Moignard Victoria, Woodhouse Steven, Haghverdi Laleh, Lilly Andrew J, Tanaka Yosuke, Wilkinson Adam C, Buettner Florian, Macaulay Iain C, Jawaid Wajid, Diamanti Evangelia, Nishikawa Shin-Ichi, Piterman Nir, Kouskoff Valerie, Theis Fabian J, Fisher Jasmin, Göttgens Berthold
Department of Haematology, Cambridge Institute for Medical Research, University of Cambridge, UK.
Wellcome Trust - Medical Research Council Cambridge Stem Cell Institute, University of Cambridge, Cambridge, UK.
Nat Biotechnol. 2015 Mar;33(3):269-276. doi: 10.1038/nbt.3154. Epub 2015 Feb 9.
Reconstruction of the molecular pathways controlling organ development has been hampered by a lack of methods to resolve embryonic progenitor cells. Here we describe a strategy to address this problem that combines gene expression profiling of large numbers of single cells with data analysis based on diffusion maps for dimensionality reduction and network synthesis from state transition graphs. Applying the approach to hematopoietic development in the mouse embryo, we map the progression of mesoderm toward blood using single-cell gene expression analysis of 3,934 cells with blood-forming potential captured at four time points between E7.0 and E8.5. Transitions between individual cellular states are then used as input to develop a single-cell network synthesis toolkit to generate a computationally executable transcriptional regulatory network model of blood development. Several model predictions concerning the roles of Sox and Hox factors are validated experimentally. Our results demonstrate that single-cell analysis of a developing organ coupled with computational approaches can reveal the transcriptional programs that underpin organogenesis.
由于缺乏解析胚胎祖细胞的方法,控制器官发育的分子途径重建工作一直受到阻碍。在此,我们描述一种解决该问题的策略,该策略将大量单细胞的基因表达谱分析与基于扩散映射的数据分析相结合,以进行降维和从状态转移图合成网络。将该方法应用于小鼠胚胎的造血发育过程中,我们通过对在E7.0至E8.5之间的四个时间点捕获的具有造血潜能的3934个细胞进行单细胞基因表达分析,绘制了中胚层向血液的发育进程。然后,将各个细胞状态之间的转变用作输入,开发一个单细胞网络合成工具包,以生成一个血液发育的可计算执行的转录调控网络模型。关于Sox和Hox因子作用的几个模型预测已通过实验得到验证。我们的结果表明,对发育中的器官进行单细胞分析并结合计算方法,可以揭示支撑器官发生的转录程序。