Mutation frequencies in a birth-death branching process

نویسندگان

  • David Cheek
  • Tibor Antal
چکیده

First, we revisit a classic two-type branching process which describes cell proliferation and mutation; widespread application has been seen in cancer and microbial modelling. As the mutation rate tends to zero and the population size to infinity, the mutation times converge to a Poisson process. This yields the number of mutants and clone sizes. Other limits and exact results are also explored. Second, we extend the model to consider mutations at multiple sites on the genome. The number of mutants in the two-type model characterises the mean site frequency spectrum in the multiple-site model. Our predictions are consistent with genomic data from tumours.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Exact solution of a two-type branching process: models of tumor progression

An explicit solution for a general two-type birth-death branching process with one way mutation is presented. This continuous time process mimics the evolution of resistance to treatment, or the onset of an extra driver mutation during tumor progression. We obtain the exact generating function of the process at arbitrary times, and derive various large time scaling limits. In the simultaneous s...

متن کامل

Chapter 2: Models of cancer evolution

To develop an understanding of cancer evolution and its implications, e.g. for therapy, we examine some simple models of mutation and population growth. This is based on branching processes, Markov processes (either discrete or continuous time) that describe probabilistic growth processes. A key assumption is that cells are independent, i.e. birth and death rates are independent of population s...

متن کامل

Birth(death)/birth-death processes and their computable transition probabilities with statistical applications

Birth-death processes track the size of a univariate population, but many biological systems involve interaction between populations, necessitating models for two or more populations simultaneously. A lack of efficient methods for evaluating finite-time transition probabilities of bivariate processes, however, has restricted statistical inference in these models. Researchers rely on computation...

متن کامل

Convergence of an infinite dimensional stochastic process to a spatially structured trait substitution sequence

We consider an individual-based spatially structured population for Darwinian evolution in an asexual population. The individuals move randomly on a bounded continuous space according to a re ected brownian motion. The dynamics involves also a birth rate, a density-dependent logistic death rate and a probability of mutation at each birth event. We study the convergence of the microscopic proces...

متن کامل

The allelic partition for coalescent point processes

Assume that individuals alive at time t in some population can be ranked in such a way that the coalescence times between consecutive individuals are i.i.d. The ranked sequence of these branches is called a coalescent point process. We have shown in a previous work [14] that splitting trees are important instances of such populations. Here, individuals are given DNA sequences, and for a sample ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2017