JSM 2014 Home
Online Program Home
My Program

Abstract Details

Activity Number: 123
Type: Contributed
Date/Time: Monday, August 4, 2014 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics in Epidemiology
Abstract #312074 View Presentation
Title: Effects of Quiescence and Senescence on Hematopoietic Stem Cell Population Dynamics and Extinction
Author(s): Mary Sehl*+ and Hua Zhou and Han Su Myat and Trevor R. Shaddox and Sanggu Kim and Irvin S.Y. Chen and Janet S.Y. Sinsheimer and Kenneth L. Lange
Companies: and North Carolina State University and University of California, Los Angeles and University of California, Los Angeles and University of California, Los Angeles and University of California, Los Angeles and University of California, Los Angeles and University of California, Los Angeles
Keywords: branching process ; stem cell dynamics ; senescence ; quiescence ; extinction model
Abstract:

Quantitative understanding of hematopoietic recovery after hematopoietic stem cell (HSC) transplantation is vital to predict clinical outcomes such as hematopoietic insufficiency and stem cell exhaustion. We explore the effects of quiescence and senescence on HSC population dynamics following transplantation. We study a multi-type branching process model in which an HSC freely interconverts between a primitive proliferative state and a quiescent state, and once transformed to a replicative state undergoes telomere shortening until reaching a final senescent state. We calculate extinction probabilities of a population of primitive HSCs as a function of birth and death rates, quiescence and activation rates, and the rate of transformation to a replicative state. We find that unless the birth rate of the most primitive HSC exceeds the sum of its death rate and the rate of transformation to a replicative state, the population of HSCs and its progeny are sure to go extinct. Using matrix exponentiation, we further compute mean counts of each cell type after transplantation and explore scenarios in which engraftment is successful depending on the initial distribution of HSC types.


Authors who are presenting talks have a * after their name.

Back to the full JSM 2014 program




2014 JSM Online Program Home

For information, contact jsm@amstat.org or phone (888) 231-3473.

If you have questions about the Professional Development program, please contact the Education Department.

The views expressed here are those of the individual authors and not necessarily those of the JSM sponsors, their officers, or their staff.

ASA Meetings Department  •  732 North Washington Street, Alexandria, VA 22314  •  (703) 684-1221  •  meetings@amstat.org
Copyright © American Statistical Association.