Department of Chemistry, Trinity College, Hartford, CT, USA.
Department of Mathematics, Trinity College, Hartford, CT, USA.
Anal Bioanal Chem. 2023 Nov;415(26):6481-6490. doi: 10.1007/s00216-023-04924-z. Epub 2023 Sep 8.
Single-cell measurements routinely demonstrate high levels of variation between cells, but fewer studies provide insight into the analytical and biological sources of this variation. This is particularly true of chemical cytometry, in which individual cells are lysed and their contents separated, compared to more established single-cell measurements of the genome and transcriptome. To characterize population-level variation and its sources, we analyzed oxidative stress levels in 1278 individual Dictyostelium discoideum cells as a function of exogenous stress level and cell cycle position. Cells were exposed to varying levels of oxidative stress via singlet oxygen generation using the photosensitizer Rose Bengal. Single-cell data reproduced the dose-response observed in ensemble measurements by CE-LIF, superimposed with high levels of heterogeneity. Through experiments and data analysis, we explored possible biological sources of this heterogeneity. No trend was observed between population variation and oxidative stress level, but cell cycle position was a major contributor to heterogeneity in oxidative stress. Cells synchronized to the same stage of cell division were less heterogeneous than unsynchronized cells (RSD of 37-51% vs 93%), and mitotic cells had higher levels of reactive oxygen species than interphase cells. While past research has proposed changes in cell size during the cell cycle as a source of biological noise, the measurements presented here use an internal standard to normalize for effects of cell volume, suggesting a more complex contribution of cell cycle to heterogeneity of oxidative stress.
单细胞测量通常显示细胞间存在高水平的变异性,但很少有研究深入了解这种变异性的分析和生物学来源。这在化学细胞仪中尤其如此,在化学细胞仪中,单个细胞被裂解,其内容物被分离,而不是更成熟的基因组和转录组的单细胞测量。为了描述群体水平的变异及其来源,我们分析了 1278 个单个盘基网柄菌细胞的氧化应激水平,作为外源性应激水平和细胞周期位置的函数。通过使用光敏剂 Rose Bengal 产生单线态氧,将细胞暴露在不同水平的氧化应激下。单细胞数据复制了 CE-LIF 测量的整体剂量反应,同时具有高水平的异质性。通过实验和数据分析,我们探讨了这种异质性的可能生物学来源。没有观察到群体变异与氧化应激水平之间存在趋势,但细胞周期位置是氧化应激异质性的主要贡献者。同步到相同细胞分裂阶段的细胞比未同步的细胞异质性更小(RSD 为 37-51%对 93%),有丝分裂细胞的活性氧水平高于间期细胞。虽然过去的研究已经提出细胞周期中细胞大小的变化是生物噪声的来源,但这里呈现的测量方法使用内部标准来归一化细胞体积的影响,这表明细胞周期对氧化应激异质性的贡献更加复杂。