Department of Physics and Astronomy, Michigan State University, East Lansing, MI, 48824, USA.
Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, 92037, USA.
Sci Rep. 2022 Apr 6;12(1):5807. doi: 10.1038/s41598-022-09616-9.
VEGF inhibitor drugs are part of standard care in oncology and ophthalmology, but not all patients respond to them. Combinations of drugs are likely to be needed for more effective therapies of angiogenesis-related diseases. In this paper we describe naturally occurring combinations of receptors in endothelial cells that might help to understand how cells communicate and to identify targets for drug combinations. We also develop and share a new software tool called DECNEO to identify them. Single-cell gene expression data are used to identify a set of co-expressed endothelial cell receptors, conserved among species (mice and humans) and enriched, within a network, of connections to up-regulated genes. This set includes several receptors previously shown to play a role in angiogenesis. Multiple statistical tests from large datasets, including an independent validation set, support the reproducibility, evolutionary conservation and role in angiogenesis of these naturally occurring combinations of receptors. We also show tissue-specific combinations and, in the case of choroid endothelial cells, consistency with both well-established and recent experimental findings, presented in a separate paper. The results and methods presented here advance the understanding of signaling to endothelial cells. The methods are generally applicable to the decoding of intercellular combinations of signals.
VEGF 抑制剂药物是肿瘤学和眼科学标准治疗的一部分,但并非所有患者对它们都有反应。为了更有效地治疗血管生成相关疾病,可能需要药物联合治疗。本文描述了内皮细胞中天然存在的受体组合,这有助于理解细胞如何进行通讯,并确定药物联合治疗的靶点。我们还开发并共享了一种名为 DECNEO 的新软件工具来识别这些组合。单细胞基因表达数据用于识别一组在物种(小鼠和人类)中保守且在网络中与上调基因连接富集的内皮细胞受体。该组包括几个先前被证明在血管生成中起作用的受体。来自大型数据集的多种统计测试,包括一个独立的验证集,支持这些天然存在的受体组合的可重复性、进化保守性和在血管生成中的作用。我们还展示了组织特异性的组合,并且在脉络膜内皮细胞的情况下,与另一篇论文中提出的已确立和最新的实验结果一致。这里呈现的结果和方法推进了对内皮细胞信号转导的理解。这些方法通常适用于解码细胞间信号的组合。