Applications of the Galton-Watson process to human DNA evolution and demography
نویسندگان
چکیده
We show that the problem of existence of a mitochondrial Eve can be understood as an application of the Galton–Watson process and presents interesting analogies with critical phenomena in Statistical Mechanics. In the approximation of small survival probability, and assuming limited progeny, we are able to find for a genealogic tree the maximum and minimum survival probabilities over all probability distributions for the number of children per woman constrained to a given mean. As a consequence, we can relate existence of a mitochondrial Eve to quantitative demographic data of early mankind. In particular, we show that a mitochondrial Eve may exist even in an exponentially growing population, provided that the mean number of children per woman N is constrained to a small range depending on the probability p that a child is a female. Assuming that the value p ≈ 0.488 valid nowadays has remained fixed for thousands of generations, the range where a mitochondrial Eve occurs with sizeable probability is 2.0492 < N < 2.0510. We also consider the problem of joint existence of a mitochondrial Eve and a Y chromosome Adam. We remark why this problem may not be treated by two independent Galton–Watson processes and present some simulation results suggesting that joint existence of Eve and Adam occurs with sizeable probability in the same N range. Finally, we show that the Galton–Watson process may be a useful approximation in treating biparental population models, allowing us to reproduce some results previously obtained by Chang and Derrida et al..
منابع مشابه
The lineage process in Galton-Watson trees and globally centered discrete snakes
We consider branching random walks built on Galton-Watson trees with offspring distribution having a bounded support, conditioned to have n nodes, and their rescaled convergences to the Brownian snake. We exhibit a notion of “globally centered discrete snake” that extends the usual settings in which the displacements are supposed centered. We show that under some additional moment conditions, w...
متن کاملGlobally centered discrete snakes
We consider branching random walks built on Galton-Watson trees with offspring distribution having a bounded support, conditioned to have n nodes, and their rescaled convergences to the Brownian snake. We exhibit a notion of “globally centered discrete snake” that extends the usual settings in which the displacements are supposed centered. We show that under some additional moment conditions, w...
متن کاملExact sampling formulas for multi-type Galton-Watson processes.
Exact formulas for the mean and variance of the proportion of different types in a fixed generation of a multi-type Galton-Watson process are derived. The formulas are given in terms of iterates of the probability generating function of the offspring distribution. It is also shown that the sequence of types backwards from a randomly sampled particle in a fixed generation is a non-homogeneous Ma...
متن کاملAsymptotics of iterated branching processes
We study iterated Galton-Watson processes, introduced by Gawel and Kimmel as models of the number of repeats of DNA triplets during some genetic disorders. When the process (Xn)n involves some thinning, the extinction Xn → 0 and the explosion Xn → ∞ can have positive probability simultaneously. When the underlying (simple) Galton-Watson process is nondecreasing with mean m, conditional on the e...
متن کاملBranching Processes
Galton-Watson processes were introduced by Francis Galton in 1889 as a simple mathematical model for the propagation of family names. They were reinvented by Leo Szilard in the late 1930s as models for the proliferation of free neutrons in a nuclear fission reaction. Generalizations of the extinction probability formulas that we shall derive below played a role in the calculation of the critica...
متن کامل