Skip to content

Instantly share code, notes, and snippets.

@mgalardini
Last active May 19, 2020 21:53
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save mgalardini/d33f369932df374316ec to your computer and use it in GitHub Desktop.
Save mgalardini/d33f369932df374316ec to your computer and use it in GitHub Desktop.
PM data analysis tutorial using Biopython
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Phenotype Microarray data analysis using BioPython\n",
"===================\n",
"\n",
"A new module (Bio.phenotype) has been introduced into the [latest version of Biopython (1.67)](https://news.open-bio.org/2016/06/08/biopython-1-67-released/).\n",
"The module allows reading/writing [Phenotype Microarray (PM)](https://en.wikipedia.org/wiki/Phenotype_microarray) files and basic analysis on the phenotypic data.\n",
"\n",
"This tutorial shows how to use the module to access some PM data and how to draw some simple plots.\n",
"The module use is similar to other Biopython modules, so it's relatively easy to learn its use.\n",
"\n",
"Data from a [publicly available *Sinorhizobium meliloti* study](https://github.com/combogenomics/ductape_data/tree/master/smeliloti/phenome) will be used"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Install biopython\n",
"-----------------\n",
"\n",
"Skip this step if you already have BioPython 1.67 (or later) installed already. SciPy is also needed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# try:\n",
"# from Bio import phenotype\n",
"# except ImportError:\n",
"# !pip install biopython --upgrade"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# # Scipy is needed to!\n",
"# try:\n",
"# import scipy\n",
"# except ImportError:\n",
"# !pip install scipy --upgrade"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Parsing\n",
"--------\n",
"\n",
"Two different formats are supported:\n",
"\n",
"* CSV (the [machine vendor](http://www.biolog.com/) format)\n",
"* JSON (compatible with [opm](http://www.goeker.org/opm/) and [DuctApe](http://combogenomics.github.io/DuctApe/))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/Bio/phenotype/__init__.py:101: BiopythonExperimentalWarning: Bio.phenotype is an experimental submodule which may undergo significant changes prior to its future official release.\n",
" BiopythonExperimentalWarning)\n"
]
}
],
"source": [
"from Bio import phenotype"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"wget: /home/mgalactus/.netrc:4: unknown token \"method\"\n",
"wget: /home/mgalactus/.netrc:4: unknown token \"interactive\"\n"
]
}
],
"source": [
"# Download S. meliloti PM data\n",
"!wget -O Rm1021.csv --quiet https://raw.githubusercontent.com/combogenomics/ductape_data/master/smeliloti/phenome/Rm1021.csv"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Plate\tNumber of wells\n",
"PM01\t96\n",
"PM02\t96\n",
"PM03\t96\n",
"PM04\t96\n",
"PM05\t96\n",
"PM06\t96\n",
"PM07\t96\n",
"PM08\t96\n",
"PM09\t96\n",
"PM10\t96\n",
"PM11\t96\n",
"PM12\t96\n",
"PM13\t96\n",
"PM14\t96\n",
"PM15\t96\n",
"PM16\t96\n",
"PM17\t96\n",
"PM18\t96\n",
"PM19\t96\n",
"PM20\t96\n"
]
}
],
"source": [
"# Parse data, check which plates are there\n",
"print('Plate\\tNumber of wells')\n",
"for plate in phenotype.parse(\"Rm1021.csv\", \"pm-csv\"):\n",
" print('%s\\t%d'%(plate.id, len(plate)))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Use only plate PM01\n",
"plate = next(phenotype.parse(\"Rm1021.csv\", \"pm-csv\"))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Plate\tWell\tTime points\n",
"PM01\tA01\t284\n",
"PM01\tA02\t284\n",
"PM01\tA03\t284\n",
"PM01\tA04\t284\n",
"PM01\tA05\t284\n",
"PM01\tA06\t284\n",
"PM01\tA07\t284\n",
"PM01\tA08\t284\n",
"PM01\tA09\t284\n",
"PM01\tA10\t284\n",
"PM01\tA11\t284\n",
"PM01\tA12\t284\n",
"PM01\tB01\t284\n",
"PM01\tB02\t284\n",
"PM01\tB03\t284\n",
"PM01\tB04\t284\n",
"PM01\tB05\t284\n",
"PM01\tB06\t284\n",
"PM01\tB07\t284\n",
"PM01\tB08\t284\n",
"PM01\tB09\t284\n",
"PM01\tB10\t284\n",
"PM01\tB11\t284\n",
"PM01\tB12\t284\n",
"PM01\tC01\t284\n",
