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Robust Target Gene Discovery through Transcriptome Perturbations and Genome-Wide Enhancer Predictions in Drosophila Uncovers a Regulatory Basis for Sensory Specification

机译:通过转录组扰动和果蝇中的全基因组增强子预测的强大目标基因发现揭示了感官规格的调控基础。

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A comprehensive systems-level understanding of developmental programs requires the mapping of the underlying gene regulatory networks. While significant progress has been made in mapping a few such networks, almost all gene regulatory networks underlying cell-fate specification remain unknown and their discovery is significantly hampered by the paucity of generalized, in vivo validated tools of target gene and functional enhancer discovery. We combined genetic transcriptome perturbations and comprehensive computational analyses to identify a large cohort of target genes of the proneural and tumor suppressor factor Atonal, which specifies the switch from undifferentiated pluripotent cells to R8 photoreceptor neurons during larval development. Extensive in vivo validations of the predicted targets for the proneural factor Atonal demonstrate a 50% success rate of bona fide targets. Furthermore we show that these enhancers are functionally conserved by cloning orthologous enhancers from Drosophila ananassae and D. virilis in D. melanogaster. Finally, to investigate cis-regulatory cross-talk between Ato and other retinal differentiation transcription factors (TFs), we performed motif analyses and independent target predictions for Eyeless, Senseless, Suppressor of Hairless, Rough, and Glass. Our analyses show that cisTargetX identifies the correct motif from a set of coexpressed genes and accurately predicts target genes of individual TFs. The validated set of novel Ato targets exhibit functional enrichment of signaling molecules and a subset is predicted to be coregulated by other TFs within the retinal gene regulatory network.
机译:对开发程序的系统级全面了解需要对基础基因调控网络进行定位。尽管在绘制一些这样的网络方面已经取得了显着进展,但是几乎所有基于细胞命运规范的基因调控网络仍然未知,并且它们的发现由于缺乏通用的,体内验证的靶基因和功能增强子发现工具而受到严重阻碍。我们结合了遗传转录组摄动和综合计算分析,以鉴定出大量的proneural和肿瘤抑制因子Atonal的靶基因,该基因指定了幼体发育过程中从未分化的多能细胞向R8感光神经元的转换。对proneural因子Atonal的预测靶标进行的广泛体内验证表明,真正靶标的成功率为50%。此外,我们显示这些增强子在功能上是通过克隆果蝇和果蝇中直系同源增强子而保守的。最后,为了研究Ato与其他视网膜分化转录因子(TFs)之间的顺式调控串扰,我们对无眼,无意识,无毛,粗糙和玻璃抑制物进行了基序分析和独立的目标预测。我们的分析表明,cisTargetX可从一组共表达的基因中识别出正确的基序,并准确预测单个TF的靶基因。一组经过验证的新型Ato靶标展示了信号分子的功能富集,并且预测其中一个子集会被视网膜基因调控网络内的其他TF调控。

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