Department of Bioengineering, University of California, Los Angeles (UCLA), CA, USA.
Department of Immuno-Oncology, Beckman Research Institute of the City of Hope, Duarte, CA, USA.
NPJ Syst Biol Appl. 2024 Oct 10;10(1):118. doi: 10.1038/s41540-024-00447-0.
Cytokines operate in concert to maintain immune homeostasis and coordinate immune responses. In cases of ER breast cancer, peripheral immune cells exhibit altered responses to several cytokines, and these alterations are correlated strongly with patient outcomes. To develop a systems-level understanding of this dysregulation, we measured a panel of cytokine responses and receptor abundances in the peripheral blood of healthy controls and ER breast cancer patients across immune cell types. Using tensor factorization to model this multidimensional data, we found that breast cancer patients exhibited widespread alterations in response, including drastically reduced response to IL-10 and heightened basal levels of pSmad2/3 and pSTAT4. ER patients also featured upregulation of PD-L1, IL6Rα, and IL2Rα, among other receptors. Despite this, alterations in response to cytokines were not explained by changes in receptor abundances. Thus, tensor factorization helped to reveal a coordinated reprogramming of the immune system that was consistent across our cohort.
细胞因子协同作用以维持免疫稳态并协调免疫反应。在 ER 乳腺癌中,外周免疫细胞对几种细胞因子的反应发生改变,这些改变与患者的预后密切相关。为了从系统水平上理解这种失调,我们测量了健康对照组和 ER 乳腺癌患者外周血中多种细胞因子反应和受体丰度,涉及多种免疫细胞类型。我们使用张量分解来对这种多维数据进行建模,发现乳腺癌患者表现出广泛的反应改变,包括对 IL-10 的反应明显降低,以及 pSmad2/3 和 pSTAT4 的基础水平升高。ER 患者还表现出 PD-L1、IL6Rα 和 IL2Rα 等受体的上调。尽管如此,细胞因子反应的改变不能用受体丰度的改变来解释。因此,张量分解有助于揭示整个队列中一致的免疫系统的协调重编程。