"PM01\tC02\t284\n",
"PM01\tC03\t284\n",
"PM01\tC04\t284\n",
"PM01\tC05\t284\n",
"PM01\tC06\t284\n",
"PM01\tC07\t284\n",
"PM01\tC08\t284\n",
"PM01\tC09\t284\n",
"PM01\tC10\t284\n",
"PM01\tC11\t284\n",
"PM01\tC12\t284\n",
"PM01\tD01\t284\n",
"PM01\tD02\t284\n",
"PM01\tD03\t284\n",
"PM01\tD04\t284\n",
"PM01\tD05\t284\n",
"PM01\tD06\t284\n",
"PM01\tD07\t284\n",
"PM01\tD08\t284\n",
"PM01\tD09\t284\n",
"PM01\tD10\t284\n",
"PM01\tD11\t284\n",
"PM01\tD12\t284\n",
"PM01\tE01\t284\n",
"PM01\tE02\t284\n",
"PM01\tE03\t284\n",
"PM01\tE04\t284\n",
"PM01\tE05\t284\n",
"PM01\tE06\t284\n",
"PM01\tE07\t284\n",
"PM01\tE08\t284\n",
"PM01\tE09\t284\n",
"PM01\tE10\t284\n",
"PM01\tE11\t284\n",
"PM01\tE12\t284\n",
"PM01\tF01\t284\n",
"PM01\tF02\t284\n",
"PM01\tF03\t284\n",
"PM01\tF04\t284\n",
"PM01\tF05\t284\n",
"PM01\tF06\t284\n",
"PM01\tF07\t284\n",
"PM01\tF08\t284\n",
"PM01\tF09\t284\n",
"PM01\tF10\t284\n",
"PM01\tF11\t284\n",
"PM01\tF12\t284\n",
"PM01\tG01\t284\n",
"PM01\tG02\t284\n",
"PM01\tG03\t284\n",
"PM01\tG04\t284\n",
"PM01\tG05\t284\n",
"PM01\tG06\t284\n",
"PM01\tG07\t284\n",
"PM01\tG08\t284\n",
"PM01\tG09\t284\n",
"PM01\tG10\t284\n",
"PM01\tG11\t284\n",
"PM01\tG12\t284\n",
"PM01\tH01\t284\n",
"PM01\tH02\t284\n",
"PM01\tH03\t284\n",
"PM01\tH04\t284\n",
"PM01\tH05\t284\n",
"PM01\tH06\t284\n",
"PM01\tH07\t284\n",
"PM01\tH08\t284\n",
"PM01\tH09\t284\n",
"PM01\tH10\t284\n",
"PM01\tH11\t284\n",
"PM01\tH12\t284\n"
]
}
],
"source": [
"# Check which wells are there\n",
"print('Plate\\tWell\\tTime points')\n",
"for well in plate:\n",
" print('%s\\t%s\\t%d'%(plate.id, well.id, len(well)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Access single wells\n",
"----------------------\n",
"\n",
"There are several ways to access a single or a series of wells from a PM plate:\n",
"\n",
"* By well name (e.g. 'A01')\n",
"* By row or column\n",
"* A combination of both\n",
"* By plate coordinates"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"WellRecord('(0.0, 22.0), (0.25, 19.0), (0.5, 15.0), (0.75, 16.0), (1.0, 16.0), ..., (70.75, 301.0)')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Explore the different ways a well or series of well can be accessed\n",
"# 1. by well id\n",
"plate['A02']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"PlateRecord('WellRecord['A01'], WellRecord['A02'], WellRecord['A03'], ..., WellRecord['A12']')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 2. by row (here row 'A' is returned)\n",
"plate[0]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"PlateRecord('WellRecord['A01'], WellRecord['B01'], WellRecord['C01'], ..., WellRecord['H01']')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 3. by column (here column '01' is returned)\n",
"plate[:, 0]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"PlateRecord('WellRecord['A01'], WellRecord['A02'], WellRecord['A03'], ..., WellRecord['C03']')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 4. row-column selection can be combined\n",
"# here rows 'A' to 'C' and columns '01' to '03' are selected\n",
"plate[:3, :3]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"'A02'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 5. single wells can be selected with the same indexing method\n",
"# here well 'A02' is selected\n",
"plate[0, 1].id"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Access the raw data\n",
"-----------------------\n",
"\n",
"The raw signals belonging to a well can be accessed in several ways.\n",
"Custom time frames can be used: time points not originally recorded will be inferred using a linear interpolation."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(68.5, 301.0),\n",
" (68.75, 299.0),\n",
" (69.0, 302.0),\n",
" (69.25, 298.0),\n",
" (69.5, 298.0),\n",
" (69.75, 302.0),\n",
" (70.0, 301.0),\n",
" (70.25, 300.0),\n",
" (70.5, 301.0),\n",
" (70.75, 301.0)]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's have a look at the single wells\n",
"well = plate['A02']\n",
"# Get all the raw recorded signals\n",
"# (last 10 time points are shown here)\n",
