Inferring cell dynamics in stress-induced neuroblastoma cell cultures
Khrystyna HafiichukiD, Sara HamisiD, Jenny KarlssoniD, David GisselssoniD, Subhayan ChattopadhyayiD
Abstract
Neuroblastoma is characterised by significant intratumoural heterogeneity which complicates treatments. Phenotypic plasticity, i.e., the ability of cells to alter their phenotype without genetic mutations, is a key factor contributing to this heterogeneity. In this study, we quantify cell actions and cell-to-cell interactions that lead to phenotypic adaptation in vitro under stress, specifically low-nutrient conditions. We initially record dynamic cell counts under various nutrient conditions for two neuroblastoma cell lines with known phenotype differences. Subsequently, we compile a list of plausible biological processes that could transpire within the aforementioned systems. We then construct candidate models employing mass-action kinetics. To quantitatively infer processes that lead to phenotypic adaptation, we perform a model selection based on computational Bayesian inference methods.Our results suggest that cell-to-cell interactions promote phenotypic adaptation and that the rate of this adaptation increases with decreasing nutrient concentrations. We perform flow cytometry-based experiments to corroborate changes in phenotype composition in response to both nutrient-deprived and treatmentinduced stress conditions.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- 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
- Environment-Dependent Modes of Adaptive Evolution in Neuroblastoma: Plasticity as a Selectable Trait
- Cell Types or Cell States? An Investigation of Adrenergic and Mesenchymal Cell Phenotypes in Neuroblastoma
A. Bukkuri, S. Andersson, … S. Mohlin·bioRxiv·Dec 20, 2023
- Modelling cell adaptation using internal variables accounting for cell plasticity in continuum mathematical biology
M. Perez-Aliacar, J. Ayensa-Jimenez, M. Doblare·bioRxiv·May 8, 2023
- Interplay between intrinsic reprogramming potential and microenvironment controls neuroblastoma cell plasticity and identity
C. Thirant, A. Peltier, … I. Janoueix-Lerosey·bioRxiv·Jan 7, 2021
- Mathematical model of phenotypic plasticity predicts interconversion is a drug target for neuroblastoma.
Francesca Covell, Matishalin Patel, Kenneth Y Wertheim·bioRxiv·Nov 6, 2026
- Optimal Cellular Phenotypic Adaptation in Fluctuating Environments
J. T. George·bioRxiv·Jan 17, 2023