Emergent dynamics of cellular decision making in multi-node mutually repressive regulatory networks
Harshavardhan BViD, Hanuma Sai Billakurthi, Sarah Adigwe, Kishore HariiD, Herbert LevineiD, Tomáš GedeoniD, Mohit Kumar JollyiD
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. But the properties of GRNs that can allow differentiation into n-terminal phenotypes are not understood. In this study, we examine toggle-n networks, encompassing mutual inhibitions among multiple transcription factors, to derive generalized conclusions regarding the dynamics underlying differentiation into n-terminal phenotypes. We show that in steady-state distributions of gene expression, multiple cell state-specific transcription factors are co-expressed, indicating an obligatory multi-step process of multi-lineage differentiation. Furthermore, we show that cytokine signaling and specific asymmetry of regulatory links can lead to directed differentiation towards a particular cell state. Our findings provide valuable insights into the mechanistic aspects of directed differentiation of stem cells.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Multistability and predominant double-positive states in a four node mutually repressive network: a case study of Th1/Th2/Th17/T-reg differentiation
Atchuta Srinivas Duddu, Elizabeth Andreas, … Mohit Kumar Jolly·bioRxiv·Jan 30, 2024
- A Unified Control of Cellular Differentiation: From Temporal Multistability to Spatial Pattern Formation in Gene Regulatory Networks
Tejas Bansod, Amrit Kaur, … Ushasi Roy·bioRxiv·Apr 4, 2026
- Multistability in cellular differentiation enabled by a network of three mutually repressing master regulators
Atchuta Srinivas Duddu, Sarthak Sahoo, … Mohit Kumar Jolly·Journal of The Royal Society InterfacePeer-reviewed·Sep 1, 2020
- An enriched network motif family regulates multistep cell fate transitions with restricted reversibility
Yujie Ye, Xin Kang, … Tian Hong·PLoS Computational BiologyPeer-reviewed·Mar 7, 2019
- Gene Regulatory Networks that support Multi-Fate Cellular Decisions
Harshavardhan BV, Sarah Adigwe, … Tomáš Gedeon·bioRxiv·Jul 15, 2026
- True time series of gene expression from multinucleate single cells reveal essential information on the regulatory dynamics of cell differentiation
Anna Pretschner, Sophie Pabel, … Wolfgang Marwan·bioRxiv·Sep 16, 2020