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Movement of Flagellated Bacteria Fei Yuan Terry Soo Supervisor: Prof. Thomas Hillen Mathematics Biology Summer School, UA May 12, 2004
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Know something about f lagellated bacteria before we start... Flagellated bacteria swim in a manner that depends on the size and shape of the body of the cell and the number and distribution of their flagella. When these flagella turn counterclockwise, they form a synchronous bundle that pushes the body steadily forward: the cell is said to “run” When they turn clockwise, the bundle comes apart and the flagella turn independently, moving the cell this way and that in a highly erratic manner: the cell is said to “tumble” These modes alternate, and the cell executes a three- dimensional random walk.
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Our objectives Describe the movement of an individual bacterium in 2-D and 3-D space using the model of random walk; Add a stimulus into the system and study the movement of a bacterium;
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What have we done so far? The simulation of 2-D unbiased random walk The simulation of 2-D biased random walk The simulation of 3-D unbiased random walk The simulation of 3-D biased random walk
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Cartesian coordinates or polar coordinates? Cartesian coordinates Polar coordinates
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2-D unbiased random walk We define theta to be the direction that a bacteria moves each step Theta ~ Uniform(0, 2*Pi) Step size = 1
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2-D directional biased random walk First approach Second approach
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First approach We tried in the 2-D space... Calucate the gradient Grad(s) as (Sx, Sy), (Sx, Sy) = || Grad(s) || * (cos (theta), sin(theta) ) Probability density function of phi is ( cos ( phi – theta ) + 1.2 ) / K K = normalization constant Calculate the actual angle that the bacteria moves by inversing the CDF of phi and plugging in a random number U(0, 1)
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Second approach We tried in the 2-D space... Consider attraction, say to a point mass or charge, that is attraction goes as 1/r^2 Use a N(u,s) distribution where u = the angle of approach s is related to r.
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New questions arise in the 3-D world...
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Solution??? Say X is Uniform on the unit sphere and write X = (theta, phi) We want to compute the distribution functions for theta and phi Theta is as before: Uniform(0, 2*Pi) However Phi is not uniform(0, Pi) For the half sphere, it is sin(x)(1- cos(x))
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3-D unbiased random walk
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3-D biased random walk
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Have more fun??!! Let a bacteria to chase another?
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More work in the future Study the movement of a whole population of bacteria Consider the life cycle of the population during the movement Consider the species of bacteria Plot the mean squared displacement as a function of time
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The end Thank you! Any question?
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