flux_distribution_DP.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cobra \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Flux distribution analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First load the model which grows on SNM3 media. Note than in previous notebook the default media was set to be SNM3 so we only have to load it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2823653925322476\n"
     ]
    }
   ],
   "source": [
    "model = cobra.io.read_sbml_model(\"consistent_DP_SNM.xml\")\n",
    "print(model.slim_optimize())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Compound</th>\n",
       "      <th>BiGG</th>\n",
       "      <th>ModelSeed</th>\n",
       "      <th>KEGG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alanine</td>\n",
       "      <td>ala__L</td>\n",
       "      <td>cpd00035</td>\n",
       "      <td>C00041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arginine</td>\n",
       "      <td>arg__L</td>\n",
       "      <td>cpd00051</td>\n",
       "      <td>C00062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cysteine</td>\n",
       "      <td>cys__L</td>\n",
       "      <td>cpd00084</td>\n",
       "      <td>C00097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Glutamic acid</td>\n",
       "      <td>glu__L</td>\n",
       "      <td>cpd00023</td>\n",
       "      <td>C00025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Glycine</td>\n",
       "      <td>gly</td>\n",
       "      <td>cpd00033</td>\n",
       "      <td>C00037</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Compound    BiGG ModelSeed    KEGG\n",
       "0        Alanine  ala__L  cpd00035  C00041\n",
       "1       Arginine  arg__L  cpd00051  C00062\n",
       "2       Cysteine  cys__L  cpd00084  C00097\n",
       "3  Glutamic acid  glu__L  cpd00023  C00025\n",
       "4        Glycine     gly  cpd00033  C00037"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "snm3 = pd.read_csv(\"SNM3.csv\", sep=\";\")\n",
    "snm3.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now will compute all fluxes through FBA, together with their bounds using FVA. This is done for all reactions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Computing all fluxes\n",
    "sol = model.optimize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Flux variability analyisis for all\n",
    "fva = cobra.flux_analysis.flux_variability_analysis(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>minimum</th>\n",
       "      <th>maximum</th>\n",
       "      <th>flux</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12DGR120tipp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12DGR140tipp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12DGR141tipp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12DGR160tipp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12DGR161tipp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              minimum  maximum  flux\n",
       "12DGR120tipp      0.0      0.0   0.0\n",
       "12DGR140tipp      0.0      0.0   0.0\n",
       "12DGR141tipp      0.0      0.0   0.0\n",
       "12DGR160tipp      0.0      0.0   0.0\n",
       "12DGR161tipp      0.0      0.0   0.0"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sticking them together\n",
    "df_fluxes = fva.copy()\n",
    "df_fluxes[\"flux\"] = sol.fluxes\n",
    "df_fluxes.to_excel(\"fluxes_DP.xlsx\")\n",
    "df_fluxes.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we plot all non-zero fluxes which are around 256. They are mostly rather small with some outliears. The x-axis contains labels from fluxes which were rather high/low."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "non_zero_flux = df_fluxes[\"flux\"].loc[df_fluxes[\"flux\"] != 0]\n",
    "plt.plot(non_zero_flux.index, non_zero_flux, \".--\")\n",
    "high_vals = df_fluxes.index[df_fluxes[\"flux\"] > 5].tolist() + df_fluxes.index[df_fluxes[\"flux\"] < -5].tolist()\n",
    "a = plt.xticks(high_vals, rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting exchange fluxes\n",
    "\n",
    "We will plot the bounds for the exchange fluxes such that the organism still achives maximal growth. This is done with FVA, we recompute them here for convecnience but can also be extracted from previous list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exchange fluxes fva, for all non-zero exchanges\n",
