{ "cells": [ { "cell_type": "markdown", "id": "db722da2", "metadata": {}, "source": [ "# Sequential GMM Thresholding for Cell Cycle Staging\n", "\n", "This notebook demonstrates the `SequentialGMM` class from the `cc_mapping` package, which enables **iterative refinement** of cell populations through sequential thresholding operations.\n", "\n", "---\n", "\n", "## Overview\n", "\n", "Sequential thresholding allows you to progressively refine cell populations:\n", "- Start with a broad classification (e.g., Low vs High)\n", "- Refine specific subpopulations using additional features\n", "- Track the complete refinement history and metadata\n", "\n", "---\n", "\n", "## Cell Cycle Staging Workflow\n", "\n", "We'll perform complete cell cycle staging in three steps:\n", "1. **pRB**: Separate G0 (quiescent) from cycling cells (G1/S/G2/M)\n", "2. **p21**: Separate M phase from G1/S/G2\n", "3. **DNA content**: Split G1/S/G2 into individual phases" ] }, { "cell_type": "markdown", "id": "0105d257", "metadata": {}, "source": [ "---\n", "\n", "## Setup and Data Loading" ] }, { "cell_type": "code", "execution_count": null, "id": "0a34c75f", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from cc_mapping.thresholding import SequentialGMM\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "a4575792", "metadata": {}, "outputs": [], "source": [ "url = \"https://zenodo.org/records/4525425/files/control_manifold_allfeatures.csv?download=1\"\n", "\n", "cwd = Path.cwd()\n", "download_path = cwd / \"data\" / \"control_manifold_allfeatures.csv\"\n", "\n", "if not download_path.parent.exists():\n", " download_path.parent.mkdir(parents=True)\n", " urlretrieve(url, download_path)" ] }, { "cell_type": "code", "execution_count": 3, "id": "ae595e79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results directory created at: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\n", "Sequential results directory: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\n" ] } ], "source": [ "# Create results directory structure for saving figures\n", "results_dir = cwd / \"results\"\n", "sequential_results_dir = results_dir / \"sequential\"\n", "\n", "# Create directories if they don't exist\n", "results_dir.mkdir(exist_ok=True)\n", "sequential_results_dir.mkdir(exist_ok=True)\n", "\n", "print(f\"Results directory created at: {results_dir}\")\n", "print(f\"Sequential results directory: {sequential_results_dir}\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "66f0c363", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset: 6797 cells x 289 features\n", "\n", "Features we'll use:\n", " - pRB (nuc median): Initial G0 vs cycling split\n", " - pp21 (nuc median): Separate M phase\n", " - Int_Intg_DNA_nuc: Split G1/S/G2\n" ] } ], "source": [ "# Load and convert to AnnData\n", "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", "\n", "adata = ad.AnnData(\n", " X=csv.values[:,:-10].astype(np.float32),\n", ")\n", "adata.var_names = csv.columns.values[:-10]\n", "\n", "print(f\"Dataset: {adata.n_obs} cells x {adata.n_vars} features\")\n", "print(f\"\\nFeatures we'll use:\")\n", "print(f\" - pRB (nuc median): Initial G0 vs cycling split\")\n", "print(f\" - pp21 (nuc median): Separate M phase\")\n", "print(f\" - Int_Intg_DNA_nuc: Split G1/S/G2\")" ] }, { "cell_type": "markdown", "id": "26f88a2a", "metadata": {}, "source": [ "### Filter Missing Values\n", "\n", "GMM thresholding requires removing cells with NaN values in the features we'll use." ] }, { "cell_type": "code", "execution_count": 5, "id": "456d4158", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cells with NaN values: 1 / 6797\n", "After filtering: 6796 cells remaining\n" ] } ], "source": [ "# Define the features we'll use for sequential thresholding\n", "features_to_use = [\n", " 'pRB (nuc median)', \n", " 'pp21 (nuc median)', \n", " 'Int_Intg_DNA_nuc'\n", "]\n", "\n", "# Get feature indices\n", "feature_indices = [list(adata.var_names).index(f) for f in features_to_use]\n", "\n", "# Find cells with NaN values in any of these features\n", "cells_with_nan = np.any(np.isnan(adata.X[:, feature_indices]), axis=1)\n", "\n", "print(f\"Cells with NaN values: {cells_with_nan.sum()} / {adata.n_obs}\")\n", "\n", "# Filter out cells with NaN values\n", "if cells_with_nan.sum() > 0:\n", " adata = adata[~cells_with_nan, :].copy()\n", " print(f\"After filtering: {adata.n_obs} cells remaining\")\n", "else:\n", " print(\"No cells with NaN values found!\")" ] }, { "cell_type": "markdown", "id": "9f0b09b8", "metadata": {}, "source": [ "---\n", "\n", "## Initial Thresholding: G0 vs G1/S/G2/M\n", "\n", "Use **pRB** (phosphorylated Retinoblastoma protein) to separate quiescent G0 cells from actively cycling cells." ] }, { "cell_type": "code", "execution_count": 6, "id": "746af457", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential thresholding object initialized!\n", "Metadata will be stored in: adata.uns['sequential_gmm_thresholding']\n" ] } ], "source": [ "# Initialize the sequential thresholding object\n", "gmm_kwargs = {\n", " 'init_params': 'k-means++', \n", " 'n_init': 10, \n", " 'max_iter': 1000, \n", " 'random_state': 42\n", "}\n", "\n", "seq_gmm = SequentialGMM(\n", " adata=adata,\n", " thresholding_events_key='sequential_gmm_thresholding',\n", " gmm_kwargs=gmm_kwargs\n", ")\n", "\n", "print(\"Sequential thresholding object initialized!\")\n", "print(\"Metadata will be stored in: adata.uns['sequential_gmm_thresholding']\")" ] }, { "cell_type": "markdown", "id": "b5109009", "metadata": {}, "source": [ "### Exploratory Visualization\n", "\n", "Explore the data distribution before thresholding to decide on parameters:" ] }, { "cell_type": "code", "execution_count": 7, "id": "448c420f", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore pRB distribution across all cells\n", "seq_gmm.plot_feature_distribution_exploratory(\n", " feature='pRB (nuc median)',\n", " hist_kwargs={'bins': 50, 'color': 'steelblue', 'alpha': 0.7},\n", ")\n", "plt.title('Exploratory: pRB Distribution (All Cells)')\n", "plt.show()\n", "\n", "# Or use the strip plot version for better visualization\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", " feature='pRB (nuc median)',\n", " hist_kwargs={'bins': 50, 'color': 'steelblue'},\n", " scatter_density=True\n", ")\n", "plt.suptitle('Exploratory: pRB Distribution - Looking for 2 components')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "f3c4aef7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial thresholding complete!\n", "\n", "Label distribution:\n", "cell_cycle_phase\n", "G1/S/G2/M 6101\n", "G0 695\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Perform initial thresholding: G0 vs G1/S/G2/M\n", "seq_gmm.threshold_entire_dataset(\n", " feature='pRB (nuc median)',\n", " label_obs_save_str='cell_cycle_phase', # This column will store our labels\n", " n_components=2,\n", " ordered_labels=['G0', 'G1/S/G2/M'],\n", " operation_name='initial_pRB_split'\n", ")\n", "\n", "print(\"Initial thresholding complete!\")\n", "print(f\"\\nLabel distribution:\")\n", "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" ] }, { "cell_type": "markdown", "id": "dd488677", "metadata": {}, "source": [ "### Visualize Results" ] }, { "cell_type": "code", "execution_count": 9, "id": "4aa28551", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\sequential\\step1_pRB_split.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_kwargs = {\n", " 'bins': 50, 'color': \"black\"}\n", "\n", "# Plot histogram with decision boundaries\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", " operation_name='initial_pRB_split',\n", " resolution=1000,\n", " num_std=5,\n", " hist_kwargs=hist_kwargs,\n", " save_path=sequential_results_dir / 'step1_pRB_split.png' # Optional: save the figure\n", ")\n", "plt.title('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2ce61f09", "metadata": {}, "source": [ "**Note:** The histogram shows the pRB distribution at the time of this operation. After subsequent refinements (M, G1, S, G2), only cells that still have the original labels (G0 or G1/S/G2/M) are shown in the histogram." ] }, { "cell_type": "code", "execution_count": 10, "id": "0bd07d73", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Strip plot with labels\n", "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", " operation_name='initial_pRB_split',\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=True\n", ")\n", "plt.suptitle('Initial Split: G0 vs G1/S/G2/M (pRB)')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4803c308", "metadata": {}, "source": [ "---\n", "\n", "## First Refinement: Separate M Phase\n", "\n", "Use **p21** to