描述生物化学反应级联沿着相互信息的非单调行为
Raymond Fan1,2, Andreas Hilfinger1,2,3,4
1Department of Physics, <a href="https://ror.org/03dbr7087">University of Toronto</a>, 60 St. George Street, Ontario M5S 1A7, Canada.
Physical review. E
|October 19, 2024
概括
细胞信号传输涉及分子变化,但静止状态的相互信息并不总是反映信息传输. 我们发现了由于噪音传播而在信号级联中相互信息增加的条件.
科学领域:
- 系统生物学 系统生物学
- 分子生物学分子生物学
- 生物物理学的生物物理.
背景情况:
- 细胞通过细胞内分子丰度的变化来处理环境信号.
- 单细胞测量显示,克隆群体内的分子丰度存在显著的异质性.
- 相互信息量化了信号级联中分子丰度之间的共变性.
研究的目的:
- 为了研究在生物化学反应级联中相互信息增加的条件.
- 了解噪声传播和时间波动在细胞信号传输中的作用.
- 重新评估静态状态相互信息的实用性,以描述信息传输.
主要方法:
- 对分子丰度的联合概率分布的分析.
- 随机生化反应级联的理论研究.
- 检查噪声传播和时间平均效应.
主要成果:
- 在随机级联中静态状态的丰度不是条件独立的.
- 这些系统中的数据处理不平等并不限制相互信息的交流.
- 确定了一些条件,在这些条件下,相互信息沿着一个级联增长.
结论:
- 非单调的相互信息行为是由噪声传播和时间波动引起的.
- 静态状态的相互信息可能无法准确地测量蜂信号传输中的信息传输.
- 需要重新考虑相互信息的应用,以描述细胞信息处理.
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