在恶性人体细胞中,ROS诱导的电压导离子通道表达和电生理学重塑
1Unaffiliated, Pavia, Italy. momoaria990@gmail.com.
NPJ systems biology and applications
|October 28, 2025
概括
环境压力因素诱导氧化应激,通过调高电压离子通道 (VGICs) 来改变细胞行为. 这项研究模拟了活性氧物种 (ROS) 如何驱动细胞变化,高精度地预测瘤发生变化.
科学领域:
- 系统生物学 系统生物学
- 计算生物学 计算生物学
- 在瘤学瘤学.
背景情况:
- 环境压力因素,如辐射和温度变化诱导氧化应激.
- 氧化应激高调电压离子通道 (VGIC) 基因表达.
- 反应性氧物种 (ROS) 在细胞信号通路中起着关键作用.
研究的目的:
- 研究ROS如何调节信号和电生理学重编程.
- 开发一个混合模型,整合电生理学模拟和转录反.
- 通过在模拟和人类数据上训练的AI模型来预测瘤发生变化.
主要方法:
- 基于霍奇金-哈克斯利的电生理学模拟.
- 红氧敏感的转录反建模.
- 变压器长短内存 (LSTM) 网络用于预测.
- 人类数据集的分析 (GSE45827).
主要成果:
- 持续的氧化干扰会使上皮细胞 (MCF-10A) 从不可兴奋状态转变为可兴奋状态.
- 随着重复的ROS或热脉冲观察到渐进的VGIC表达,脱极化和基因组不稳定.
- 在预测瘤发生变化的过程中,LSTM模型实现了>90%的准确性.
结论:
- 混合建模框架有效模拟ROS诱导的细胞重编程.
- 这种方法可以实现模拟引导的药物标识和人工智能辅助的化合物查.
- 该研究将系统生物学和预测性瘤学结合起来,用于基于电生理学的治疗设计.
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