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The population can be modelled by a two - dimensional continuous - time Markov chain ( Xt , Yt ) where Xt is the number
The population can be modelled by a twodimensional continuoustime Markov chain
Xt
Yt where Xt
is the number of individuals in state A and Yt
is the number of
individuals in state B at time t The states then consist of i j i j
individuals.
Given
Xt i: Number of individuals in state A
Yt j: number of individuals in state B
Let current state of Xt
Yt be i j; ieXt i Yt j and assume one cell change
in a split of a moment at a time.
Starting with state i j we have
i j alpha i jbeta
i j
ie A B : i ji j at rate alpha ; for each conversion of type A cell
From B we have i j for each conversion of type B cell.
We dont know how many cells will convert at any given moment t but there is a
range of possible states, Xit at a rate ialpha and Yj t at a rate jbeta
So if we start with cell, of type A say, then this will develop into a branching process
on the continuous time spectrum.
So there could be a scenario like this:
alpha beta
alpha if one type A converts
alpha if two type A convert
Continuing in this manner, now for each of the and states we get more
possible branches over time:
alpha when Atype cell splits
beta
when Btype cell split
beta
when Bcell converts
beta
when both Btype cells split
The process of conversions and splits goes on with time.
Note that in the diagram each state state is based on the assumption that one cell
converts in any split moment of a second, and the conversions are independent of each
other. The resulting diagram gets complex very quickly as the conversions occur and
develop into a treelike network.
Also, note that the continuoustime aspect is a result of the fact that the conversions
occur in splits of seconds.
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