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Systems Modeling of Anti-apoptotic Pathways in Prostate Cancer: Psychological Stress Triggers a Synergism Pattern Switch in Drug Combination Therapy

机译:前列腺癌抗凋亡途径的系统建模:心理压力触发药物联合治疗中的协同作用模式转换

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摘要

Prostate cancer patients often have increased levels of psychological stress or anxiety, but the molecular mechanisms underlying the interaction between psychological stress and prostate cancer as well as therapy resistance have been rarely studied and remain poorly understood. Recent reports show that stress inhibits apoptosis in prostate cancer cells via epinephrine/beta2 adrenergic receptor/PKA/BAD pathway. In this study, we used experimental data on the signaling pathways that control BAD phosphorylation to build a dynamic network model of apoptosis regulation in prostate cancer cells. We then compared the predictive power of two different models with or without the role of Mcl-1, which justified the role of Mcl-1 stabilization in anti-apoptotic effects of emotional stress. Based on the selected model, we examined and quantitatively evaluated the induction of apoptosis by drug combination therapies. We predicted that the combination of PI3K inhibitor and inhibition of BAD phosphorylation at S112 would produce the best synergistic effect among 8 interventions examined. Experimental validation confirmed the effectiveness of our predictive model. Moreover, we found that epinephrine signaling changes the synergism pattern and decreases efficacy of combination therapy. The molecular mechanisms responsible for therapeutic resistance and the switch in synergism were explored by analyzing a network model of signaling pathways affected by psychological stress. These results provide insights into the mechanisms of psychological stress signaling in therapy-resistant cancer, and indicate the potential benefit of reducing psychological stress in designing more effective therapies for prostate cancer patients.
机译:前列腺癌患者通常具有较高的心理压力或焦虑水平,但是心理压力与前列腺癌之间的相互作用以及治疗抗性之间的分子机制很少研究,并且了解甚少。最近的报道表明应激通过肾上腺素/β2肾上腺素能受体/ PKA / BAD途径抑制前列腺癌细胞的凋亡。在这项研究中,我们使用了控制BAD磷酸化的信号通路的实验数据,以建立前列腺癌细胞凋亡调控的动态网络模型。然后,我们比较了具有或不具有Mcl-1作用的两个不同模型的预测能力,这证明了Mcl-1稳定在情绪应激的抗凋亡效应中的作用。基于所选模型,我们检查并定量评估了药物联合疗法诱导的细胞凋亡。我们预测PI3K抑制剂和在S112处抑制BAD磷酸化的组合将在所检查的8种干预措施中产生最佳的协同作用。实验验证证实了我们预测模型的有效性。此外,我们发现肾上腺素信号传导改变了协同作用模式并降低了联合治疗的疗效。通过分析受心理压力影响的信号通路网络模型,探索了引起治疗抗性和协同作用的分子机制。这些结果提供了对抗药性癌症中心理压力信号传导机制的见解,并表明了在为前列腺癌患者设计更有效的治疗方法中减少心理压力的潜在益处。

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