Bulletin of the American Physical Society
APS March Meeting 2022
Volume 67, Number 3
Monday–Friday, March 14–18, 2022; Chicago
Session D04: Hierarchical Models for Omics Data
3:00 PM–5:24 PM,
Monday, March 14, 2022
Room: McCormick Place W-176C
Sponsoring
Units:
DBIO GDS
Chair: Mihaela Sardiu, University of Kansas Medical Center
Abstract: D04.00009 : Cell cycle phase inheritance models to reveal biological oscillators that drive the cell cycle*
5:00 PM–5:12 PM
Withdrawn
Presenter:
Fern A Hughes
(Imperial College London / MRC London Institute of Medical Sciences)
Authors:
Fern A Hughes
(Imperial College London / MRC London Institute of Medical Sciences)
Alexis R Barr
(MRC London Institute of Medical Sciences)
Philipp Thomas
(Imperial College London)
We introduce a general stochastic matrix model of abstract cell-cycle factors that are inherited from the mother to daughter cell. The model can be parameterised from measured correlations alone, and contains common models of cell cycle, replication and size control as special cases.
Using Bayesian inference, we fit the model to six lineage tree datasets of bacteria and mammalian cells from available literature. Our model gives a consistently good fit to the data, despite the model parameters being unidentifiable. This suggests that using interdivision time data alone is not sufficient to identify precise cell cycle control mechanisms. However, analysing the posterior distributions reveals oscillations driving the cell cycle. The frequencies of these oscillations can be attributed to underlying biological oscillators, such as circadian rhythm. This insight helps us to understand the factors that affect cell-to-cell variability in interdivision time.
*Funded by the EPSRC CMPH and the UKRI MRC
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