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Angiogenic Activity of Breast Cancer Patients’ Monocytes Reverted by Combined Use of Systems Modeling and Experimental Approaches

机译:系统建模和实验方法结合使用可恢复乳腺癌患者单核细胞的血管生成活性

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摘要

Angiogenesis plays a key role in tumor growth and cancer progression. TIE-2-expressing monocytes (TEM) have been reported to critically account for tumor vascularization and growth in mouse tumor experimental models, but the molecular basis of their pro-angiogenic activity are largely unknown. Moreover, differences in the pro-angiogenic activity between blood circulating and tumor infiltrated TEM in human patients has not been established to date, hindering the identification of specific targets for therapeutic intervention. In this work, we investigated these differences and the phenotypic reversal of breast tumor pro-angiogenic TEM to a weak pro-angiogenic phenotype by combining Boolean modelling and experimental approaches. Firstly, we show that in breast cancer patients the pro-angiogenic activity of TEM increased drastically from blood to tumor, suggesting that the tumor microenvironment shapes the highly pro-angiogenic phenotype of TEM. Secondly, we predicted in silico all minimal perturbations transitioning the highly pro-angiogenic phenotype of tumor TEM to the weak pro-angiogenic phenotype of blood TEM and vice versa. In silico predicted perturbations were validated experimentally using patient TEM. In addition, gene expression profiling of TEM transitioned to a weak pro-angiogenic phenotype confirmed that TEM are plastic cells and can be reverted to immunological potent monocytes. Finally, the relapse-free survival analysis showed a statistically significant difference between patients with tumors with high and low expression values for genes encoding transitioning proteins detected in silico and validated on patient TEM. In conclusion, the inferred TEM regulatory network accurately captured experimental TEM behavior and highlighted crosstalk between specific angiogenic and inflammatory signaling pathways of outstanding importance to control their pro-angiogenic activity. Results showed the successful in vitro reversion of such an activity by perturbation of in silico predicted target genes in tumor derived TEM, and indicated that targeting tumor TEM plasticity may constitute a novel valid therapeutic strategy in breast cancer.
机译:血管生成在肿瘤生长和癌症进展中起关键作用。据报道,在小鼠肿瘤实验模型中,表达TIE-2的单核细胞(TEM)在肿瘤血管形成和生长中起关键作用,但其促血管生成活性的分子基础在很大程度上尚不清楚。此外,迄今尚未确定人类患者血液循环和肿瘤浸润的TEM之间促血管生成活性的差异,这阻碍了治疗干预目标的确定。在这项工作中,我们通过结合布尔模型和实验方法研究了这些差异以及表型逆转的乳腺肿瘤促血管生成TEM到弱促血管生成表型。首先,我们表明在乳腺癌患者中,TEM的促血管生成活性从血液到肿瘤都急剧增加,这表明肿瘤微环境塑造了TEM的高度促血管生成表型。其次,我们在计算机上预测了所有最小扰动,将肿瘤TEM的高度促血管生成表型转变为血液TEM的弱促血管生成表型,反之亦然。在计算机上使用患者TEM通过实验验证了预测的扰动。此外,TEM的基因表达谱已转变为弱的促血管生成表型,证实TEM是可塑性细胞,可以恢复为具有免疫力的单核细胞。最后,无复发生存分析显示,在肿瘤患者中,在计算机上检测到并在患者TEM上进行了验证的编码过渡蛋白的基因的高和低表达值之间,在统计学上存在显着差异。总之,推断的TEM调控网络准确地捕获了实验TEM行为,并突出了对控制其促血管生成活性非常重要的特定血管生成和炎症信号通路之间的串扰。结果表明,通过扰动肿瘤来源的TEM中的计算机预测的靶基因,成功地在体外逆转了这种活性,并表明靶向肿瘤TEM可塑性可能构成了一种新颖有效的乳腺癌治疗策略。

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