refine the G1/S/G2/M population and separate M phase cells (p21 is typically low in M phase)." ] }, { "cell_type": "markdown", "id": "5c10f2fd", "metadata": {}, "source": [ "### Exploratory Visualization" ] }, { "cell_type": "code", "execution_count": 11, "id": "929fb8e9", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore p21 distribution in G1/S/G2/M cells only (not G0)\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", " feature='pp21 (nuc median)',\n", " obs_label='cell_cycle_phase',\n", " value_to_subset='G1/S/G2/M', # Only look at cycling cells\n", " hist_kwargs={'bins': 50, 'color': 'black'},\n", " scatter_density=True\n", ")\n", "plt.suptitle('Exploratory: p21 in G1/S/G2/M Cells - Looking for M phase (low p21)')\n", "plt.show()\n", "\n", "# This helps us see if 2 components are appropriate and where the boundary might be" ] }, { "cell_type": "code", "execution_count": 12, "id": "8a8baa1c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First refinement complete!\n", "\n", "Updated label distribution:\n", "cell_cycle_phase\n", "G1/S/G2 6067\n", "G0 695\n", "M 34\n", "G1/S/G2/M 0\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Refine G1/S/G2/M population to separate M phase\n", "seq_gmm.refine_labels_with_gmm(\n", " feature='pp21 (nuc median)',\n", " obs_label='cell_cycle_phase',\n", " value_to_refine='G1/S/G2/M',\n", " n_components=2,\n", " ordered_labels=['G1/S/G2','M'],\n", " operation_name='separate_M_phase',\n", " duplicate_labels=False\n", ")\n", "\n", "print(\"First refinement complete!\")\n", "print(f\"\\nUpdated label distribution:\")\n", "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" ] }, { "cell_type": "markdown", "id": "76724e7d", "metadata": {}, "source": [ "### Visualize Results" ] }, { "cell_type": "code", "execution_count": 13, "id": "82b6a836", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcoAAAHDCAYAAACkk1oUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAASxFJREFUeJzt3QmYTfX/B/D3bGbGjJkxlkHWUITKlggpylr8aJOtiGyF+qf8QqVFSUibKEvZSkTZShR+2WmRXRFZBjHGzJgxZs7/+XzHuXPudeeY5d659577fj3PnXvuuWfO+Z7lns/5bucEaJqmgYiIiJwKdD6aiIiIGCiJiIiugTlKIiIiEwyUREREJhgoiYiITDBQEhERmWCgJCIiMsFASUREZIKBkoiIyAQDpYsdPnwYAQEBmDlzJqwkKSkJTzzxBMqUKaPWb+jQoZZdVyIzP/30kzruv/rqK5/bUF9++SViY2PV79kb7N69G8HBwfjjjz/gzRgo80iCgvxInL1eeOEFt+ykN954A4sXL87VtHrw0l+BgYHqh9G2bVts3LixQGmQdR8wYAA+//xz9OjRA/7sww8/dMkFguyvxx9/HFWrVkVYWJi6EGnevDleeuklWElejuG8qFy5sjrOW7Vq5fT7adOm2X4L27Zty1UA1F8hISG4/vrr0bNnT/z111/wdRkZGeq4euqppxAZGZnn/9+6dSsGDx6MWrVqISIiAhUrVsRDDz2E/fv3XzXtli1bMHDgQNSvX19tR9meztx0001o3749Ro8eDW8W7OkE+KoxY8agSpUqduNq166NSpUq4eLFi+rgcOVJ5oEHHkCnTp1y/T9du3ZFu3bt1I9DDmQ5sd91113qYK9Tp06e07BmzRrcfvvtdidwuU2wq9fVV8j2LFmyJB577LF8z+PgwYNo2LAhwsPD0bt3b3XSP3HiBHbs2IG33noLr7zyCqwiP8dwbskFxo8//oiTJ0+qCw2jOXPmqO9TU1NzPb+nn35a7Zf09HS1L6ZOnYply5Zh586dKFeuHHzVt99+i3379qFfv375+v+33noLP//8Mx588EHcfPPNanu///77qFevHjZt2qTOf7rly5fjk