Institute of Computational Biomedicine, Faculty of Medicine, Heidelberg University, Heidelberg, Germany.
Faculty of Biosciences, Heidelberg University, Heidelberg, Germany.
Hepatol Commun. 2022 Jan;6(1):161-177. doi: 10.1002/hep4.1797. Epub 2021 Aug 28.
Mouse models are frequently used to study chronic liver diseases (CLDs). To assess their translational relevance, we quantified the similarity of commonly used mouse models to human CLDs based on transcriptome data. Gene-expression data from 372 patients were compared with data from acute and chronic mouse models consisting of 227 mice, and additionally to nine published gene sets of chronic mouse models. Genes consistently altered in humans and mice were mapped to liver cell types based on single-cell RNA-sequencing data and validated by immunostaining. Considering the top differentially expressed genes, the similarity between humans and mice varied among the mouse models and depended on the period of damage induction. The highest recall (0.4) and precision (0.33) were observed for the model with 12-months damage induction by CCl and by a Western diet, respectively. Genes consistently up-regulated between the chronic CCl model and human CLDs were enriched in inflammatory and developmental processes, and mostly mapped to cholangiocytes, macrophages, and endothelial and mesenchymal cells. Down-regulated genes were enriched in metabolic processes and mapped to hepatocytes. Immunostaining confirmed the regulation of selected genes and their cell type specificity. Genes that were up-regulated in both acute and chronic models showed higher recall and precision with respect to human CLDs than exclusively acute or chronic genes. Conclusion: Similarly regulated genes in human and mouse CLDs were identified. Despite major interspecies differences, mouse models detected 40% of the genes significantly altered in human CLD. The translational relevance of individual genes can be assessed at https://saezlab.shinyapps.io/liverdiseaseatlas/.
小鼠模型常用于研究慢性肝病 (CLD)。为了评估其转化相关性,我们根据转录组数据,基于基因表达数据来量化常用的小鼠模型与人类 CLD 的相似性。将 372 名患者的基因表达数据与 227 只急性和慢性小鼠模型的数据进行比较,并与 9 个已发表的慢性小鼠模型基因集进行比较。基于单细胞 RNA 测序数据,将在人类和小鼠中一致改变的基因映射到肝细胞类型,并通过免疫染色进行验证。考虑到差异表达基因的前 10%,人类和小鼠之间的相似性在不同的小鼠模型中有所不同,并且取决于损伤诱导的时期。在 CCl 诱导损伤 12 个月的模型和西方饮食模型中,观察到最高的召回率(0.4)和精度(0.33)。在慢性 CCl 模型和人类 CLD 之间一致上调的基因在炎症和发育过程中富集,主要映射到胆管细胞、巨噬细胞以及内皮和间充质细胞。下调的基因在代谢过程中富集,并映射到肝细胞。免疫染色证实了选定基因的调控及其细胞类型特异性。在急性和慢性模型中均上调的基因在与人类 CLD 相比时,其召回率和精度都高于仅为急性或慢性的基因。结论:在人类和小鼠 CLD 中确定了相似调节的基因。尽管存在主要的种间差异,但小鼠模型检测到了 40%在人类 CLD 中显著改变的基因。个别基因的转化相关性可以在 https://saezlab.shinyapps.io/liverdiseaseatlas/ 进行评估。