Poincaré Maps and Aperiodic Oscillations in Leukemic Cell Proliferation Reveal Chaotic Dynamics

Cells. 2021 Dec 19;10(12):3584. doi: 10.3390/cells10123584.

Abstract

Biological systems are dynamic systems featuring two very common characteristics; Initial conditions and progression over time. Conceptualizing this on tumour models it can lead to important conclusions about disease progression, as well as the disease's "starting point". In the present study we tried to answer two questions: (a) which are the evolving properties of proliferating tumour cells that started from different initial conditions and (b) we have attempted to prove that cell proliferation follows chaotic orbits and it can be described by the use of Poincaré maps. As a model we have used the acute lymphoblastic leukemia cell line CCRF-CEM. Measurements of cell population were taken at certain time points every 24 h or 48 h. In addition to the population measurements flow cytometry studies have been conducted in order to examine the apoptotic and necrotic rate of the system and also the DNA content of the cells as they progress through. The cells exhibited a proliferation rate of nonlinear nature with aperiodic oscillatory behavior. In addition to that, the (positive) Lyapunov indices and the Poincaré representations in phase-space that we performed confirmed the presence of chaotic orbits. Several studies have dealt with the complex dynamic behaviour of animal populations, but few with cellular systems. This type of approach could prove useful towards the understanding of leukemia dynamics, with particular interest in the understanding of leukemia onset and progression.

Keywords: CCRF-CEM; Poincaré; Poincaré maps; acute lymphoblastic leukemia; chaos; chaotic mechanics; chaotic orbits.

MeSH terms

  • Animals
  • Calibration
  • Cell Cycle
  • Cell Line, Tumor
  • Cell Proliferation
  • Cell Shape
  • Cell Survival
  • Child, Preschool
  • Female
  • Humans
  • Leukemia / pathology*
  • Models, Biological*
  • Nonlinear Dynamics*
  • Time Factors