Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save Vini2/05683122ad13ceb958d2915a44f0b590 to your computer and use it in GitHub Desktop.
Save Vini2/05683122ad13ceb958d2915a44f0b590 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Composition-based Clustering of Metagenomic Sequences\n",
"## Comparison of Trinucleotide Composition of Pseudomonas aeruginosa and Staphylococcus aureus"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 2880x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"plt.rcParams.update({'font.size': 46})\n",
"plt.figure(figsize=(40,15))\n",
"\n",
"trimers = [\"AAA\", \"AAC\" ,\"AAG\" ,\"AAT\" ,\"ACA\" ,\"ACC\" ,\"ACG\" ,\"ACT\" ,\"AGA\" ,\"AGC\" ,\"AGG\" ,\"ATA\" ,\"ATC\",\"ATG\",\"CAA\",\"CAC\",\"CAG\",\"CCA\",\"CCC\",\"CCG\",\"CGA\",\"CGC\",\"CTA\",\"CTC\",\"GAA\",\"GAC\",\"GCA\",\"GCC\",\"GGA\",\"GTA\",\"TAA\",\"TCA\"]\n",
"\n",
"\n",
"\n",
"pa = [float (x) for x in \"0.009579 0.021597 0.008369 0.022125 0.015317 0.037453 0.013709 0.029916 0.006426 0.029061 0.023104 0.016163 0.043807 0.039568 0.019689 0.027561 0.052435 0.042663 0.033545 0.069639 0.008651 0.030037 0.054300 0.086423 0.002814 0.013115 0.021408 0.030937 0.029588 0.043401 0.034122 0.083481\".split()]\n",
"sa = [float (x) for x in \"0.087560 0.038279 0.081014 0.038288 0.037935 0.020233 0.029078 0.017598 0.062672 0.038009 0.043525 0.030482 0.021391 0.015259 0.047506 0.019722 0.019524 0.022611 0.006455 0.006689 0.026641 0.011757 0.016221 0.010577 0.070444 0.031350 0.043519 0.014667 0.039631 0.026212 0.015493 0.009658\".split()]\n",
"\n",
"plt.plot(trimers, pa, linewidth=5.0, color=\"blue\")\n",
"plt.plot(trimers, sa, linewidth=5.0, color=\"red\")\n",
"\n",
"plt.ylabel('Normalised frequency', fontsize=46)\n",
"plt.ylim(0, 0.1)\n",
"plt.yticks(np.arange(0, 0.1, 0.01))\n",
"\n",
"plt.xticks(rotation=60)\n",
"plt.xlabel('Trinucleotides', fontsize=46)\n",
"plt.title('Comparison of Trinucleotide Composition')\n",
"plt.gca().legend((\"Pseudomonas aeruginosa\", \"Staphylococcus aureus\"))\n",
"\n",
"plt.grid(True)\n",
"plt.savefig('trimers_comp_pa_sa.png', format=\"png\", bbox_inches='tight')\n",
"plt.show()\n",
"plt.draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2D plots of reads from Pseudomonas aeruginosa and Staphylococcus aureus"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"np.random.seed(10)\n",
"\n",
"plt.rcParams.update({'font.size': 16})\n",
"\n",
"profiles = []\n",
"\n",
"with open(\"reads.txt\") as file:\n",
" for line in file.readlines():\n",
" f_list = [float(i) for i in line.split(\" \") if i.strip()]\n",
" profiles.append(f_list)\n",
"\n",
"label_vec = [\"Pseudomonas aeruginosa\"]*100\n",
"label_vec = label_vec + [\"Staphylococcus aureus\"]*100\n",
"\n",
"\n",
"DATA=np.array(profiles)\n",
"\n",
"pca = PCA(n_components=2)\n",
"embedded = pca.fit_transform(DATA)\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(embedded[:,0], embedded[:,1], hue=label_vec, alpha=1, s=100, palette=['blue','red']).plot() \n",
"plt.savefig('pca_pa_sa.png', format=\"png\", dpi = 300, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"embedded = TSNE(n_components=2, init='pca').fit_transform(DATA)\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(embedded[:,0], embedded[:,1], hue=label_vec, alpha=1, s=100, palette=['blue','red']).plot() \n",
