Last active
May 17, 2018 11:51
-
-
Save muscovitebob/d76306f7faca960f5db65ab9297b1eb2 to your computer and use it in GitHub Desktop.
Reproducing results from Goldbeter, Albert. "A model for circadian oscillations in the Drosophila period protein (PER)." Proc. R. Soc. Lond. B 261.1362 (1995): 319-324.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import numpy as np | |
import matplotlib.pyplot as plt | |
from scipy.integrate import odeint | |
def PERModel(y, t, vd = 0.95): | |
#here y0 is Pn , y1 is M, y2 is P0, y3 is P1, y4 is P2 | |
vs, vm = 0.76, 0.65 | |
Km, Ki, Kd, = 0.5, 1, 0.2 | |
ks = 0.38 | |
K1 = K2 = K3 = K4 = 2 | |
k1, k2 = 1.9, 1.3 | |
V1, V2, V3, V4 = 3.2, 1.58, 5, 2.5 | |
n = 4 | |
dMdt = vs * (Ki**n / (Ki**n + y[0]**n)) - vm*(y[1] / (Km + y[1])) | |
dP0dt = ks * y[1] - V1 * (y[2] / (K1 + y[2])) + V2 * (y[3] / (K2 + y[3])) | |
dP1dt = V1 * (y[2] / (K1 + y[2])) - V2 * (y[3] / (K2 + y[3])) - V3 * (y[3] / (K3 + y[3])) + V4 * (y[4] / (K4 + y[4])) | |
dP2dt = V3 * (y[3] / (K3 + y[3])) - V4 * (y[4] / (K4 + y[4])) - k1 * y[4] + k2 * y[0] - vd * (y[4] / ([Kd + y[4]])) | |
dPndt = k1 * y[4] - k2 * y[0] | |
return [dPndt, dMdt, dP0dt, dP1dt, dP2dt] | |
y0 = [0.25, 1, 0.25, 0.25, 0.25] | |
t = np.linspace(0, 100, num=1000) | |
y = odeint(PERModel, y0, t, (0.95,)) | |
plt.figure() | |
plt.plot(t, y[:,0]) | |
plt.plot(t, y[:,1]) | |
plt.plot(t, y[:,2]) | |
plt.plot(t, y[:,3]) | |
plt.show() | |
y0_central = [0.8, 1.5, 0.8, 0.8, 0.8] | |
z = odeint(PERModel, y0_central, t) | |
plt.figure() | |
plt.plot((y[:,0] + y[:,2] + y[:,3]),y[:, 1]) | |
plt.plot((z[:,0] + z[:,2] + z[:,3]),z[:, 1]) | |
plt.show() | |
vdRange = np.linspace(0.6, 1.5, num=15) | |
for i in range(len(vdRange)): | |
y = odeint(PERModel, y0, t, (vdRange[i],)) | |
plt.figure() | |
plt.plot(t, y[:, 0]) | |
plt.plot(t, y[:, 1]) | |
plt.plot(t, y[:, 2]) | |
plt.plot(t, y[:, 3]) | |
plt.show() | |
plt.figure() | |
plt.plot((y[:, 0] + y[:, 2] + y[:, 3]), y[:, 1]) | |
plt.show() | |
# Conclusion: as we increase the vd parameter - degradation rate - the period of the waves and thus | |
# the circadian cycle gets longer |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment