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37 changes: 37 additions & 0 deletions Analysis/00_MEMOTE_Diff_Report.html

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149 changes: 149 additions & 0 deletions Analysis/01_Model_CFE.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Article with pathway steps https://www.frontiersin.org/articles/10.3389/fpls.2018.00087/full https://www.sciencedirect.com/science/article/pii/B9780444639318000059 \n",
"ADS: https://www.uniprot.org/uniprotkb/Q9AR04/entry\n",
"CPR: https://www.uniprot.org/uniprotkb/A0A2U1LIM9/entry\n",
"CYP71AV1: https://www.uniprot.org/uniprotkb/Q1PS23/entry\n",
"ADH1: https://www.uniprot.org/uniprotkb/A0A2U1Q018/entry \n",
"ALDH1:https://www.uniprot.org/uniprotkb/C5I9X1/entry"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Package\n",
"from cobra.io import read_sbml_model\n",
"from cobra import Reaction, Metabolite"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Reading the model\n",
"iMM904=read_sbml_model(\"iMM904.xml\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Defining metabolites from the heterologues pathway\n",
"\n",
"#AMOR =amorphadiene\n",
"amorphadiene = Metabolite(id = 'AMOR', compartment='c', name='amorphadiene', formula='C15H24')\n",
"#AAOH= artemisinic alcohol\n",
"artemisinic_alcohol= Metabolite(id = 'AAOH', compartment='c', name='artemisinic_alcohol', formula='C15H24O')\n",
"#AAld=artemisinic_aldehyde\n",
"artemisinic_aldehyde= Metabolite(id = 'AAld', compartment='c', name='artemisinic_aldehyde', formula='C15H22O')\n",
"#AA=artemisinic_acid\n",
"artemisinic_acid= Metabolite(id = 'AA', compartment='c', name='artemisinic_acid', formula='C15H22O2')\n",
"\n",
"#Notenotes\n",
"#From the nature article, they have added a homolougues Cyb5 enzymatic reaction.\n",
"#We will look apart from this since it is not a part of the heterologues pathway.\n",
"#If reactions are not coupled:\n",
"#cytochrome_P450_enzyme_oxidation= Reaction('CYP71AV1')\n",
"#CPR1_Oxidation=Reaction('CPR')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Defining the reactions\n",
"Amorpha_synthase=Reaction('ADS')\n",
"CPR_CYP = Reaction(\"CPR1_CYP71AV1\")\n",
"Alcohol_dehydrogenase_1=Reaction('ADH1')\n",
"Aldehyde_dehydrogenase_1=Reaction('ALDH1')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#insert metabolic components to each reaction\n",
"\n",
"Amorpha_synthase.add_metabolites(({iMM904.metabolites.frdp_c:-1,amorphadiene:1,iMM904.metabolites.ppi_c:1}))\n",
"CPR_CYP.add_metabolites(({amorphadiene: -1,iMM904.metabolites.o2_c: -1,iMM904.metabolites.nadph_c:-1,iMM904.metabolites.h_c: -1,iMM904.metabolites.h2o_c: 1,iMM904.metabolites.nadp_c:1,artemisinic_alcohol:1}))\n",
"Alcohol_dehydrogenase_1.add_metabolites(({artemisinic_alcohol:-1,iMM904.metabolites.nad_c:-1,iMM904.metabolites.nadh_c:1,iMM904.metabolites.h_c:1,artemisinic_aldehyde:1}))\n",
"Aldehyde_dehydrogenase_1.add_metabolites(({artemisinic_aldehyde:-1,iMM904.metabolites.h2o_c:-1,iMM904.metabolites.nadp_c:-1,artemisinic_acid:1,iMM904.metabolites.h_c:1,iMM904.metabolites.nadph_c:1}))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Insert reactions into model\n",
"iMM904.add_reactions([Amorpha_synthase])\n",
"iMM904.add_reactions([CPR_CYP])\n",
"iMM904.add_reactions([Alcohol_dehydrogenase_1])\n",
"iMM904.add_reactions([Aldehyde_dehydrogenase_1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Print reactions\n",
"print(Amorpha_synthase)\n",
"print(CPR_CYP)\n",
"print(Alcohol_dehydrogenase_1)\n",
"print(Aldehyde_dehydrogenase_1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#Add boundaries\n",
"iMM904.add_boundary(iMM904.metabolites.AMOR, type='demand')\n",
"iMM904.add_boundary(iMM904.metabolites.AAOH, type='demand')\n",
"iMM904.add_boundary(iMM904.metabolites.AAld, type='demand')\n",
"iMM904.add_boundary(iMM904.metabolites.AA, type='demand')"
]
}
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