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Movement of Flagellated Bacteria
Fei Yuan Terry Soo
Supervisor:Prof. Thomas Hillen
Mathematics Biology Summer School, UA
• May 12, 2004
Know something about flagellated 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.
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;
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
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
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)
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.
Solution???
• Say X is Uniform on the unit sphereand 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))
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