Falghane Week 14/15

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Purpose

The purpose of this assignment was to model the chemostat used in Tai et al. (2007) using MATLAB.

Methods

1. Use the Arrhenius equation (rate = A*exp(-B/(R*T)) to model the temperature dependence of the chemostat reaction.

  • Ea was found from the slope between ln(k) and 1/temp (K) and finding B which equaled Ea.​
  • Equation: A = k/ e^-(Ea/RT) was then used to solve for A​
  • Then Arrhenius Equation: rate = A*exp(-B/(R*T ) was used to find rates at temperatures 15, 20, 25 in Kalvin. ​
  • Then the New Rates were added to MATLAB to model temperature dependence of the chemostat reaction​

2. Investigating the glucose efficiency/ waste constant

  • The values of E for glucose-limited and ammonium-limited conditions were noted.
  • For each temperature (12, 30), the function E(y) that matches the two points of (y,E) data was found.
  • The chemostat_2nutrient_dynamics.m file was modified to use the functions created.
  • The resulting simulation was compared to the previous one.

Results

  • Determing the A & B constants:
    • B found to be 69,840.59 from B = (Rln(k1/k2))/(1/T1-1/T2).
    • A found to be 4.979 * 10^11 from A = k/ e^-(Ea/RT).
  • Rate values:
    • r(15°C) = (4.979 x 10^11)e^(-69840.59)/((8.314)(288.15)) = 0.1087
    • r(20°C) = (4.979 x 10^11)e^(-69840.59)/((8.314)(293.15)) = 0.1787
    • r(25°C) = (4.979 x 10^11)e^(-69840.59)/((8.314)(298.15)) = 0.289
  • Efficiency constant Investigation
    • Original: E = 1/Y New equation: where E = my + b
    • y = residual glucose
    • point intercept m = (y-y)/(x-x) was used to determine m and thenew value was plugged into E = my + b to determine b
    • 12°C: E = 0.363y + 14.11
    • m = (14.3-20)/(0.5045-16.22) = 0.363
    • b=14.11
    • 30°C: E = 0.7y + 14.25
    • m = (14.3-25)/(.0541-15.33) = 0.7
    • b=14.25

Temperature Dependence Graphs


Efficiency Constant Graphs

Original Model

New Model

Acknowledgments

  • I worked with my homework partner, Edward Ryan R. Talatala to complete this assignment.
  • I also worked with Austin to work on the efficiency constant investigation.

References

  • Tai, S. L., Daran-Lapujade, P., Walsh, M. C., Pronk, J. T., & Daran, J. M. (2007). Acclimation of Saccharomyces cerevisiae to low temperature: a chemostat-based transcriptome analysis. Molecular Biology of the Cell, 18(12), 5100-5112. DOI: 10.1091/mbc.e07-02-0131
  • Dahlquist, K. and Fitzpatrick, B. (2019). BIOL388/S19:Week 14/15. [online] openwetware.org. Available at:Week 14/15 Assignment Page [Accessed May 8 2019].
  • Tai, S. L., Boer, V. M., Daran-Lapujade, P., Walsh, M. C., de Winde, J. H., Daran, J. M., and Pronk, J. T. (2005). Two-dimensional transcriptome analysis in chemostat cultures: combinatorial effects of oxygen availability and macro- nutrient limitation in Saccharomyces cerevisiae. J. Biol. Chem. 280, 437–447.