一个通用的,强大的框架,确定关键物种,预警突然转变的生物电路

IF 2.9 3区 化学 Q3 CHEMISTRY, PHYSICAL
Dinesh Kashyap, Taranjot Kaur, Parthasharathi Dutta, Sudipta Sinha
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引用次数: 0

摘要

Cdc2-cyclin B/Wee1激酶系统在可选稳态之间表现出双稳定性,这是由于Cdc2-cyclin B和Wee1激酶之间的相互抑制而出现的。可选的稳定状态有{\em M相样}状态和{\em G2阻滞}状态,它们对真核细胞G2期的细胞周期进程有影响。反馈强度的微小变化可以在跨越临界阈值或临界点时驱动这些截然不同的替代状态之间的突然转变。{\em临界减速}(CSD)现象已被广泛用于识别接近临界点。然而,确定最佳信号CSD的关键变量或物种是一项具有挑战性的任务,在复杂的生化过程中具有重要意义。在这里,我们从CSD方向确定关键变量或观察方向(OD),以最好地检测Cdc2-cyclin B/Wee1模型系统中即将发生的转变。我们发现,随着反馈强度的增加,Cdc2-cyclin B是OD,因为它比Wee1产生更强的信号。随着反馈强度的减小,Cdc2-cyclin B和Wee1产生的信号相似,可以作为OD。此外,噪声敏感方向突出了Cdc2-cyclin B和Wee1的随机性分别对反馈强度的增加和减少的影响。我们还进行了敏感性分析,揭示了OD的鲁棒性。最后,我们比较了OD与主成分分析的疗效,同时检测了一个临界点,并验证了其在癌症进展的上皮-间质转化中的普遍适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A general, robust framework for determining the key species that forewarns sudden transitions in biological circuits
The Cdc2-cyclin B/Wee1 kinase system exhibits bistability between alternative steady states, which emerges due to the mutual inhibition between Cdc2-cyclin B and Wee1 kinases. Alternative steady states are {\em M phase-like} state and {\em G2 arrest} state, which have implications in the cell cycle progression at the G2 phase in eukaryotic cells. A slight alteration in the feedback strength can drive sudden transitions between these contrasting alternative states upon crossing a critical threshold or a tipping point. The phenomenon of {\em critical slowing down} (CSD) has been widely used to identify the proximity to a tipping point. However, determining the key variable or species that best signals CSD is a challenging task and holds significance in complex biochemical processes. Here, we determine the key variable or observation direction (OD) from the direction of CSD to best detect an upcoming transition in the Cdc2-cyclin B/Wee1 model system. We find that with increasing feedback strength, the Cdc2-cyclin B is the OD, as it produces a stronger signal than that of Wee1. With decreasing feedback strength, both Cdc2-cyclin B and Wee1 produce similar signals and can be used as OD. Further, the noise-sensitive direction highlights the effect of stochasticity in Cdc2-cyclin B and Wee1 for increasing and decreasing feedback strength, respectively. We also perform sensitivity analyses that reveal the robustness of the OD. Finally, we compare the efficacy of OD with principal component analysis while detecting a tipping point, and also validate its general applicability to epithelial-mesenchymal transition for cancer progression.
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来源期刊
Physical Chemistry Chemical Physics
Physical Chemistry Chemical Physics 化学-物理:原子、分子和化学物理
CiteScore
5.50
自引率
9.10%
发文量
2675
审稿时长
2.0 months
期刊介绍: Physical Chemistry Chemical Physics (PCCP) is an international journal co-owned by 19 physical chemistry and physics societies from around the world. This journal publishes original, cutting-edge research in physical chemistry, chemical physics and biophysical chemistry. To be suitable for publication in PCCP, articles must include significant innovation and/or insight into physical chemistry; this is the most important criterion that reviewers and Editors will judge against when evaluating submissions. The journal has a broad scope and welcomes contributions spanning experiment, theory, computation and data science. Topical coverage includes spectroscopy, dynamics, kinetics, statistical mechanics, thermodynamics, electrochemistry, catalysis, surface science, quantum mechanics, quantum computing and machine learning. Interdisciplinary research areas such as polymers and soft matter, materials, nanoscience, energy, surfaces/interfaces, and biophysical chemistry are welcomed if they demonstrate significant innovation and/or insight into physical chemistry. Joined experimental/theoretical studies are particularly appreciated when complementary and based on up-to-date approaches.
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