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@tanghaibao
Last active January 29, 2016 19:43
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Draw genetic map from text file"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tutorial shows how to draw simple genetic maps using ``matplotlib``. Data from Chenyong."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Rectangle"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First step is to read some data, last column is ignored."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0.0, 'S8770-m953(3)'), (3.037, 'S8770-m954(10)'), (4.037, 'S8971-m1086'), (9.127, 'S8770-m952(2)'), (12.093, 'S8169-m653'), (15.348, 'S8619-m840(10)'), (20.171, 'S7904-m483(207)'), (22.275, 'S9096-m1156(9)'), (26.537, 'S7681-m74(133)'), (26.914, 'S7681-m78(127)'), (28.994, 'S7681-m73(12)'), (30.404, 'S7681-m72(90)'), (33.362, 'S8788-m963(67)'), (33.419, 'S9133-m1176'), (34.092, 'S8788-m962(17)'), (34.299, 'S8788-m964(602)'), (34.702, 'S8788-m965(233)'), (35.188, 'S7909-m499(6)'), (35.428, 'S7909-m497(8)'), (35.446, 'S7908-m487(3)'), (35.839, 'S7908-m489(19)'), (36.477, 'S7908-m492'), (39.651, 'S9133-m1177'), (41.161, 'S7633-m12(7)'), (46.412, 'S7769-m273(34)'), (47.745, 'S7897-m480(11)')]\n"
]
}
],
"source": [
"data = \"\"\"S8770-m953(3) 0.000 ; 953\n",
"S8770-m954(10) 3.037 ; 954\n",
"S8971-m1086 4.037 ; 1086\n",
"S8770-m952(2) 9.127 ; 952\n",
"S8169-m653 12.093 ; 653\n",
"S8619-m840(10) 15.348 ; 840\n",
"S7904-m483(207) 20.171 ; 483\n",
"S9096-m1156(9) 22.275 ; 1156\n",
"S7681-m74(133) 26.537 ; 74\n",
"S7681-m78(127) 26.914 ; 78\n",
"S7681-m73(12) 28.994 ; 73\n",
"S7681-m72(90) 30.404 ; 72\n",
"S8788-m963(67) 33.362 ; 963\n",
"S9133-m1176 33.419 ; 1176\n",
"S8788-m962(17) 34.092 ; 962\n",
"S8788-m964(602) 34.299 ; 964\n",
"S8788-m965(233) 34.702 ; 965\n",
"S7909-m499(6) 35.188 ; 499\n",
"S7909-m497(8) 35.428 ; 497\n",
"S7908-m487(3) 35.446 ; 487\n",
"S7908-m489(19) 35.839 ; 489\n",
"S7908-m492 36.477 ; 492\n",
"S9133-m1177 39.651 ; 1177\n",
"S7633-m12(7) 41.161 ; 12\n",
"S7769-m273(34) 46.412 ; 273\n",
"S7897-m480(11) 47.745 ; 480\n",
"\"\"\"\n",
"data = [x.split()[:2] for x in data.splitlines()]\n",
"data = sorted([(float(y), x) for x, y in data])\n",
"print data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we are ready to draw the map. We have several components:\n",
" * chromosome, drawn as rectangle\n",
" * marker labels on the side\n",
" * connecting lines"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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3x9dBq74W7+Vs2b7OuM7Z34D1AmF6qfIiMvdSBk1EKhIIbxNXozds6ZZuz9wi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\ngOcCIV/mp5S+QAc84E7jcbwbfDLwN2B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Bt9v0TigQfkTComdGzbAWJVYtOAEY0EKG0IHA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\nIiIiIiIiIiIiIiIiIiIiIiJSsv8H7JmoFB7hZusAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ae83290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(1, (8, 8))\n",
"ax = fig.add_axes([0, 0, 1, 1])\n",
"\n",
"# Chromosome rectangle\n",
"chr_thickness = .015 # thickness of chromosome\n",
"pad = .1 # distance of chromosome to figure margins\n",
"center = .5 # where to draw the chromsome\n",
"chr_size = 1 - 2 * pad\n",
"ax.add_patch(Rectangle([center - chr_thickness, pad], 2 * chr_thickness, chr_size, fc=\"w\", ec=\"b\"))\n",
"\n",
"# Marker ticks on chromosomes\n",
"max_dist = max(x[0] for x in data)\n",
"dist_per_cm = chr_size / max_dist\n",
"marker_pos = {}\n",
"for cm, marker in data:\n",
" yy = 1 - pad - dist_per_cm * cm\n",
" ax.plot([center - chr_thickness, center + chr_thickness], [yy, yy], \"b-\")\n",
" marker_pos[marker] = yy\n",
" \n",
"# Marker labels along chromosomes\n",
"marker_spread = .9\n",
"d = .1\n",
"tick = .01\n",
"yy = ystart = .5 + marker_spread / 2\n",
"yinterval = marker_spread / (len(data) - 1)\n",
"for cm, marker in data:\n",
" ax.text(center - d, yy, \"{0:.1f}\".format(cm), ha=\"right\", va=\"center\")\n",
" ax.text(center + d, yy, marker, va=\"center\")\n",
" # Connecting lines between label and cm\n",
" ax.plot([center - d, center - d + tick, center - chr_thickness], [yy, yy, marker_pos[marker]], \"m-\")\n",
" ax.plot([center + d, center + d - tick, center + chr_thickness], [yy, yy, marker_pos[marker]], \"m-\")\n",
" yy -= yinterval\n",
"\n",
"ax.set_xlim(0, 1)\n",
"ax.set_ylim(0, 1)\n",
"ax.set_axis_off()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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