School of Mathematics, Statistics and Physics, Newcastle University, Newcastle upon Tyne, United Kingdom.
Department of Mathematics, Physics and Electrical Engineering, Northumbria University, Newcastle upon Tyne, United Kingdom.
Phys Biol. 2021 Feb 25;18(2):026003. doi: 10.1088/1478-3975/abd22b.
The improved in vitro regulation of human embryonic stem cell (hESC) pluripotency and differentiation trajectories is required for their promising clinical applications. The temporal and spatial quantification of the molecular interactions controlling pluripotency is also necessary for the development of successful mathematical and computational models. Here we use time-lapse experimental data of OCT4-mCherry fluorescence intensity to quantify the temporal and spatial dynamics of the pluripotency transcription factor OCT4 in a growing hESC colony in the presence and absence of BMP4. We characterise the internal self-regulation of OCT4 using the Hurst exponent and autocorrelation analysis, quantify the intra-cellular fluctuations and consider the diffusive nature of OCT4 evolution for individual cells and pairs of their descendants. We find that OCT4 abundance in the daughter cells fluctuates sub-diffusively, showing anti-persistent self-regulation. We obtain the stationary probability distributions governing hESC transitions amongst the different cell states and establish the times at which pro-fate cells (which later give rise to pluripotent or differentiated cells) cluster in the colony. By quantifying the similarities between the OCT4 expression amongst neighbouring cells, we show that hESCs express similar OCT4 to cells within their local neighbourhood within the first two days of the experiment and before BMP4 treatment. Our framework allows us to quantify the relevant properties of proliferating hESC colonies and the procedure is widely applicable to other transcription factors and cell populations.
为了将人类胚胎干细胞 (hESC) 的多能性和分化轨迹应用于临床,需要对其进行改进的体外调控。为了开发成功的数学和计算模型,还需要对控制多能性的分子相互作用进行时空定量。在这里,我们使用 OCT4-mCherry 荧光强度的延时实验数据来量化在存在和不存在 BMP4 的情况下,hESC 集落中多能性转录因子 OCT4 的时空动力学。我们使用赫斯特指数和自相关分析来描述 OCT4 的内部自我调节,量化细胞内的波动,并考虑 OCT4 对单个细胞及其后代的扩散性质的进化。我们发现,子细胞中 OCT4 的丰度呈亚扩散波动,表现出反持续的自我调节。我们获得了控制 hESC 在不同细胞状态之间转换的稳态概率分布,并确定了具有前命运的细胞(随后会产生多能性或分化细胞)在集落中聚集的时间。通过量化相邻细胞之间 OCT4 表达的相似性,我们表明 hESC 在实验开始后的前两天内且在 BMP4 处理之前,与局部邻域内的细胞表达相似的 OCT4。我们的框架允许我们量化增殖的 hESC 集落的相关性质,该过程广泛适用于其他转录因子和细胞群体。