Rohban Mohammad Hossein, Singh Shantanu, Wu Xiaoyun, Berthet Julia B, Bray Mark-Anthony, Shrestha Yashaswi, Varelas Xaralabos, Boehm Jesse S, Carpenter Anne E
Broad Institute of MIT and Harvard, Cambridge, United States.
Department of Biochemistry, Boston University School of Medicine, Boston, United States.
Elife. 2017 Mar 18;6:e24060. doi: 10.7554/eLife.24060.
We hypothesized that human genes and disease-associated alleles might be systematically functionally annotated using morphological profiling of cDNA constructs, via a microscopy-based Cell Painting assay. Indeed, 50% of the 220 tested genes yielded detectable morphological profiles, which grouped into biologically meaningful gene clusters consistent with known functional annotation (e.g., the RAS-RAF-MEK-ERK cascade). We used novel subpopulation-based visualization methods to interpret the morphological changes for specific clusters. This unbiased morphologic map of gene function revealed TRAF2/c-REL negative regulation of YAP1/WWTR1-responsive pathways. We confirmed this discovery of functional connectivity between the NF-κB pathway and Hippo pathway effectors at the transcriptional level, thereby expanding knowledge of these two signaling pathways that critically regulate tumor initiation and progression. We make the images and raw data publicly available, providing an initial morphological map of major biological pathways for future study.
我们推测,人类基因和疾病相关等位基因可能通过基于显微镜的细胞绘画分析,利用cDNA构建体的形态学分析进行系统的功能注释。实际上,在220个测试基因中,50%产生了可检测到的形态学图谱,这些图谱被归类为与已知功能注释一致的具有生物学意义的基因簇(例如,RAS-RAF-MEK-ERK级联)。我们使用了基于新亚群的可视化方法来解释特定簇的形态变化。这种无偏差的基因功能形态图谱揭示了TRAF2/c-REL对YAP1/WWTR1反应途径的负调控。我们在转录水平上证实了NF-κB途径与Hippo途径效应器之间功能连接的这一发现,从而扩展了对这两个对肿瘤起始和进展起关键调节作用的信号通路的认识。我们将图像和原始数据公开,为未来的研究提供了主要生物途径的初始形态图谱。