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December 2009 Bayesian inference and model choice in a hidden stochastic two-compartment model of hematopoietic stem cell fate decisions
Youyi Fong, Peter Guttorp, Janis Abkowitz
Ann. Appl. Stat. 3(4): 1695-1709 (December 2009). DOI: 10.1214/09-AOAS269

Abstract

Despite rapid advances in experimental cell biology, the in vivo behavior of hematopoietic stem cells (HSC) cannot be directly observed and measured. Previously we modeled feline hematopoiesis using a two-compartment hidden Markov process that had birth and emigration events in the first compartment. Here we perform Bayesian statistical inference on models which contain two additional events in the first compartment in order to determine if HSC fate decisions are linked to cell division or occur independently. Pareto Optimal Model Assessment approach is used to cross check the estimates from Bayesian inference. Our results show that HSC must divide symmetrically (i.e., produce two HSC daughter cells) in order to maintain hematopoiesis. We then demonstrate that the augmented model that adds asymmetric division events provides a better fit to the competitive transplantation data, and we thus provide evidence that HSC fate determination in vivo occurs both in association with cell division and at a separate point in time. Last we show that assuming each cat has a unique set of parameters leads to either a significant decrease or a nonsignificant increase in model fit, suggesting that the kinetic parameters for HSC are not unique attributes of individual animals, but shared within a species.

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Youyi Fong. Peter Guttorp. Janis Abkowitz. "Bayesian inference and model choice in a hidden stochastic two-compartment model of hematopoietic stem cell fate decisions." Ann. Appl. Stat. 3 (4) 1695 - 1709, December 2009. https://doi.org/10.1214/09-AOAS269

Information

Published: December 2009
First available in Project Euclid: 1 March 2010

zbMATH: 1184.62035
MathSciNet: MR2752154
Digital Object Identifier: 10.1214/09-AOAS269

Keywords: asymmetric division , hematopoiesis , Hidden Markov models , reversible jump MCMC , stem cell , Stochastic two-compartment model

Rights: Copyright © 2009 Institute of Mathematical Statistics

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Vol.3 • No. 4 • December 2009
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