Institute of Computational Biology, Helmholtz Zentrum München, Neuherberg, Germany.
TUM School of Life Sciences Weihenstephan, Technical University of Munich, Freising, Germany.
Nat Metab. 2023 Sep;5(9):1615-1637. doi: 10.1038/s42255-023-00876-x. Epub 2023 Sep 11.
Although multiple pancreatic islet single-cell RNA-sequencing (scRNA-seq) datasets have been generated, a consensus on pancreatic cell states in development, homeostasis and diabetes as well as the value of preclinical animal models is missing. Here, we present an scRNA-seq cross-condition mouse islet atlas (MIA), a curated resource for interactive exploration and computational querying. We integrate over 300,000 cells from nine scRNA-seq datasets consisting of 56 samples, varying in age, sex and diabetes models, including an autoimmune type 1 diabetes model (NOD), a glucotoxicity/lipotoxicity type 2 diabetes model (db/db) and a chemical streptozotocin β-cell ablation model. The β-cell landscape of MIA reveals new cell states during disease progression and cross-publication differences between previously suggested marker genes. We show that β-cells in the streptozotocin model transcriptionally correlate with those in human type 2 diabetes and mouse db/db models, but are less similar to human type 1 diabetes and mouse NOD β-cells. We also report pathways that are shared between β-cells in immature, aged and diabetes models. MIA enables a comprehensive analysis of β-cell responses to different stressors, providing a roadmap for the understanding of β-cell plasticity, compensation and demise.
尽管已经生成了多个胰腺胰岛单细胞 RNA 测序 (scRNA-seq) 数据集,但在发育、稳态和糖尿病中的胰腺细胞状态以及临床前动物模型的价值方面仍缺乏共识。在这里,我们展示了一个 scRNA-seq 跨条件小鼠胰岛图谱 (MIA),这是一个经过策展的资源,可用于交互式探索和计算查询。我们整合了来自九个 scRNA-seq 数据集的超过 300,000 个细胞,这些数据集包含 56 个样本,在年龄、性别和糖尿病模型方面存在差异,包括自身免疫 1 型糖尿病模型 (NOD)、糖毒性/脂毒性 2 型糖尿病模型 (db/db) 和化学链脲佐菌素β细胞消融模型。MIA 的β细胞图谱揭示了疾病进展过程中的新细胞状态,以及先前建议的标记基因之间的跨出版物差异。我们表明,链脲佐菌素模型中的β细胞在转录上与人类 2 型糖尿病和小鼠 db/db 模型中的β细胞相关,但与人类 1 型糖尿病和小鼠 NOD β细胞的相关性较低。我们还报告了在未成熟、衰老和糖尿病模型中的β细胞之间共享的途径。MIA 能够全面分析β细胞对不同应激源的反应,为理解β细胞的可塑性、代偿和衰竭提供了路线图。