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The Structure, Function, and Evolution of Biological Systems. Instructor: Van Savage Spring 2011 Quarter 5/10/2011. Global signature of diffusion. Random walk x(t+1)=x(t)±1 ->x 2 (t+1)=x 2 (t)+2x(t)+1(1/2 of time)
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The Structure, Function, and Evolution of Biological Systems Instructor: Van Savage Spring 2011 Quarter 5/10/2011
Global signature of diffusion Random walk x(t+1)=x(t)±1 ->x2(t+1)=x2(t)+2x(t)+1(1/2 of time) =x2(t)-2x(t)+1(1/2 of time) <x2(t+1)>=(1/2)* <(x2(t)+2x(t)+1)> +(1/2)*<(x2(t)-2x(t)+1)> =<x2(t)>+1=<x2(t-1)>+2 Iterating this gives: <x2(t+1)>=Number of time steps~t
Combined Effects Person trying to walk north (directional) through a busy intersection (nondirectional) Net Flow=Directional Flow+Nondirectional Flow Diffusion Equation (Also known as Kolmogorov forward equation)
Two-cell system Crypts contain 1000-4000 cells and 4-6 stem cells
Two-cell system Birth probabilities Death probabilities
Transition probabilities Transition from i to j B cells have population size i.
Master equation Working from last slide, this is wrong. r’s and u’s are reversed. N’s are missing. Correct version on board.
Kolmogorov forward/Fokker-Planck Paper has this derivation and these identifications wrong.
Under weak selection the Kolmogorov forward equation becomes In this limit, their result is correct
Absorption times and probabilities Solve with BC and recursion to find
Three-cell and three-step process Transition probabilities for B cells
Three-cell system combined with chromosomal instability (CIN)
Number of genes necessary for CIN to occur before mutations do (N=6 stem cells) But, are stem cells and other cells equally likely to mutate?
Number of genes necessary for CIN for that to occur before mutations (N=100 crypt cells)