Created
July 26, 2022 14:32
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3DVA analysis
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| import os | |
| import numpy as np | |
| import pandas as pd | |
| import mrcfile | |
| from pathlib import Path | |
| def components_from_cryosparc(cs_file): | |
| data = np.load(cs_file) | |
| coeff_headings = [ | |
| name | |
| for name in data.dtype.names | |
| if ('components_mode_' in name and 'value' in name) | |
| ] | |
| coeffs = { | |
| f'component_{i}': data[heading] for i, heading in enumerate(coeff_headings) | |
| } | |
| return pd.DataFrame.from_dict(coeffs) | |
| def map_from_particle_subset(component_df, subset_idx): | |
| consensus_file = 'J27/cryosparc_P21_J27_map.mrc' | |
| consensus = mrcfile.open(consensus_file).data | |
| volume_files = list(Path('J27').glob('*_component*.mrc')) | |
| volume_files.reverse() | |
| n_coeffs = len(volume_files) | |
| print(volume_files) | |
| variability_volumes = np.stack( | |
| [mrcfile.open(volume_file).data for volume_file in volume_files], | |
| axis=0 | |
| ) | |
| subset_coeffs = component_df.to_numpy()[subset_idx, :].mean(axis=0) | |
| subset_coeffs = subset_coeffs.reshape((n_coeffs, 1, 1, 1)) | |
| map = np.sum(consensus + subset_coeffs * variability_volumes, axis=0) | |
| return map | |
| def volumes_along_component(component_df, n_volumes, component_idx, qcut=True): | |
| """generate a set of n volumes along a given component | |
| qcut=True means bins will have equal numbers of particles | |
| qcut=False means distance between each bin is identical | |
| """ | |
| coefficients = component_df[f'component_{component_idx}'] | |
| if qcut: | |
| subsets = pd.qcut(coefficients, n_volumes) | |
| else: | |
| subsets = pd.cut(coefficients, n_volumes) | |
| volumes = [ | |
| map_from_particle_subset(component_df, subsets == subset) | |
| for subset | |
| in subsets.array.categories | |
| ] | |
| return np.stack(volumes) | |
| if __name__ == '__main__': | |
| import napari | |
| df = components_from_cryosparc('J27/cryosparc_P21_J27_particles.cs') | |
| viewer = napari.Viewer(ndisplay=3) | |
| viewer.add_image(volumes_along_component(df, 20, 0)) | |
| napari.run() | |
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true, | |
| "pycharm": { | |
| "name": "#%%\n" | |
| } | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from extract_data import components_from_cryosparc\n", | |
| "import seaborn as sns\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "<seaborn.axisgrid.PairGrid at 0x14dc05b50>" | |
| }, | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": "<Figure size 540x540 with 12 Axes>", | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.set_theme(style='white')\n", | |
| "df = components_from_cryosparc('J27/cryosparc_P21_J27_particles.cs')\n", | |
| "g = sns.PairGrid(df[:10000], diag_sharey=False)\n", | |
| "g.map_upper(sns.scatterplot, s=0.1)\n", | |
| "g.map_lower(sns.kdeplot)\n", | |
| "g.map_diag(sns.kdeplot, lw=2)\n" | |
| ], | |
| "metadata": { | |
| "collapsed": false, | |
| "pycharm": { | |
| "name": "#%%\n" | |
| } | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "<Figure size 864x432 with 1 Axes>", | |
| "image/png": 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\n" | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "\n", | |
| "fig, ax = plt.subplots(figsize=(12, 6))\n", | |
| "sns.kdeplot(data=df, x='component_0', ax=ax, color='k')\n", | |
| "x = ax.lines[-1].get_xdata()\n", | |
| "y = ax.lines[-1].get_ydata()\n", | |
| "\n", | |
| "min = np.min(df['component_0'])\n", | |
| "mean = np.mean(df['component_0'])\n", | |
| "max = np.max(df['component_0'])\n", | |
| "pc_25, pc_75 = np.percentile(df['component_0'], [25, 75])\n", | |
| "\n", | |
| "\n", | |
| "ax.fill_between(x, 0, y, where=(x < pc_25), color='grey', alpha=0.5, hatch='//')\n", | |
| "ax.fill_between(x, 0, y, where=(x > pc_25) & (x < pc_75), color='yellow', alpha=0.9, hatch='--')\n", | |
| "ax.fill_between(x, 0, y, where=(x > pc_75), color='cyan', alpha=0.5, hatch='\\\\\\\\')\n", | |
| "# ax.vlines(mean, 0, np.interp(mean, x, y), linestyles=['--'], alpha=0.5)\n", | |
| "ax.vlines(pc_25, 0, np.interp(pc_25, x, y), linestyles=['-'], color='black', alpha=0.9)\n", | |
| "ax.vlines(pc_75, 0, np.interp(pc_75, x, y), linestyles=['-'], color='black', alpha=0.9)\n", | |
| "plt.savefig('kde_component0.pdf', dpi=300)" | |
| ], | |
| "metadata": { | |
| "collapsed": false, | |
| "pycharm": { | |
| "name": "#%%\n" | |
| } | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": "0.008898259580342922" | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "np.interp(pc_25, x, y)" | |
| ], | |
| "metadata": { | |
| "collapsed": false, | |
| "pycharm": { | |
| "name": "#%%\n" | |
| } | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "outputs": [], | |
| "source": [ | |
| "df.to_csv('3DVA_components.csv')\n" | |
| ], | |
| "metadata": { | |
| "collapsed": false, | |
| "pycharm": { | |
| "name": "#%%\n" | |
| } | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.6" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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