"well.get_raw()[-10:]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"[259.0,\n",
" 266.0,\n",
" 265.0,\n",
" 269.0,\n",
" 274.0,\n",
" 276.0,\n",
" 276.0,\n",
" 280.0,\n",
" 280.0,\n",
" 284.0,\n",
" 287.0,\n",
" 287.0,\n",
" 292.0,\n",
" 293.0,\n",
" 295.0,\n",
" 292.0,\n",
" 297.0,\n",
" 299.0,\n",
" 299.0,\n",
" 302.0,\n",
" 301.0]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Access signals from time point 50\n",
"# until the last time point\n",
"well[50:]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"[259.0,\n",
" 259.0,\n",
" 259.0,\n",
" 259.0,\n",
" 259.65599999999995,\n",
" 260.31999999999994,\n",
" 260.9839999999999,\n",
" 260.67600000000004,\n",
" 260.34400000000005,\n",
" 260.01200000000006,\n",
" 261.9199999999996,\n",
" 263.9119999999996,\n",
" 265.90399999999954]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# A different time interval than the one\n",
"# recorded in the experiment can be set\n",
"# signals will be derived through\n",
"# a linear interpolation\n",
"\n",
"# Here we ask for 5-minutes interval\n",
"# between time point 50 and 51\n",
"well[50:51:0.083]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Subtract control wells\n",
"---------------------------\n",
"\n",
"For plates that have a control well (e.g. plate PM01), it is possible to subtract the control well from all other wells, returning a new plate object. Assign the returned `PlateRecord` object to a new variable in case you want to use it."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"PlateRecord('WellRecord['A01'], WellRecord['A02'], WellRecord['A03'], ..., WellRecord['H12']')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Other operations with plates\n",
"# zero-subtraction\n",
"plate.subtract_control(control='A01')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Parameters extraction\n",
"--------------------------\n",
"\n",
"If growth has been recorded in a particular well, a sigmoid curve can be fitted on top of the raw data,\n",
"and a series of parameters can then be extracted.\n",
"The fitting procedure is similar to the one used in [DuctApe](http://combogenomics.github.io/DuctApe/)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Function fitted: gompertz\n",
"\n",
"Parameter\tValue\n",
"area\t11037.12\n",
"average_height\t156.02\n",
"lag\t18.23\n",
"max\t302.00\n",
"min\t12.00\n",
"plateau\t299.30\n",
"slope\t8.84\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mgalactus/.local/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n",
" category=OptimizeWarning)\n"
]
}
],
"source": [
"# Other operations on wells\n",
"# logistic curves fit\n",
"well.fit()\n",
"print('Function fitted: %s'%well.model)\n",
"print('')\n",
"print('Parameter\\tValue')\n",
"for param in ['area', 'average_height',\n",
" 'lag', 'max',\n",
" 'min', 'plateau',\n",
" 'slope']:\n",
" print('%s\\t%.2f'%(param, getattr(well, param)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Writing\n",
"---------\n",
"\n",
"The module can save one or multiple plates in JSON format compatible with [opm](http://www.goeker.org/opm/) and [DuctApe](http://combogenomics.github.io/DuctApe/)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Write the plate as JSON\n",
"# compatible with OPM\n",
"phenotype.write(plate, 'Rm1021.json', 'pm-json')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extra: plotting and clustering\n",
"========\n",
"\n",
"A series of examples on how to plot PM data will be shown below.\n",
"\n",
"The seaborn and matplotlib libraries are needed for plotting; numpy and pandas are needed to arrange the data, scikit learn is needed for preprocessing and clustering."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Plotting imports\n",
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.set_style('white')\n",
"\n",
"plt.rc('font', size=15)\n",
"plt.rc('xtick', labelsize=15)\n",
"plt.rc('ytick', labelsize=15)\n",
"plt.rc('axes', labelsize=16, titlesize=16)\n",
"plt.rc('legend', fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Other imports for the example\n",
