{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.0 Codex 29 Marker and Spatial Single Cell Data\n", "Data obtained and re-processed from http://welikesharingdata.blob.core.windows.net/forshare/index.html." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "df = {}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">> clustergrammer2 backend version 0.5.1\n" ] } ], "source": [ "from clustergrammer2 import net\n", "\n", "import ipywidgets as widgets\n", "import numpy as np\n", "from bqplot import pyplot as plt\n", "import bqplot\n", "\n", "from copy import deepcopy\n", "from glob import glob\n", "from scipy.spatial.distance import pdist, squareform\n", "from scipy.spatial import Voronoi\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "net.load_file('../data/codex_data/4-tile_5k-cells_expression-cat.txt')\n", "df['tile-neighbor'] = net.export_df()\n", "df['tile-neighbor'].columns = [(x[0], x[1]) for x in df['tile-neighbor'].columns]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "net.load_file('../data/codex_data/4-tile_5k-cells_location-cat.txt')\n", "df['tile-loc'] = net.export_df()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "cat_colors = net.load_json_to_dict('../data/codex_data/cat_colors.json')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "net.load_df(df['tile-neighbor'])\n", "net.set_cat_colors(axis='col', cat_colors=cat_colors, cat_index=1, cat_title='Cell Type')\n", "net.set_cat_colors(axis='col', cat_colors=cat_colors, cat_index=2, cat_title='Neighbor')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def cat_highlight(inst_value):\n", "\n", " if inst_value != 'reset_cats':\n", " \n", " inst_cat = inst_value.split(': ')[1]\n", "\n", " list_opacities = []\n", "\n", " for inst_label in region_labels:\n", " inst_opacity = 0.25\n", " if inst_label == inst_cat:\n", " inst_opacity = 1\n", " list_opacities.append(inst_opacity)\n", "\n", " else:\n", " list_opacities = [1 for x in region_labels]\n", " patch.opacities = list_opacities\n", "\n", " patch.opacities = list_opacities" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "df['tile-lookup'] = deepcopy(df['tile-neighbor'])\n", "df['tile-lookup'].columns = [x[0] for x in df['tile-lookup'].columns]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def on_value_change(change):\n", " \n", " if change['new'] == 'null':\n", " cat_highlight('reset_cats') \n", " else: \n", " # mousing over category\n", " if 'cat-' in change['new']:\n", " inst_cat = change['new'].split(' -> ')[1]\n", " cat_highlight(inst_cat) \n", " \n", " # mousing over marker\n", " else:\n", " inst_marker = change['new'].split(' -> ')[1]\n", " ser_opacity = df['tile-lookup'].loc[inst_marker]\n", " \n", " \n", " # the patches are not in the same order as the data in the dataframe\n", " #list_opacities = [float(x/ser_opacity.max()) for x in list(ser_opacity.get_values())]\n", " \n", " # loop up opacities\n", " list_opacities = []\n", " rows = ser_opacity.index.tolist()\n", " for inst_name in keep_names:\n", " if inst_name in rows:\n", " list_opacities.append( float(ser_opacity[inst_name]/ser_opacity.max()) )\n", " else:\n", " list_opacities.append(0)\n", " \n", " patch.opacities = list_opacities\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "net.load_df(df['tile-neighbor'])\n", "net.normalize(axis='row', norm_type='zscore')\n", "net.clip(-5,5)\n", "net.widget()\n", "net.widget_instance.observe(on_value_change, names='value')\n", "# tmp = net.widget()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "vor = Voronoi(df['tile-loc'])\n", "\n", "point_list = df['tile-loc'].index.tolist()\n", "point_names = [x[0] for x in point_list]\n", "cat_names = [x[1].split(': ')[1] for x in point_list]\n", "\n", "patch_data = {}\n", "patch_data['x'] = []\n", "patch_data['y'] = []\n", "patch_data['colors'] = []\n", "region_labels = []\n", "\n", "keep_names = []\n", "\n", "region_point_dict = {}\n", "for point_index in range(vor.point_region.shape[0]):\n", " region_index = vor.point_region[point_index]\n", " region_point_dict[region_index] = point_index\n", "\n", "for region_index in range(len(vor.regions)):\n", " \n", " inst_region = vor.regions[region_index]\n", "\n", " if -1 not in inst_region and len(inst_region) > 0:\n", "\n", " point_index = region_point_dict[region_index]\n", " point_cat = cat_names[point_index]\n", " point_name = point_names[point_index]\n", " region_labels.append(point_cat)\n", " \n", " keep_names.append(point_name)\n", " \n", " # save cat_colors\n", " inst_color = cat_colors[point_cat]\n", " patch_data['colors'].append(inst_color)\n", " \n", " x_list = []\n", " y_list = []\n", " for inst_vertex in inst_region:\n", " inst_pos = vor.vertices[inst_vertex]\n", " x_list.append(inst_pos[0])\n", " y_list.append(inst_pos[1])\n", " \n", " patch_data['x'].append(x_list)\n", " patch_data['y'].append(y_list) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "x_dim = 1200\n", "y_dim = 1000\n", "\n", "def_tt = bqplot.Tooltip(fields=['name'], formats=[''])\n", "\n", "fig = plt.figure(animation_duration=1000)\n", "patch = plt.plot([], [], \n", " fill='inside',\n", " fill_colors=patch_data['colors'],\n", " stroke_width=1,\n", " close_path=True,\n", " labels=region_labels,\n", " tooltip=def_tt,\n", " axes_options={'x': {'visible': False}, 'y': {'visible': False}},\n", " )\n", "\n", "scatter = plt.scatter(df['tile-loc']['X.X'], \n", " df['tile-loc']['Y.Y'],\n", "# tooltip=def_tt, \n", " names=point_names,\n", " display_names=False, default_size=2)\n", "\n", "\n", "top_margin = 15\n", "inst_width = 800\n", "inst_height = inst_width/1.15 + top_margin\n", "fig.layout.min_height = str(inst_height) + 'px'\n", "fig.layout.min_width = str(inst_width) + 'px'\n", "\n", "patch.x = patch_data['x']\n", "patch.y = patch_data['y']\n", "\n", "plt.xlim(0, 2.0*x_dim)\n", "plt.ylim(0, 2.0*y_dim)\n", "fig.title = 'Codex Cell Locations'\n", "fig.fig_margin = {'top': top_margin, 'bottom': 5, 'left': 5, 'right': 5}\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# from ipywidgets import HBox\n", "# HBox([fig, net.widget_instance])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 29 Markers on 5,000 Cells" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "91eb0462f4134adc93a1d28c3b9cf3c7", "version_major": 2, "version_minor": 0 }, "text/plain": [ "ExampleWidget(network='{\"row_nodes\": [{\"name\": \"CD45\", \"ini\": 29, \"clust\": 6, \"rank\": 13, \"rankvar\": 12, \"grou…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "net.widget_instance" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Location of Cells" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2dfc69f0afd24cb6af8fae699808c950", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Figure(animation_duration=1000, axes=[Axis(scale=LinearScale(max=2400.0, min=0.0), visible=False), Axis(orient…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig" ] } ], "metadata": { "kernelspec": { "display_name": 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