variants that significantly alter enhancer activity. Activity was comparable in organoids and primary cells, suggesting that organoids provide an adequate model for the developing cortex. Using deep learning, we decoded the sequence basis and upstream regulators of enhancer activity. This work establishes a comprehensive catalog of functional gene regulatory elements and variants in human neuronal development.
基因调控元件中的核苷酸变化是神经元发育和疾病的重要决定因素。我们利用来自妊娠中期皮质的原代人类细胞和脑类器官进行大规模平行报告基因检测,探究了102767个序列的调控活性,包括发育中的皮质中差异可及的细胞类型特异性区域以及与精神疾病相关的单核苷酸变体。在原代细胞中,我们鉴定出46802个活性增强子序列和164个显著改变增强子活性的疾病相关变体。类器官和原代细胞中的活性相当,这表明类器官为发育中的皮质提供了一个合适的模型。我们利用深度学习解码了增强子活性的序列基础和上游调节因子。这项工作建立了人类神经元发育中功能性基因调控元件和变体的综合目录。