"plt.savefig('tsne_pa_sa.png', format=\"png\", dpi = 300, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparison of Trinucleotide Composition of Pseudomonas aeruginosa, Staphylococcus aureus and Escherichia coli\n",
"## 2D plots of reads from Pseudomonas aeruginosa, Staphylococcus aureus and Escherichia coli"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"np.random.seed(10)\n",
"\n",
"plt.rcParams.update({'font.size': 16})\n",
"\n",
"profiles = []\n",
"\n",
"with open(\"reads1.txt\") as file:\n",
" for line in file.readlines():\n",
" f_list = [float(i) for i in line.split(\" \") if i.strip()]\n",
" profiles.append(f_list)\n",
"\n",
"label_vec = [\"Pseudomonas aeruginosa\"]*100\n",
"label_vec = label_vec + [\"Staphylococcus aureus\"]*100\n",
"label_vec = label_vec + [\"Escherichia coli\"]*100\n",
"\n",
"\n",
"DATA=np.array(profiles)\n",
"\n",
"pca = PCA(n_components=2)\n",
"embedded = pca.fit_transform(DATA)\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(embedded[:,0], embedded[:,1], hue=label_vec, alpha=1, s=100, palette=['blue','red', 'green']).plot() \n",
"plt.savefig('pca_pa_sa_ec.png', format=\"png\", dpi = 300, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"embedded = TSNE(n_components=2, init='pca').fit_transform(DATA)\n",
"\n",
"fig = plt.figure(figsize=(10, 5))\n",
"sns.scatterplot(embedded[:,0], embedded[:,1], hue=label_vec, alpha=1, s=100, palette=['blue','red','green']).plot() \n",
"plt.savefig('tsne_pa_sa_ec.png', format=\"png\", dpi = 300, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparison of Trinucleotide Composition of Enterococcus faecalis and Listeria monocytogenes"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 2880x1080 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"plt.rcParams.update({'font.size': 46})\n",
"\n",
"plt.figure(figsize=(40,15))\n",
"\n",
"ef = [float (x) for x in \"0.094367 0.040847 0.067338 0.042763 0.033330 0.021160 0.026656 0.021306 0.038151 0.033327 0.033894 0.032449 0.026627 0.018574 0.050482 0.020113 0.023762 0.029966 0.011287 0.012735 0.023859 0.013922 0.019916 0.016143 0.052749 0.023647 0.038527 0.021918 0.047717 0.026427 0.017845 0.018197\".split()]\n",
"lm = [float (x) for x in \"0.091234 0.037984 0.064924 0.042494 0.030977 0.020371 0.029462 0.020621 0.043127 0.034418 0.034461 0.031945 0.028256 0.015783 0.045162 0.020116 0.022436 0.029016 0.010894 0.015946 0.025017 0.015499 0.023358 0.020374 0.051796 0.027389 0.034167 0.024832 0.048443 0.028015 0.015942 0.015541\".split()]\n",
"\n",
"plt.plot(trimers, ef, linewidth=5.0, color=\"orange\")\n",
"plt.plot(trimers, lm, linewidth=5.0, color=\"purple\")\n",
"\n",
"plt.ylabel('Normalised frequency', fontsize=46)\n",
"plt.ylim(0, 0.1)\n",
"plt.yticks(np.arange(0, 0.1, 0.01))\n",
"\n",
"plt.xticks(rotation=60)\n",
"plt.xlabel('Trinucleotides', fontsize=46)\n",
"plt.title('Comparison of Trinucleotide Composition')\n",
"plt.gca().legend((\"Enterococcus faecalis\", \"Listeria monocytogenes\"))\n",
"\n",
"plt.grid(True)\n",
"plt.savefig('trimers_comp_ef_lm.png', format=\"png\", bbox_inches='tight')\n",
"plt.show()\n",
"plt.draw()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2D plots of reads from Enterococcus faecalis and Listeria monocytogenes"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment