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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from scipy.stats import ttest_ind_from_stats\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"filename = \"/project/owlmayerTemporary/Sid/nanopore-analysis/Results_5_1/Quantification/all_counts_deseq2norm_stats.csv\"\n",
"df_ont = pd.read_csv(filename)\n",
"\n",
"\n",
"filename = \"/project/owlmayerTemporary/Sid/mass_spec/data_olga/proteinGroups.csv\"\n",
"df_ms = pd.read_csv(filename)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"filename = \"/project/owlmayerTemporary/Sid/nanopore-analysis/ReferenceData/gencode.v32.primary_assembly.annotation.sorted.gtf\"\n",
"df_all = pd.read_csv(filename, skiprows = 5, header = None, sep = \"\\t\")\n",
"info = list(df_all[8])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"protein_coding = set()\n",
"gene_type = dict()\n",
"for i in info:\n",
" gene_type = i.split(\"gene_type\")[1].split('\"')[1]\n",
" if (gene_type == \"protein_coding\"):\n",
" gene_name = i.split(\"gene_name\")[1].split('\"')[1]\n",
" protein_coding.add(gene_name)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'protein_coding' is not defined",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-1-9abe39640342>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mprotein_coding\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mNameError\u001b[0m: name 'protein_coding' is not defined"
]
}
],
"source": [
"print(list(protein_coding)[0:100])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"df_ont = df_ont.groupby(\"gene_name\").sum().filter(like = \"mean\")\n",
"df_ms = df_ms.groupby(\"Gene names\").sum().filter(like = \"LFQ intensity\")"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"df = df_ont.merge(df_ms,left_index = True, right_index = True, how = \"outer\")\n",
"df = df.fillna(0)\n",
"df[\"gene_name\"] = df.index"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [],
"source": [
"ont_day0 = df[\"meanday0\"]\n",
"ont_day3 = df[\"meanday3\"]\n",
"ont_day5 = df[\"meanday5\"]\n",
"ms_day0 = df.filter(like = \"intensity day0\").mean(axis = 1)\n",
"ms_day3 = df.filter(like = \"intensity day3\").mean(axis = 1)\n",
"ms_day5 = df.filter(like = \"intensity day5\").mean(axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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9ezVx4kTVrx989IorrrhC0rEyxoqzzz5beXl5fgHtpUuXqlGjRhoxYkS19Tt06KDKyspq3WhDsVquAEDcJbnlEQBYVlpa6u12Emjv3r1m165d3n+ebjXGGDNkyBDTu3dvc+jQIe+yqqoqc+aZZ5pu3bp5l3m6lJx33nmmqqrKu/yGG24w9erVMyUlJcYYY8rLy02TJk3ML37xC780FBUVmZycnGrLA3matof6t337du+627dvN82aNTNDhw41FRUV5uSTTzbHHXecKS0t9a7j6R6QkZFhCgsLvcvXrl1rJJkbbrjBu+zKK680ksytt97ql6aqqirTrVs3M2zYML9jP3DggOnUqZMZOnSod1lOTk617ii+Pv/8c0tN9zt06ODX1WTGjBlGknn//fe9y8rLy02nTp1Mx44dTWVlpV/+HX/88aaiosK77mOPPWYkmf/85z817veOO+4wkoI2wVdAt6DRo0ebhg0b+nU92rZtm8nOzjZnn322d9mvfvUrk5KSYj7//HPvsuLiYtOsWTMjyWzatCloWmrqjjVt2jRTr169oJ+1bNnSjB8/vqbDtLwfz/Xzu9/9zuzatcsUFRWZ1atXm5NPPtlIMsuWLfOuq/91f9izZ49p2LChWbhwoTHGmNdff92kpKSYzZs3W+reUVJSYiSZUaNG1Zjuiy66yEgyZWVlxpgf79F///vf5ttvvzX169c306dP964fbbcvY4zp3r27GT58eI3rbNiwwUgyf/7zn/2WT5061TRq1Mhb/vz61782jRs3rrVLTDCSzOTJk82uXbvMzp07zdq1a82QIUOMJPPwww/7rZeammq++OILv+8vX77cSDL33nuv3/KxY8ealJQUU1BQ4F0WqtvX5MmTTW5urtm9e7ff8vHjx5ucnBzvcQbrouQpa37/+9/7fffkk082/fr1q/X4rXT7slq233bbbaZBgwZ+XSUrKipMkyZNzDXXXBP18e7duzdo10krJk2aZJo3b15tebA87du3r2nVqpUpLi72Llu/fr1JTU01V1xxhXfZyJEjTWZmpl+3yI0bN5r69euHLAeMqbnb14gRI0znzp2rLd+/f3/QZ0qgcLp9BfvnKUMfffRRI8m88sorIbezZ88eb3cuq2maOXOm6dq1q/ezn/zkJ+bqq682xlTvgllUVGRatmxpJJmePXua6667zixZssT7jhCMlXIFAOKNlj8AHKOsrEySvAMp+ho8eLBatmzp/ff4449LOjYw47vvvqvLLrvM79fE4uJiDRs2TBs3bqw2a9C1117r1zR+4MCBqqys1JYtWyQd+zW/pKREEyZM8Ptlsl69eurfv7/ee+89S8dz11136e233672r1mzZt512rRpo8cff1xvv/22Bg4cqHXr1umpp55S48aNq21v9OjRateunff/TzvtNPXv39/bPczXlClT/P5/3bp12rhxoyZOnKji4mLvMe3fv19DhgzRP//5T+8vr02aNNHatWtDtrjIycmRdKxLhdVZV6RjAyGfdtppGjBggHdZo0aNdO2112rz5s368ssv/da/+uqr/QYc9rQg+e6772rcT3FxserXrx/0OvJVWVmplStXavTo0ercubN3eW5uriZOnKg1a9Z4r8l//OMfOuOMM/wGRm7WrJmllkihHDx4sNqAyh7p6enegZpj5e6771bLli3Vpk0bDR48WN9++61mz57tNziyR9OmTXXBBRd4Z/pZsmSJzjzzTMuDrJeXl0uSsrOza1zP87knn3117txZP/vZz7RgwQJt377d0n6taNq0aa0zlXXv3l19+/bV0qVLvcsqKyv10ksvaeTIkd5ufU2aNImqu8eTTz6pli1bqlWrVurfv7+3S+qMGTP81hs0aJBOOOEEv2VvvPGG6tWrp+nTp/stv+mmm2SM0Ztvvlnjvo0xWrZsmUaOHCljjF9ZN2zYMJWWlvp19Qzluuuu8/v/gQMH1nqPWhFO2T5u3DgdOXLEbwDflStXqqSkROPGjYv6eDMyMtSwYUOtXr1ae/fuDes4iouL1bRp01rX2759u9atW6errrrK7xlx0kknaejQod5yvrKyUqtWrdLo0aP9BnDu2rVrVIOEHzx4UGlpadWWe7o4xbI8CvZsbNOmjSRrZYfnM8+6VkycOFEFBQX697//7f0bqiVj69attX79el133XXau3ev/vrXv2rixIlq1aqV/vCHP/h1q/SwUq4AQLwx2xcAx/C80PlOo+oxf/58lZeXa8eOHZo0aZJ3eUFBgYwxuvPOO3XnnXcG3e7OnTv9gibHHXec3+eeF3PPS/3GjRsl/TgmSqBggZlgevfubWmch/Hjx2vRokV6/fXXde2112rIkCFB1+vWrVu1Zd27d6/W3aF+/frKy8vzW+Y5piuvvDJkOkpLS9W0aVM9+OCDuvLKK9W+fXv169dPF154oa644gpvgKRTp0668cYb9cgjj2jx4sUaOHCgLrroIk2aNMkbGApmy5YtQbvzeboZbNmyxW88mdrOU7R27dqlAwcOqEePHkHTVFVVpR9++EG9evXSli1bgs7S5jvbVLgyMjJ0+PDhoJ8dOnTI0rhB4bj22mt16aWXKjU1VU2aNPGOHxPKxIkT9bOf/Uzff/+9li9fHnRsnlCsVs5qq+jdcccdWrhwoWbNmhVVFztfxphq46IEM27cOP32t7/V1q1b1a5dO61evVo7d+70BhMkaerUqXrhhRc0fPhwtWvXTueff74uu+wyXXDBBZbSMmrUKF1//fVKSUlRdna2evXqpaysrGrrderUqdqyLVu2qG3bttXyzvd+qsmuXbtUUlKiBQsWhOymtXPnzhq3kZ6eXm08p6ZNm8bkHg2nbO/Tp4969uyppUuXavLkyZKOdetp0aKFtxyP5njT0tI0e/Zs3XTTTWrdurVOP/10/fSnP9UVV1zhDVrUJFiwIJDnfIUqj9566y3t379fZWVlOnjwYNCyJ9ryqKKiotpyz8x+sSyPano2Wik7PJ9Zne1LOjYrV8+ePbVkyRI1adJEbdq0CfmMl479CDBv3jzNnTtXGzdu1FtvvaXZs2frrrvuUm5urn7+85/7rW+1XAGAeCL4A8AxcnJylJubW20QY0neoEHgeDue1iozZ870jusQKPCFuF69ekHX87yge7a5cOHCoC/2ocYhiFRxcbE++eQTSdKXX36pqqqqqKZIT0tLq/Z9zzHNmTPHr/WKL09Lmcsuu0wDBw7UK6+8opUrV2rOnDmaPXu2Xn75Ze8vyw8//LCuuuoqrVixQitXrtT06dP1wAMP6KOPPqoWeIpUbecplObNm+vo0aMqLy+vteVJMuXm5qqyslI7d+70q8QcPnxYxcXFtU7LHK5u3bpZHnRWki666CKlpaXpyiuvVEVFhS677DLL3/Xcy/n5+TWul5+fr3bt2oUMqHbu3FmTJk3SggULdOutt1ref0327t0bNJAaaNy4cbrtttv04osvasaMGXrhhReUk5PjF9hp1aqV1q1bp7feektvvvmm3nzzTT399NO64oorgg5AHCgvL8/SOYl1IFD6sUyYNGlSyKDwSSedVOM2Qt2jsRBu2T5u3Djdd9992r17t7Kzs/Xqq69qwoQJ3vI62uOdMWOGRo4cqeXLl+utt97SnXfeqQceeEDvvvtujeP5NG/ePGYB63jKzc3Ve++9Vy2I4Wl1F+vyKBRPC7f8/HyNHj066DqecsW3xaYVEydO1Lx585Sdna1x48ZZes6mpKSoe/fu6t69u0aMGKFu3bpp8eLF1YI/VssVAIgngj8AHGXEiBF64okn9PHHH3sHmqyJ5+WvQYMGYVVsa9KlSxdJxyp2sdpmTaZNm6by8nI98MADuu222/Too4/6Ddjq4Wm94+ubb75Rx44da92H55gaN25s6Zhyc3M1depUTZ06VTt37tQpp5yi++67z69bQe/evdW7d2/dcccd3kFJ//rXv+ree+8Nus0OHTpow4YN1ZZ7ZmCx2qWoNj179pR0bBarmipzLVu2VGZmZsg0paamemeV69ChQ9CZxqzMPhaKJwj3ySef+A3u/cknn6iqqipkkC5RMjIyNHr0aC1atEjDhw9XixYtwvr+T3/6U/3f//2f1qxZ49fVz+P999/X5s2bvYMPh3LHHXdo0aJFmj17dlj7D+bo0aP64YcfdNFFF9W6bqdOnXTaaadp6dKluv766/Xyyy9r9OjR1VpLNWzYUCNHjtTIkSNVVVWlqVOnav78+brzzjujaolRmw4dOmjVqlXVgpzB7qdgLRJatmyp7OxsVVZWJqScC1e4Zfu4ceP0u9/9TsuWLVPr1q1VVlbmHZhbis3xdunSRTfddJNuuukmbdy4UX379tXDDz+sRYsWhfxOz549tXjxYpWWltbYMtJzvkKVRy1atFBWVpbS09OVnp4el/LoiSee0FdffeXXxdAz8H2iyqOzzjpLTZo00ZIlS3T77bcHDTA+99xzkqRLL700rG1PnDhRd911l7Zv3255MGdfnTt3VtOmTat1Qw2nXAGAeGLMHwCOcssttygzM1PXXHNNtVmspOqtPlq1aqXBgwdr/vz5QccFCTaFe22GDRumxo0b6/7779eRI0diss1QXnrpJS1dulSzZs3SrbfeqvHjx+uOO+7QN998U23d5cuX+41f9PHHH2vt2rWWxnno16+funTpooceeihotzrPMVVWVvpN1y4dy+O2bdt6uwSUlZXp6NGjfuv07t1bqampQbsNeFx44YX6+OOP/aYM3r9/vxYsWKCOHTtWG9MkUp7uWZ7WVKHUq1dP559/vlasWOHXomzHjh1asmSJBgwY4G2RMmzYMH344Ydat26dd709e/Zo8eLFEafz3HPPVbNmzTRv3jy/5fPmzVNmZmbQWWgSbebMmbr77rtDdrupyc0336yMjAz98pe/VHFxsd9ne/bs0XXXXafMzEzdfPPNNW6nS5cumjRpkubPn19t9q1wffnllzp06JDOPPNMS+uPGzdOH330kZ5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\n",
"text/plain": [
"<Figure size 1400x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(np.log10(ont_day0+1),np.log10(ms_day0+1),s=1,alpha=0.5)\n",
"plt.xlabel(\"Log10 TPM ONT\")\n",
"plt.ylabel(\"Log10 LFQ MS\")\n",
"plt.suptitle(\"Gene Expression (log10 TPM ONT) vs Protein Levels (log10 LFQ MS)\")\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"df_protein_coding = df[df[\"gene_name\"].isin(protein_coding)]"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"ont_day0_pc = df_protein_coding[\"meanday0\"]\n",