"import numpy as np\n",
"from Bio.phenotype.pm_fitting import gompertz\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Single well data\n",
"-------------------"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 504x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7, 7))\n",
"\n",
"# Raw data\n",
"plt.plot(well.get_times(),\n",
" well.get_signals(),\n",
" 'r.',\n",
" alpha=0.6,\n",
" label='Raw signals')\n",
"\n",
"five_minutes = np.arange(0, max(well.get_times()), 0.083)\n",
"\n",
"# Linear interpolation at 5 minutes resolution\n",
"plt.plot(five_minutes,\n",
" well[::0.083],\n",
" 'b-',\n",
" lw=3,\n",
" alpha=0.6,\n",
" label='Linear interpolation')\n",
"\n",
"# Curve fit\n",
"# using the 5-minutes resolution\n",
"plt.plot(five_minutes,\n",
" gompertz(five_minutes,\n",
" well.plateau,\n",
" well.slope,\n",
" well.lag,\n",
" well.v,\n",
" well.y0),\n",
" 'g-',\n",
" lw=3,\n",
" alpha=0.6,\n",
" label='Sigmoid fit (gompertz)')\n",
"\n",
"# Plot curve parameters\n",
"plt.vlines(well.lag, 0, 350,\n",
" linestyles='dashed')\n",
"plt.text(well.lag - 7, 100,\n",
" 'Lag')\n",
"plt.hlines(well.min, 0, 80,\n",
" linestyles='dashed')\n",
"plt.text(70, well.min + 5,\n",
" 'Minimum')\n",
"plt.hlines(well.max, 0, 80,\n",
" linestyles='dashed')\n",
"plt.text(70, well.max + 5,\n",
" 'Maximum')\n",
"time = np.arange(well.lag, 50)\n",
"plt.plot(time,\n",
" time*well.slope - well.slope*well.lag + well[well.lag],\n",
" 'y-',\n",
" label='Slope')\n",
"\n",
"plt.xlabel('Time (hours)')\n",
"plt.ylabel('Signal')\n",
"\n",
"plt.legend(loc=(0.53, 0.3))\n",
"\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Curve parameters and clustering\n",
"---------------------------\n",
"\n",
"The area under the curve will be used as a general proxy about metabolic activity in each well; for this purpose, the `.fit()` function of each `WellRecord` object will be used \n",
"\n",
"**Note:** if no sigmoid function can be fitted to the well, a `RuntimeError` is returned. The area under the curve, average height, min and max values are computed even when the fitting fails"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/mgalactus/.local/lib/python3.7/site-packages/scipy/optimize/minpack.py:808: OptimizeWarning: Covariance of the parameters could not be estimated\n",
" category=OptimizeWarning)\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:37: RuntimeWarning: overflow encountered in exp\n",
" y = (A / (1 + np.exp((((4 * u) / A) * (d - x)) + 2))) + y0\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:46: RuntimeWarning: overflow encountered in exp\n",
" y = (A * np.exp(-np.exp((((u * np.e) / A) * (d - x)) + 1))) + y0\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:56: RuntimeWarning: invalid value encountered in power\n",
" (1 + v) * (1 + (1 / v)) * (d - x)))), -(1 / v))) + y0\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:56: RuntimeWarning: overflow encountered in exp\n",
" (1 + v) * (1 + (1 / v)) * (d - x)))), -(1 / v))) + y0\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:56: RuntimeWarning: overflow encountered in power\n",
" (1 + v) * (1 + (1 / v)) * (d - x)))), -(1 / v))) + y0\n",
"/usr/lib/python3/dist-packages/Bio/phenotype/pm_fitting.py:56: RuntimeWarning: overflow encountered in multiply\n",
" (1 + v) * (1 + (1 / v)) * (d - x)))), -(1 / v))) + y0\n"
]
}
],
"source": [
"params = []\n",
"for plate in phenotype.parse(\"Rm1021.csv\", \"pm-csv\"):\n",
" for well in plate:\n",
" try:\n",
" well.fit()\n",
" except RuntimeError:\n",
" pass\n",
" params.append((plate.id,\n",
" well.id,\n",
" well.model,\n",
" well.area,\n",
" well.average_height,\n",
" well.slope,\n",
" well.lag,\n",
" well.min,\n",
" well.max,\n",
" well.plateau))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"params = pd.DataFrame(params)\n",
"params.columns = ['plate', 'well',\n",
" 'model',\n",
" 'area', 'avg. height',\n",
" 'slope', 'lag',\n",
" 'min', 'max',\n",
