Department of Neuroscience, Mayo Clinic, Scottsdale, AZ, 85259, USA.
Neuroscience Graduate Program, Mayo Clinic Graduate School of Biomedical Sciences, Scottsdale, AZ, 85259, USA.
Mol Neurodegener. 2022 Mar 28;17(1):26. doi: 10.1186/s13024-022-00531-1.
Microglia, the resident immune cells of the brain, play a critical role in numerous diseases, but are a minority cell type and difficult to genetically manipulate in vivo with viral vectors and other approaches. Primary cultures allow a more controlled setting to investigate these cells, but morphological and transcriptional changes upon removal from their normal brain environment raise many caveats from in vitro studies.
To investigate whether cultured microglia recapitulate in vivo microglial signatures, we used single-cell RNA sequencing (scRNAseq) to compare microglia freshly isolated from the brain to primary microglial cultures. We performed cell population discovery, differential expression analysis, and gene co-expression module analysis to compare signatures between in vitro and in vivo microglia. We constructed causal predictive network models of transcriptional regulators from the scRNAseq data and identified a set of potential key drivers of the cultured phenotype. To validate this network analysis, we knocked down two of these key drivers, C1qc and Prdx1, in primary cultured microglia and quantified changes in microglial activation markers.
We found that, although often assumed to be a relatively homogenous population of cells in culture, in vitro microglia are a highly heterogeneous population consisting of distinct subpopulations of cells with transcriptional profiles reminiscent of macrophages and monocytes, and are marked by transcriptional programs active in neurodegeneration and other disease states. We found that microglia in vitro presented transcriptional activation of a set of "culture shock genes" not found in freshly isolated microglia, characterized by strong upregulation of disease-associated genes including Apoe, Lyz2, and Spp1, and downregulation of homeostatic microglial markers, including Cx3cr1, P2ry12, and Tmem119. Finally, we found that cultured microglia prominently alter their transcriptional machinery modulated by key drivers from the homeostatic to activated phenotype. Knockdown of one of these drivers, C1qc, resulted in downregulation of microglial activation genes Lpl, Lyz2, and Ccl4.
Overall, our data suggest that when removed from their in vivo home environment, microglia suffer a severe case of "culture shock", drastically modulating their transcriptional regulatory network state from homeostatic to activated through upregulation of modules of culture-specific genes. Consequently, cultured microglia behave as a disparate cell type that does not recapitulate the homeostatic signatures of microglia in vivo. Finally, our predictive network model discovered potential key drivers that may convert activated microglia back to their homeostatic state, allowing for more accurate representation of in vivo states in culture. Knockdown of key driver C1qc partially attenuated microglial activation in vitro, despite C1qc being only weakly upregulated in culture. This suggests that even genes that are not strongly differentially expressed across treatments or preparations may drive downstream transcriptional changes in culture.
小胶质细胞是大脑中常驻的免疫细胞,在许多疾病中发挥着关键作用,但它们是少数细胞类型,并且用病毒载体和其他方法在体内进行基因操作很困难。原代培养允许在更受控的环境中研究这些细胞,但在从正常大脑环境中取出后,其形态和转录变化带来了许多来自体外研究的注意事项。
为了研究培养的小胶质细胞是否再现体内小胶质细胞特征,我们使用单细胞 RNA 测序 (scRNAseq) 比较了从大脑中新鲜分离的小胶质细胞与原代小胶质细胞培养物。我们进行了细胞群体发现、差异表达分析和基因共表达模块分析,以比较体外和体内小胶质细胞的特征。我们从小胶质细胞的 scRNAseq 数据构建了转录调节因子的因果预测网络模型,并确定了一组潜在的培养表型关键驱动因子。为了验证该网络分析,我们在原代培养的小胶质细胞中敲低了这两个关键驱动因子 C1qc 和 Prdx1,并量化了小胶质细胞激活标志物的变化。
我们发现,尽管在培养物中通常假定为相对同质的细胞群体,但体外小胶质细胞是一种高度异质的群体,由具有类似于巨噬细胞和单核细胞的转录特征的不同亚群组成,并且其转录程序标记着神经退行性疾病和其他疾病状态。我们发现,体外培养的小胶质细胞中存在一组“培养休克基因”的转录激活,这些基因在新鲜分离的小胶质细胞中未发现,其特征是疾病相关基因的强烈上调,包括 Apoe、Lyz2 和 Spp1,以及稳态小胶质细胞标志物的下调,包括 Cx3cr1、P2ry12 和 Tmem119。最后,我们发现,体外培养的小胶质细胞显著改变了它们的转录机制,由稳态到激活表型的关键驱动因素调节。其中一个驱动因子 C1qc 的敲低导致小胶质细胞激活基因 Lpl、Lyz2 和 Ccl4 的下调。
总体而言,我们的数据表明,当从小胶质细胞的体内环境中移除时,小胶质细胞会遭受严重的“培养休克”,通过上调特定基因的模块,从稳态到激活,极大地调节其转录调控网络状态。因此,体外培养的小胶质细胞表现为一种不同的细胞类型,不能再现体内小胶质细胞的稳态特征。最后,我们的预测网络模型发现了潜在的关键驱动因素,这些因素可能使激活的小胶质细胞恢复到其稳态状态,从而使培养物中更准确地再现体内状态。尽管 C1qc 在培养物中仅弱上调,但关键驱动因子 C1qc 的敲低部分减弱了体外小胶质细胞的激活。这表明,即使是在处理或制备过程中差异表达不强烈的基因,也可能在培养物中驱动下游转录变化。