{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": [
"# Peptide level intensity normalization across experiments\n",
"In this tutorial, we start with a simulated table of peptides, quantified across a set of experiments. \n",
"We will add some extra noise and then perform normalization to correct for that noise."
],
"id": "34c5c5606d22751d"
},
{
"cell_type": "code",
"id": "initial_id",
"metadata": {
"collapsed": true,
"ExecuteTime": {
"end_time": "2024-11-19T19:44:55.746967Z",
"start_time": "2024-11-19T19:44:55.744014Z"
}
},
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from omicspylib.plots import plot_density\n",
"\n",
"from omicspylib.datasets.peptides import PeptidesDataset\n",
"\n",
"from omicspylib import __version__\n",
"\n",
"print(f'omicspylib version: {__version__}')"
],
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"omicspylib version: 0.0.7\n"
]
}
],
"execution_count": 54
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The simulated dataset is loaded as a Pandas data frame. Peptide identifiers are under `peptide_id` column, protein identifiers under `protein_id` column and columns `cX_repY` represent measured peptides intensities/quantitative values.",
"id": "47ec65d39e2feb2b"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-11-19T19:44:55.826129Z",
"start_time": "2024-11-19T19:44:55.813392Z"
}
},
"cell_type": "code",
"source": [
"data_df = pd.read_csv('data/peptides_dataset.tsv', sep='\\t')\n",
"data_df.head(2)"
],
"id": "c6ec9f15cd9997d8",
"outputs": [
{
"data": {
"text/plain": [
" peptide_id protein_id c1_rep1 c1_rep2 c1_rep3 c1_rep4 \\\n",
"0 pept147 prot0 1740.912460 0.0 1393.260017 4685.874636 \n",
"1 pept424 prot0 3668.876134 0.0 0.000000 303.011791 \n",
"\n",
" c1_rep5 c2_rep1 c2_rep2 c2_rep3 c2_rep4 \\\n",
"0 513.393605 502.109101 949.462139 0.000000 3006.548317 \n",
"1 1314.382432 404.828763 3723.604607 11838.405382 7586.141805 \n",
"\n",
" c2_rep5 c3_rep1 c3_rep2 c3_rep3 c3_rep4 \\\n",
"0 671.891115 4123.628101 11583.385623 3114.882410 2812.034141 \n",
"1 0.000000 336.363330 0.000000 200.425728 3891.630707 \n",
"\n",
" c3_rep5 \n",
"0 2195.550530 \n",
"1 1395.146624 "
],
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"metadata": {},
"output_type": "execute_result"
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],
"execution_count": 55
},
{
"metadata": {},
"cell_type": "markdown",
"source": "We will shift the measurements by a fixed value to make the effect of normalization more visible. First we transform the values to approximate normal distribution and then shift by a fixed value. Then we apply a mask to set to 0.0 cases with 0.0 initial value.",
"id": "d932aee15862e19a"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-11-19T19:44:55.875660Z",
"start_time": "2024-11-19T19:44:55.863760Z"
}
},
"cell_type": "code",
"source": [
"exp_col = [c for c in data_df.columns if '_rep' in c]\n",
"random_shift = np.random.uniform(0, 5, len(exp_col)).reshape(1, -1)\n",
"mask = data_df[exp_col] > 1\n",
"\n",
"data_df[exp_col] = 2**(np.log2(data_df[exp_col]+1) + random_shift)\n",
"data_df[exp_col] *= mask\n",
"data_df.head(2)"
],
"id": "5d280354e3257b6e",
"outputs": [
{
"data": {
"text/plain": [
" peptide_id protein_id c1_rep1 c1_rep2 c1_rep3 c1_rep4 \\\n",
"0 pept147 prot0 8207.742261 0.0 3340.489492 9174.312026 \n",
"1 pept424 prot0 17292.141906 0.0 0.000000 595.087184 \n",
"\n",
" c1_rep5 c2_rep1 c2_rep2 c2_rep3 c2_rep4 \\\n",
"0 1135.664727 1636.533298 23932.710404 0.000000 12038.502978 \n",
"1 2904.066879 1320.095946 93785.833003 23282.136174 30369.530123 \n",
"\n",
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"0 2916.229804 105123.431332 11897.564858 30812.298059 26757.316943 \n",