" 'plateau']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Area under the curve plot**"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x3600 with 40 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5*len(set(params.plate))/2))\n",
"\n",
"vmax = params.area.max()\n",
"\n",
"for plateid, i in zip(sorted(set(params.plate)),\n",
" range(1, len(set(params.plate))+1)):\n",
" plt.subplot(len(set(params.plate))/2, 2, i)\n",
"\n",
" sns.heatmap(params[params.plate == plateid]['area'].values.reshape(8, 12),\n",
" vmin=0,\n",
" vmax=vmax,\n",
" cmap=plt.get_cmap('Blues'),\n",
" xticklabels=[str(x) for x in range(1, 13)],\n",
" yticklabels=[x for x in 'ABCDEFGH'])\n",
" \n",
" plt.title(plateid)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Simple growth plot**\n",
"\n",
"A threshold on the area under the curve can be used to call activity/no activity, even though that would probably be questionable."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"threshold = 8000\n",
"params['growth'] = params.area > threshold"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x3600 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5*len(set(params.plate))/2))\n",
"\n",
"for plateid, i in zip(sorted(set(params.plate)),\n",
" range(1, len(set(params.plate))+1)):\n",
" plt.subplot(len(set(params.plate))/2, 2, i)\n",
"\n",
" sns.heatmap(params[params.plate == plateid]['growth'].values.reshape(8, 12),\n",
" vmin=0,\n",
" vmax=1,\n",
" cmap=plt.get_cmap('Greens'),\n",
" xticklabels=[str(x) for x in range(1, 13)],\n",
" yticklabels=[x for x in 'ABCDEFGH'],\n",
" cbar=False)\n",
" \n",
" plt.title(plateid)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Parameters correlations**\n",
"\n",
"Here each growth parameter is correlated with each other, to show that some are indeed related and some are not.\n",
"\n",
"The curve fitting process is known to glitch, producing non-meaningful parameters; those wells are filtered out prior to the correlation plot. Namely:\n",
"\n",
"* Lag time should happen after the experiment starts and before its end\n",
"* The curve slope should be positive\n",
"* The plateau time should happen after the start of the experiment\n",
"\n",
"The parameters are also standardized to be directly comparable."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"from sklearn import preprocessing"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"params = params[(params.lag > 0) &\n",
" (params.lag < well.get_times()[-1]) &\n",
" (params.slope > 0) &\n",
" (params.plateau > 0)].dropna()\n",
"standardized = preprocessing.scale(params[params.columns[3:-1]])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"standardized = pd.DataFrame(standardized)\n",
"standardized.columns = params.columns[3:-1]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x1008 with 56 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pairplot = sns.pairplot(data=standardized,\n",
" plot_kws=dict(alpha=0.66),\n",
" diag_kws=dict(shade=True),\n",
" diag_kind='kde',\n",
" height=2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Clustering**\n",
"\n",
"A subset of parameters can be used to perform a clustering of each well. Such clustering could be then used as a proxy for activity/no activity."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"kmeans = KMeans(n_clusters=3).fit(standardized[['area', 'slope', 'lag', 'plateau']])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [],
"source": [
"standardized['cluster'] = kmeans.labels_\n",
"params['cluster'] = kmeans.labels_"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 638.375x576 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pairplot = sns.pairplot(data=standardized,\n",
" vars=['area', 'slope', 'lag', 'plateau'],\n",
" plot_kws=dict(alpha=0.66),\n",
" diag_kws=dict(shade=True),\n",
" diag_kind='kde',\n",
" hue='cluster',\n",
" height=2);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Plotting the single wells divided by clusters**"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
}
},
"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