    "fva_ex = model.summary(fva=1.0)\n",
    "fva_ex = fva_ex.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>reaction</th>\n",
       "      <th>metabolite</th>\n",
       "      <th>factor</th>\n",
       "      <th>flux</th>\n",
       "      <th>minimum</th>\n",
       "      <th>maximum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>EX_12ppd__S_e</th>\n",
       "      <td>EX_12ppd__S_e</td>\n",
       "      <td>12ppd__S_e</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-16.853028</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EX_26dap__M_e</th>\n",
       "      <td>EX_26dap__M_e</td>\n",
       "      <td>26dap__M_e</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.027345</td>\n",
       "      <td>0.027345</td>\n",
       "      <td>0.027345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EX_4abz_e</th>\n",
       "      <td>EX_4abz_e</td>\n",
       "      <td>4abz_e</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>0.000183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EX_LalaDgluMdap_e</th>\n",
       "      <td>EX_LalaDgluMdap_e</td>\n",
       "      <td>LalaDgluMdap_e</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EX_acald_e</th>\n",
       "      <td>EX_acald_e</td>\n",
       "      <td>acald_e</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-18.485001</td>\n",
       "      <td>-72.389595</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            reaction      metabolite  factor       flux  \\\n",
       "EX_12ppd__S_e          EX_12ppd__S_e      12ppd__S_e    -1.0   0.000000   \n",
       "EX_26dap__M_e          EX_26dap__M_e      26dap__M_e    -1.0   0.027345   \n",
       "EX_4abz_e                  EX_4abz_e          4abz_e    -1.0   0.000183   \n",
       "EX_LalaDgluMdap_e  EX_LalaDgluMdap_e  LalaDgluMdap_e    -1.0   0.000000   \n",
       "EX_acald_e                EX_acald_e         acald_e    -1.0 -18.485001   \n",
       "\n",
       "                     minimum   maximum  \n",
       "EX_12ppd__S_e     -16.853028  0.000000  \n",
       "EX_26dap__M_e       0.027345  0.027345  \n",
       "EX_4abz_e           0.000183  0.000183  \n",
       "EX_LalaDgluMdap_e   0.000000  0.000000  \n",
       "EX_acald_e        -72.389595  0.000000  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fva_ex.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Get necessary values for plotting\n",
    "x = []\n",
    "y_fluxes = []\n",
    "y_min_flux = []\n",
    "y_max_flux = []\n",
    "for _, data in fva_ex.iterrows():\n",
    "    id = str(data.metabolite[:-2])\n",
    "    f = data.factor*data.flux \n",
    "    f_min = data.factor*data.minimum \n",
    "    f_max = data.factor*data.maximum\n",
    "\n",
    "    if not (f_min == 0 and f_max == 0):\n",
    "        for j in range(len(snm3)):\n",
    "            ide = str(snm3.iloc[j][1]) + \"_e\"\n",
    "            if ide == id + \"_e\":\n",
    "                x.append(str(snm3.iloc[j][0]))\n",
    "                y_fluxes.append(f)\n",
    "                y_min_flux.append(f_min)\n",
    "                y_max_flux.append(f_max)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw plot\n",
    "title_font = {'fontname':'Arial', 'size':'12', 'color':'black', 'weight':'normal'} \n",
    "fig = plt.figure(figsize=(10,5), dpi= 160)\n",
    "plt.vlines(x=x, ymin=y_min_flux, ymax=y_max_flux, alpha=0.8, color=\"C0\")\n",
    "\n",
    "# Plot FBA flux value as black dot\n",
    "plt.scatter(x=x, y= y_fluxes, color=\"black\",s=5)\n",
    "\n",
    "#Plot maximum/minimum value in green\n",
    "for y_min, x1, y_max in zip(y_min_flux, x, y_max_flux):\n",
    "    t = plt.text(x1,y_min+0.1, round(y_min, 2), horizontalalignment='left', color=\"green\",\n",
    "                verticalalignment='bottom', size=4)\n",
    "    t = plt.text(x1,y_max-1.5, round(y_max, 2), horizontalalignment='left', color=\"red\",\n",
    "                verticalalignment='bottom', size=4)\n",
    "\n",
    "# Decorations    \n",
    "#plt.title('Exchange flux range', **title_font)\n",
    "\n",
    "plt.xticks(x,rotation=90)\n",
    "plt.grid(linestyle='--', alpha=0.5)\n",
    "plt.ylabel(\"Flux\")\n",
    "fig.tight_layout()\n",
    "#plt.gcf().subplots_adjust(bottom=0.1)\n",
    "plt.show()\n",
    "fig.savefig(\"ex_flux_DP_RM.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}