flux_distribution_SA.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.558694612613393\n"
     ]
    }
   ],
   "source": [
    "model = cobra.io.read_sbml_model(\"models/consistent_iYS854_SNM.xml\")\n",
    "print(model.slim_optimize())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>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": 3,
     "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": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Computing all fluxes\n",
    "sol = model.optimize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Flux variability analyisis for all\n",
    "fva = cobra.flux_analysis.flux_variability_analysis(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>10M3HDHL</th>\n",
       "      <td>0.007757</td>\n",
       "      <td>7.756924e-03</td>\n",
       "      <td>0.007757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10M3OACPO</th>\n",
       "      <td>0.148011</td>\n",
       "      <td>1.480111e-01</td>\n",
       "      <td>0.148011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10M3OUO</th>\n",
       "      <td>0.007757</td>\n",
       "      <td>7.756924e-03</td>\n",
       "      <td>0.007757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10MDOD</th>\n",
       "      <td>0.148011</td>\n",
       "      <td>1.480111e-01</td>\n",
       "      <td>0.148011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10MTDAO</th>\n",
       "      <td>0.148011</td>\n",
       "      <td>1.480111e-01</td>\n",
       "      <td>0.148011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GLYCLTt</th>\n",
       "      <td>-0.001141</td>\n",
       "      <td>-1.141178e-03</td>\n",
       "      <td>-0.001141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r2535</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UAG2EMA</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GLUt3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-3.943512e-13</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASPte</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4.324069e-13</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>928 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            minimum       maximum      flux\n",
       "10M3HDHL   0.007757  7.756924e-03  0.007757\n",
       "10M3OACPO  0.148011  1.480111e-01  0.148011\n",
       "10M3OUO    0.007757  7.756924e-03  0.007757\n",
       "10MDOD     0.148011  1.480111e-01  0.148011\n",
       "10MTDAO    0.148011  1.480111e-01  0.148011\n",
       "...             ...           ...       ...\n",
       "GLYCLTt   -0.001141 -1.141178e-03 -0.001141\n",
       "r2535      0.000000  0.000000e+00  0.000000\n",
       "UAG2EMA    0.000000  0.000000e+00  0.000000\n",
       "GLUt3      0.000000 -3.943512e-13  0.000000\n",
       "ASPte      0.000000 -4.324069e-13  0.000000\n",
       "\n",
       "[928 rows x 3 columns]"
      ]
     },
     "execution_count": 6,
     "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_SA.xlsx\")\n",
    "df_fluxes"
   ]
  },
  {
   "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": 7,
   "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",
    "plt.ylim(-100,100)\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": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exchange fluxes fva, for all non-zero exchanges\n",
    "fva_ex = model.summary(fva=1.)\n",
    "fva_ex = fva_ex.to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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",
    "    # Get the data\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",
    "    # Save it if its contained in snm3 and is nonzero\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",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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",
    "plt.xticks(x,rotation=90)\n",
    "plt.grid(linestyle='--', alpha=0.5)\n",
    "plt.ylabel(\"Flux\")\n",
    "fig.tight_layout()\n",
    "plt.show()\n",
    "fig.savefig(\"ex_flux_SA_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
}