"1 0.000000 8598.300247 0.000000 1991.856161 37026.338229 \n",
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" c3_rep5 \n",
"0 38482.987426 \n",
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],
"execution_count": 56
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Then, we can create the `PeptidesDataset` object from the tabular data and visualize the peptide abundance distribution. There is an significant level of noise that needs to be corrected before attempting any comparison between the experimental conditions.",
"id": "fcf694062ca1b01d"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-11-19T19:44:56.118495Z",
"start_time": "2024-11-19T19:44:55.916569Z"
}
},
"cell_type": "code",
"source": [
"config = {\n",
" # since we create a PeptidesDataset, id_col points to the peptide identifier column\n",
" 'id_col': 'peptide_id',\n",
" # specify columns of the experimental conditions and their related experiments\n",
" 'conditions': {\n",
" 'c1': ['c1_rep1', 'c1_rep2', 'c1_rep3', 'c1_rep4', 'c1_rep5'],\n",
" 'c2': ['c2_rep1', 'c2_rep2', 'c2_rep3', 'c2_rep4', 'c2_rep5'],\n",
" 'c3': ['c3_rep1', 'c3_rep2', 'c3_rep3', 'c3_rep4', 'c3_rep5'],\n",
" },\n",
" # specify the column name of the protein identifier, so that you can calculate protein abundance values in the end\n",
" 'protein_id_col': 'protein_id',\n",
"}\n",
"raw_pept_dset = PeptidesDataset.from_df(data_df, **config)\n",
"\n",
"plot_density(\n",
" dataset=raw_pept_dset,\n",
" log_transform=True,\n",
" xlabel='Log2 quantitative value',\n",
" ylabel='Density',\n",
" title='Raw peptide intensity distribution')\n",
"plt.show()\n"
],
"id": "a18df490cfdfa5f1",
"outputs": [
{
"data": {
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],
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 57
},
{
"metadata": {},
"cell_type": "markdown",
"source": [
"To normalize the dataset, call the `.normalize` method.\n",
"Currently, only normalization to the mean value of the peptide distribution is supported with extra options (see documentation).\n",
"\n",
"When using the default values, the steps during the normalization include: \n",
"1. Find the experiment with the most records and consider reference.\n",
"2. Calculate mean experiment intensity and the difference from reference.\n",
"3. Shift each experiment's intensity by the difference with reference. \n",
"\n",
"Optionally, you can set reference experiment with the `ref_exp` argument, or a reference experimental condition to automatically pick the reference using the `ref_condition` argument.\n",
"\n",
"Note that normalization is done on normally distributed data. For this, you need to do any related transformation before and after that step. For example, you might use Log2 transformation before the normalization and back transform to the original scale afterward. "
],
"id": "87bbd762916d0c10"
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2024-11-19T19:44:56.639665Z",
"start_time": "2024-11-19T19:44:56.142245Z"
}
},
"cell_type": "code",
"source": [
"# normalize the dataset\n",
"norm_pept_dset = raw_pept_dset\\\n",
" .log2_transform()\\\n",
" .normalize(method='mean')\\\n",
" .log2_backtransform()\n",
"\n",
"# plot before and after normalization\n",
"fig, ax = plt.subplots(1, 2, figsize=(14, 5))\n",
"plot_density(\n",
" dataset=raw_pept_dset,\n",
" log_transform=True,\n",
" title='Raw peptide intensity distribution',\n",
" ax=ax[0])\n",
"\n",
"plot_density(\n",
" dataset=norm_pept_dset, \n",
" log_transform=True,\n",
" title='Mean normalized peptide intensity distribution', \n",
" ax=ax[1])\n",
"plt.tight_layout()\n",
"plt.show()\n",
"# pept_df"
],
"id": "5511b1d041e411c8",
"outputs": [
{
"data": {
"text/plain": [
"