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@k3yavi
Last active October 27, 2018 20:07
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Depth Normalization of Alevin generated counts on multiple libraries.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"./alv_full/alevin\n",
" Done reading 1000 cells\n",
"Read total 1003 cells\n",
"Found total 11292920.99999424 reads\n",
"./alv_half/alevin\n",
" Done reading 900 cells\n",
"Read total 994 cells\n",
"Found total 8194248.999992347 reads\n"
]
}
],
"source": [
"from vpolo.alevin import parser #pip install vpolo\n",
"\n",
"# validation is done on neurons_900 data from \n",
"# https://support.10xgenomics.com/single-cell-gene-expression/datasets/2.1.0/neurons_900\n",
"# The above data has fastq from two different lanes each with ~26Million reads\n",
"\n",
"# reading in quants for full data\n",
"alevin_full = parser.read_quants_bin(\"./alv_full/\")\n",
"\n",
"# reading in quants for only one lane data to simulate \n",
"# coverage/depth bias\n",
"alevin_half = parser.read_quants_bin(\"./alv_half/\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1003, 52325), (994, 52325))"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"alevin_full.shape, alevin_half.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2min 41s, sys: 56.9 s, total: 3min 38s\n",
"Wall time: 37.7 s\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe17d01a2e8>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Awesome library for super fast tSNE projection\n",
"from MulticoreTSNE import MulticoreTSNE as TSNE\n",
"\n",
"ct = np.concatenate([alevin_full.values, alevin_half.values], axis=0)\n",
"tsne = TSNE(n_jobs=8)\n",
"%time Y = tsne.fit_transform(ct)\n",
"\n",
"plt.scatter(Y[:,0], Y[:,1], c=['r']*alevin_full.shape[0]+['b']*alevin_half.shape[0], alpha=0.2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# There seems to be bias on the lower right end of the tSNE plot\n",
"# The algorithm for Depth normalization is inspired from here\n",
"# https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/using/aggregate#depth_normalization\n",
"\n",
"# Calculate the reads per cell ration across the sample\n",
"rpc_full = alevin_full.sum().sum() / len(alevin_full.index)\n",
"rpc_half = alevin_half.sum().sum() / len(alevin_half.index)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(11259.143569286365, 8243.711267597922)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rpc_full, rpc_half"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.7321792476370768"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Calculating the fractions of reads to keep\n",
"frac_kept_reads = rpc_half/rpc_full\n",
"frac_kept_reads"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1003 52325\n"
]
}
],
"source": [
"# Peform a very trivial robustness analysis by sampling from a binomial distrbution\n",
"# i.e. by tossing a bias coin n (num UMIs) number of times with success probability \n",
"# of fraction of kept reads\n",
"new_half = []\n",
"for row in alevin_full.values:\n",
" new_row = np.random.binomial(list(map(int, np.around(row))), frac_kept_reads)\n",
" new_half.append(new_row)\n",
"\n",
"print(len(new_half), len(new_half[0]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2min 46s, sys: 55.5 s, total: 3min 42s\n",
"Wall time: 39.2 s\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fe17cf54940>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plotting again the subsampled full data and the original half data\n",
"ct = np.concatenate([new_half, alevin_half.values], axis=0)\n",
"tsne = TSNE(n_jobs=8)\n",
"%time Y = tsne.fit_transform(ct)\n",
"\n",
"plt.scatter(Y[:,0], Y[:,1], c=['r']*len(new_half)+['b']*alevin_half.shape[0], alpha=0.2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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