"ont_day3_pc = df_protein_coding[\"meanday3\"]\n",
"ont_day5_pc = df_protein_coding[\"meanday5\"]\n",
"ms_day0_pc = df_protein_coding.filter(like = \"intensity day0\").mean(axis = 1)\n",
"ms_day3_pc = df_protein_coding.filter(like = \"intensity day3\").mean(axis = 1)\n",
"ms_day5_pc = df_protein_coding.filter(like = \"intensity day5\").mean(axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 138,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1400x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(np.log10(ont_day0_pc+1),np.log10(ms_day0_pc+1),s=1,alpha=0.5)\n",
"plt.xlabel(\"Log10 TPM ONT\")\n",
"plt.ylabel(\"Log10 LFQ MS\")\n",
"plt.suptitle(\"Gene Expression (log10 TPM ONT) vs Protein Levels (log10 LFQ MS), Protein Coding Only\")\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = df_protein_coding[df_protein_coding.filter(like = \"intensity day0\").mean(axis = 1) > 0][\"meanday0\"] \n",
"b = df_protein_coding[df_protein_coding.filter(like = \"intensity day0\").mean(axis = 1) == 0][\"meanday0\"] \n",
"\n",
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.style.use('ggplot')\n",
"plt.hist([a,b], bins = 100, label = [\"> 0\",\" == 0\"])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = df_protein_coding[(df_protein_coding.filter(like = \"intensity day0\").mean(axis = 1) > 0)][\"meanday0\"]\n",
"a = a[a < 250]\n",
"b = df_protein_coding[df_protein_coding.filter(like = \"intensity day0\").mean(axis = 1) == 0][\"meanday0\"] \n",
"b = b[b < 250]\n",
"\n",
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.style.use('ggplot')\n",
"plt.hist([a,b], bins = 100, label = [\"> 0\",\" == 0\"])\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(np.log10(ont_day0+1),np.log10(ms_day0+1),s=1,alpha=0.5)\n",
"plt.xlabel(\"Log10 TPM ONT\")\n",
"plt.ylabel(\"Log10 LFQ MS\")\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(np.log10(ont_day3+1),np.log10(ms_day3+1),s=1,alpha=0.5)\n",
"plt.xlabel(\"Log10 TPM ONT\")\n",
"plt.ylabel(\"Log10 LFQ MS\")\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(np.log10(ont_day3+1),np.log10(ms_day3+1),s=1,alpha=0.5)\n",
"plt.xlabel(\"Log10 TPM ONT\")\n",
"plt.ylabel(\"Log10 LFQ MS\")\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"ms_day3[ms_day3 == 0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(ont_day5,ms_day5)\n",
"plt.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig, ax = plt.subplots(figsize=(14,10))\n",
"plt.scatter(ont_day0,ms_day0)\n",
"ax.set(xlim=(0,200),ylim=(0,10000000))\n",
"plt.plot()"
]
}
],
"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": "3.7.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}