192 lines (191 with data), 177.2 kB
{
"cells": [
{
"cell_type": "markdown",
"id": "a1e149d2",
"metadata": {},
"source": [
"# Manhattan plot\n",
"* Create Manhattan plots for both the original and final synthetic genome/phenome data.\n",
"* You will need to know the name of the lm*.csv file you created\n",
"* Manhattan plots show the negative logarithm of the P-value as a function of genomic location. Thus the SNPs with the most significant association stand out on the plot, usually as stacks of points because of haploblock structure. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "fb68e15b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PosixPath('/Users/amysteier/Documents/GitHub/synthetic-data-genomics/mice_data_set/data')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"import pathlib\n",
"import pandas as pd\n",
"\n",
"base_path = pathlib.Path(os.getcwd().replace(\"/research_paper_code/notebooks\", \"\"))\n",
"data_path = base_path / 'mice_data_set' / 'data' \n",
"real_gwas_path = base_path / 'mice_data_set' / 'out' \n",
"synthetic_gwas_path = base_path / 'mice_data_set' / 'out_synth'\n",
"data_path"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b90115bd",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "fda04477",
"metadata": {},
"outputs": [],
"source": [
"def manhattan_plot(df: pd.DataFrame, title='Manhattan Plot'):\n",
" \n",
" # Sort the dataframe and remove unnecessary cols\n",
" df = df.sort_values(['chr', 'pos']).reset_index()\n",
" df = df[['chr', 'pos', 'p']]\n",
" df\n",
"\n",
" # Create the manhattan plot base by adding logp and index\n",
" df['-logp'] = -np.log10(df.p)\n",
" df['-logp'] = df['-logp'] \n",
" df.reset_index(inplace=True, drop=True)\n",
" df['i'] = df.index\n",
"\n",
" plot = sns.relplot(data=df, \n",
" x='i', \n",
" y='-logp', \n",
" aspect=4, \n",
" hue='chr', \n",
" palette='bright', \n",
" linewidth=0,\n",
" legend=None)\n",
"\n",
" chrom_df=df.groupby('chr')['i'].median()\n",
" plot.ax.set_xlabel('chr'); \n",
" plot.ax.set_xticks(chrom_df)\n",
" plot.ax.set_xticklabels(chrom_df.index)\n",
" plot.fig.suptitle(title)\n",
"\n",
" plt.axhline(8, ls='--', linewidth=1, color='black')\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "b3f96846",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"filename = real_gwas_path / \"lm_abBMD_1_79646.csv\"\n",
"real_world = pd.read_csv(filename)\n",
"#real_world = pd.read_csv('/home/amy/GitHub/synthetic-data-genomics/mice_data_set/out/lm_abBMD_1_79646.csv')\n",
"manhattan_plot(real_world, title='Manhattan Plot - Real World')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "7ad479a8",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/amy/GitHub/transformers/venv/lib/python3.8/site-packages/pandas/core/series.py:726: RuntimeWarning: divide by zero encountered in log10\n",
" result = getattr(ufunc, method)(*inputs, **kwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"filename = synthetic_gwas_path / \"lm_batchall_abBMD_1_71316.csv\"\n",
"synthetic = pd.read_csv(filename)\n",
"#synthetic = pd.read_csv('/home/amy/GitHub/synthetic-data-genomics/mice_data_set/out_synth/lm_batchall_abBMD_1_71316.csv')\n",
"manhattan_plot(synthetic, title='Manhattan Plot - Synthetic')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "993eb177",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3e9f3f7",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}