Lu Yuqiu, Shi Shaolin
Department of Nephrology, Tongji Hospital, Tongji University, Shanghai, China.
National Clinical Research Center for Kidney Diseases, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China.
Methods Mol Biol. 2022;2377:333-343. doi: 10.1007/978-1-0716-1720-5_18.
Identification of genes essential for structure, function, and survival of a cell type is critical for understanding of the underlying mechanisms. Unfortunately, there is no efficient way to identify such genes. Studies by single-cell RNA sequencing have shown that gene expressions of single cells of the same type are highly heterogeneous. We therefore speculate that the genes expressed in all individual cells of the same type are essential for the cell type, including the housekeeping genes and cell type-specific essential genes. Based on this rationale, we design a high-throughput approach to identify podocyte essential genes. In this approach, mouse podocytes are subjected to ultra-deep single-cell RNA-seq, and the genes expressed in all single podocytes are sorted out and considered as the candidates of podocyte essential genes. The essentiality of these genes for podocytes is assessed by bioinformatics, cross-species conserved expression, association with injury/disease, inclusion of known essential genes, and experimental validation. By comparison with the essential genes of other cell types, podocyte-specific essential genes can be distinguished. This approach applies to any cell types. In this chapter, we describe the approach and detailed methods.
鉴定对某一细胞类型的结构、功能和存活至关重要的基因对于理解其潜在机制至关重要。不幸的是,目前尚无有效的方法来鉴定此类基因。单细胞RNA测序研究表明,同一类型的单个细胞的基因表达具有高度异质性。因此,我们推测在同一类型的所有单个细胞中表达的基因对于该细胞类型至关重要,包括管家基因和细胞类型特异性必需基因。基于这一原理,我们设计了一种高通量方法来鉴定足细胞必需基因。在这种方法中,对小鼠足细胞进行超深度单细胞RNA测序,筛选出所有单个足细胞中表达的基因,并将其视为足细胞必需基因的候选基因。通过生物信息学、跨物种保守表达、与损伤/疾病的关联、已知必需基因的纳入以及实验验证来评估这些基因对足细胞的必要性。通过与其他细胞类型的必需基因进行比较,可以区分出足细胞特异性必需基因。这种方法适用于任何细胞类型。在本章中,我们将描述该方法及详细步骤。