The aim of our modelling is to be able to estimate approximate yields of vanillin when x amount of tyrosine is entered into the pathway whilst also showing approximate times.
This also allows the possibilty to choose other strains of the enzymes that we have also used within our different constructs.
By being able to choose between other strains we are more able to optimize the overall vanillin yield, whilst also being able to see any potential bottlenecks within the substrates by viewing increased concentrations throughout the reaction.
How
The model employs Michaelis-Menten kinetics to simulate the enzymatic reactions occurring at each step of the pathway. The concentration of substrates and products is calculated over time, this allows the ability to see the total vanillin at the end of the reaction aswell as the concentrations at every second of the reaction.
The model also uses accurate conversion rates for each strain, allowing the ability to see the most efficient strains aswell as any bottlenecks they may cause. The enzyme kinetics and conversion rates have been obtained from similar experiments found in literature that have used the same strain.
Limitations
Optimal Temperature
The model assumes that each strain is constantly at its 'optimal temperature range' as different strains that we have used have have different optimal temperature ranges for example Pseudomonas putida KT2440 is optimal at 37°C where as Streptomyces sp. V-1 [7].
This limitation will slighly impact the theoretical model results to the actual results, as not all strains will be able to be at optimal temperature range.
Byproducts
The model is unable to show the byproducts that are also produced during the reactions, this would be useful in cases for example, when large amounts of L-Dopa is produced which creates a dark pigmentation as we saw in our results.
Tyrosine to Vanillin Calculator
Tyrosine to Vanillin Calculator
(Tyrosine to p-Coumaric Acid)
(p-Coumaric Acid to Caffeic Acid)
(Caffeic Acid to Ferulic Acid)
(Ferulic Acid to Feruloyl-CoA)
(Feruloyl-CoA to Vanillin)
µM
Enzyme Kinetics
TAL
Substrate
Product
Tyrosine
p-Coumaric Acid
(SAM8)
Parameter
Value
kcat
0.015 s-1 [1]
Km
15.5 µM [1]
Yield Efficiency
87.33% [2]
C3H
Substrate
Product
p-Coumaric Acid
Caffeic Acid
(SAM5)
Parameter
Value
kcat
4.2385 s-1 [3]
Km
432.0 µM [3]
Yield Efficiency
75% [3]
COMT
Substrate
Product
Caffeic Acid
Ferulic Acid
(ARA)
Parameter
Value
kcat
0.03319 s-1 [9]
Km
43.0 µM [9]
Yield Efficiency
70.33% [10]
FCS
Substrate
Product
Ferulic Acid
Feruloyl-CoA
(Pseud)
Parameter
Value
kcat
0.074 s-1 [4]
Km
43.0 µM [4]
Yield Efficiency
86% [8]
(STR)
Parameter
Value
kcat
67.7 s-1 [6]
Km
350.0 µM [6]
Yield Efficiency
97.1% [6]
ECH
Substrate
Product
Feruloyl-CoA
Vanillin
(Pseud)
Parameter
Value
kcat
0.4 s-1 [5]
Km
75 µM [5]
Yield Efficiency
86% [8]
(STR)
Parameter
Value
kcat
77.36 s-1 [5]
Km
0.4 µM [5]
Yield Efficiency
97.1% [6]
Berner M, Krug D, C. Bihlmaier, Bechthold A. Genes and Enzymes Involved in Caffeic Acid Biosynthesis in the Actinomycete Saccharothrix espanaensis [Internet]. ResearchGate. American Society for Microbiology; 2006 [cited 2024 Oct 2]. Available from: https://www.researchgate.net/publication/7231974_Genes_and_Enzymes_Involved_in_Caffeic_Acid_Biosynthesis_in_the_Actinomycete_Saccharothrix_espanaensis
Rodrigues JL, Araújo RG, Prather KLJ, Kluskens LD, Rodrigues LR. Heterologous production of caffeic acid from tyrosine in Escherichia coli. Enzyme and Microbial Technology [Internet]. 2015 Apr 1 [cited 2021 Jul 26];71:36-44. Available from: https://pubmed.ncbi.nlm.nih.gov/25765308/#:~:text=In%20this%20study%2C%20Escherichia%20coli
Hamberger B, Hahlbrock K. The 4-coumarate:CoA ligase gene family in Arabidopsis thaliana comprises one rare, sinapate-activating and three commonly occurring isoenzymes. Proceedings of the National Academy of Sciences. 2004 Feb 9;101(7):2209-14.
Graf N, Altenbuchner J. Genetic engineering of Pseudomonas putida KT2440 for rapid and high-yield production of vanillin from ferulic acid. Applied Microbiology and Biotechnology. 2013 Oct 18;98(1):137–49.
Sodré V, Araujo JN, Gonçalves TA, Vilela N, Braz ASK, Franco TT, et al. An alkaline active feruloyl-CoA synthetase from soil metagenome as a potential key enzyme for lignin valorization strategies. Martins LO, editor. PLOS ONE. 2019 Feb 25;14(2):e0212629.
Yang W, Tang H, Ni J, Wu Q, Hua D, Tao F, et al. Characterization of Two Streptomyces Enzymes That Convert Ferulic Acid to Vanillin. Janssen PJ, editor. PLoS ONE. 2013 Jun 28;8(6):e67339.
Chen Q, Dao Tao Xie, Qiang S, Meng Y. Developing efficient vanillin biosynthesis system by regulating feruloyl-CoA synthetase and enoyl-CoA... [Internet]. ResearchGate. Springer Nature; 2021 [cited 2024 Oct 2]. Available from: https://www.researchgate.net/publication/356964353_Developing_efficient_vanillin_biosynthesis_system_by_regulating_feruloyl-CoA_synthetase_and_enoyl-CoA_hydratase_enzymes
Plaggenborg R, Overhage J, Steinbüchel A, Priefert H. Functional analyses of genes involved in the metabolism of ferulic acid in Pseudomonas putida KT2440. Applied Microbiology and Biotechnology. 2003 Mar 27;61(5-6):528–35.
Kang SY, Choi O, Lee J, Hwang B, Uhm TB, Hong YS. Artificial biosynthesis of phenylpropanoic acids in a tyrosine overproducing Escherichia coli strain. Microbial Cell Factories. 2012;11(1):153.