Emergent dynamics of cellular decision making in multi-node mutually repressive regulatory networks.

IF 3.5 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Journal of The Royal Society Interface Pub Date : 2025-08-01 Epub Date: 2025-08-20 DOI:10.1098/rsif.2025.0190
Harshavardhan Bv, Hanuma Sai Billakurthi, Sarah Adigwe, Kishore Hari, Herbert Levine, Tomas Gedeon, Mohit Kumar Jolly
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引用次数: 0

Abstract

Stem cell differentiation during development is governed by the dynamics of the underlying gene regulatory networks (GRNs). Mutually inhibiting nodes/collection of nodes encompass the GRNs that govern differentiation to two distinct fates. However, the properties of GRNs that can allow differentiation into n-terminal phenotypes are poorly understood. In this study, we examine toggle-n networks, encompassing mutual inhibitions among multiple transcription factors (TFs), to derive generalized insights regarding the dynamics underlying differentiation into n-terminal phenotypes. We show through numerical and analytical methods that steady-state distributions of these networks involve co-expression of multiple cell state-specific TFs, indicating the presence of multi-potent hybrid phenotypes during multi-lineage differentiation. Furthermore, incorporating a case study of T-helper cell differentiation, we show that cytokine signalling and specific asymmetry of regulatory links can drive further directed differentiation of these hybrid phenotypes into particular cell states within our mathematical framework.

多节点相互抑制调控网络中细胞决策的涌现动力学。
干细胞在发育过程中的分化是由潜在的基因调控网络(grn)的动态控制的。相互抑制的节点/节点集合包含控制分化到两种不同命运的grn。然而,人们对grn分化为n端表型的特性了解甚少。在这项研究中,我们研究了toggle-n网络,包括多种转录因子(tf)之间的相互抑制,以获得关于分化为n端表型的动力学的一般见解。我们通过数值和分析方法表明,这些网络的稳态分布涉及多个细胞状态特异性tf的共同表达,表明在多谱系分化过程中存在多效杂交表型。此外,结合t辅助细胞分化的案例研究,我们表明细胞因子信号传导和调节链接的特异性不对称可以在我们的数学框架内驱动这些杂交表型进一步定向分化为特定的细胞状态。
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来源期刊
Journal of The Royal Society Interface
Journal of The Royal Society Interface 综合性期刊-综合性期刊
CiteScore
7.10
自引率
2.60%
发文量
234
审稿时长
2.5 months
期刊介绍: J. R. Soc. Interface welcomes articles of high quality research at the interface of the physical and life sciences. It provides a high-quality forum to publish rapidly and interact across this boundary in two main ways: J. R. Soc. Interface publishes research applying chemistry, engineering, materials science, mathematics and physics to the biological and medical sciences; it also highlights discoveries in the life sciences of relevance to the physical sciences. Both sides of the interface are considered equally and it is one of the only journals to cover this exciting new territory. J. R. Soc. Interface welcomes contributions on a diverse range of topics, including but not limited to; biocomplexity, bioengineering, bioinformatics, biomaterials, biomechanics, bionanoscience, biophysics, chemical biology, computer science (as applied to the life sciences), medical physics, synthetic biology, systems biology, theoretical biology and tissue engineering.
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