08+UdPJxYazYKrr37+/Olf9+eef6oLRK8lN0Sn3ZsyYITeR17Zu3VqgzZaUlJTraSMiIrRevXrlatpDhw6p9L399tt241esWKHGDxgwQMuPKlWqaO3bt8/X/1pRrVq1tDvvvLNA8xg4cKAWHBysHT58+Krv4uPjNW+VkZGhXbx4MU//k5djOC8qVaqktWzZUouKitImTZpk993Ro0e1wMBArUuXLrn6zf74449qugULFtiNnzx5shr/xhtvmE7n7e6//36tadOm+f7/n3/+WUtLS7Mbt3//fi00NFTr1q2b3fiTJ09qKSkpanjQoEFqe+Xk0qVLWvHixbVRo0Zp3opFry7mrN5Och1S1CFXTHLlVKxYMXTr1k19d+DAAXTp0kVdCcuVb/ny5fHII4/g/Pnz6nuZV3JyMmbNmmUrEspPLqZZs2bqXdJglJCQoOobK1SogNDQUFSrVk1dOWZmZtoVRx06dEhdVetpkPU0W9djx46p3IMMlypVCv/3f/+ncrdGsoxJkyapohxZ97i4ODz55JM4d+6c3XSS0+rQoYNKS4MGDVQOTHLF8lksWrRIfZZ5SFHPL7/8ctX67927V+VopBhappP5fPPNN06L1eWq+ZlnnlHpliKm//znPzh9+rRdenbt2oW1a9fatkeLFi1s38s2dtzOzsg0sr+lFMJR6dKlrxq3YsUKtR8lTXIMSZGVpMNI3/5SVNi6dWs1reSCpATE8UFB48ePR5MmTVCiRAm1TWXbOat3k/WTIjfJncm+kuNk5cqVuZ7HtY5hOVYkRy37X+Yty5g+fTpyS/Zn586dMXfuXLvx8+bNQ/HixdV2KIi7775bvctvwPH4ff3119U+lDS0bNlSlRIYrV+/XuXApJhS1k1+Z8OGDVMlMUaSO5MieJmXTFe2bFl07NhR/cbyegw4Izlq2WfOiqiN+/fGG2+0/Y7WrVtnN12TJk1QpEgRu3HVq1dX+2vPnj1242VfyvGQG1IiJb+fJUuWwFux6DWfJJCdOXPGbpwUxeXk8uXL6gfbtGlTdXIpWrQoLl26pMalpaWpegMJlnLSWLp0qQpg0dHRqj5QGtHcdttttiKT/BRP6D84OXHoUlJScOedd6plSoCSH/OGDRswYsQIVQQoQaxmzZoqDfLjlh/xs88+q/5XgogxeBhJQJT1atSokVrXH374Ae+8845Kt9Rx6mSZEpzkBCHFXXIikqIcCXQSrIxFunICevTRR9X/dO/eXc33vvvuw5QpU/Df//5X1YeIsWPHqnoTKWKS+lkhJ5I77rgD1113napHlpOMNGqQQL5w4UIVCI1kX8h2kmJm2W6yHeRE8sUXX6jv5bNez/Piiy/aTgw6OWEat3lOJEDKtpFibf1knBPZB7169VLbVS5kZN999NFH6niS7SXB27j927Rpo4rKx40bp06Qsi5yDErA1L377ru4//771UWbHIvz589XJ3U5/uQEbCRplG0m20GOc315uZmH2TEcHx+v0qmfrOW4kmDQp08fJCYmqou43JBj495777UrvpPAKRdHBa0a0C965GLA6M0331THmFwEyvlAtrVsh82bN9umWbBggdpXctzL/0vd3XvvvYd//vlHfaeTi2U5TuW4km176tQprFq1CkeOHLFt67wcA462b9+u9o8UkzojF31yfMvvUAK1VC3IMSTprW0oUnUkF1+yDyVYFoQEZgmUss+joqLgdTydpfXVoldnL2PRp0ynkyInGffCCy/YzeuXX37JVRFOfopeX3nlFe306dOqCGT9+vVaw4YNr1rWq6++quYtxSdGks6goCDtyJEjdkVcjkWvZus6ZswYu2nr1q2r1a9f3/ZZ0iTTzZkzx266lStXXjVeli3jNmzYYBv33XffqXHh4eHa33//bRv/8ccfq/FSPKaTork6depoqamptnGZmZlakyZNtOrVq1+1b1u1aqW+1w0bNkxtj4SEhFwVvUp65XUtf/zxh0q/LPPWW2/VhgwZoi1evFhLTk62m+7ChQtaTEyM1rdvX7vxsm+jo6Ptxuvb/6mnnrJbV9l3RYoUUceETi8aMxaB1a5dW7v77rvtxsv8pAhz165dV61DbueR0zHcp08frWzZstqZM2fsxj/yyCNq3Rzn70g/Li9fvqyVKVNGHdNi9+7dKt1r167NdXWJXqQ6ffp0tZ2OHz+uLVu2TKtcubIWEBBg+399upo1a9oVRb777rtq/M6dO3PcPmLs2LFqfvpxe+7cOafVJfk9Bpz55JNPrkqbTj9/bdu2zTZO0hYWFqb95z//MZ3v559/rv73008/zXGaaxW9irlz56ppNm/erHkjFr3m0wcffKCu+IyvazHmpoTkGMV3332nrg5dSXIQcnUuuVQpqpGiEcnVyRW2Tq5o5TvJPUnuWH9J8YzkShyLXvJCKuiNZDnGloOybFn/e+65x27ZcmUpOTVpnOHYOq5x48a2z5JbFZITk5yw43h9WWfPnlW5IcllXrhwwbacf//9V12ZS9G35KiNJNdjbKUnaZft8ffff+dq3fVi6WuRq/Bff/1V5ZBlesmdSS5XcqfSWlMnx5aUMEgDLeO2CgoKUuvruK2E5M50em5NchSSg9UZi8akuFtyRbKu0oDFkZQ8yD5wlJd5OJJztOTopWRAho3rJvtG5pWb+QjZFrKPpbhVSDGiFHPqVQ55IcXA8tuRImvJFevFxlJcbyQlIcaiSH1ZxuPcuH1kPrJuUoQp66tXEcg0Mh+pSnCsdijIMWAkx7tjiZKR/Lbkt6eT35QU/cq5KcOhysRYnTFo0CD1v5LTLQg9XY6ldN6CRa/5JMVIjj8c0w0dHKyKLo2k1azUhU2YMEH9sOWHJsVYcuLUg2h+ycleisCkbkICxeTJk6864CVI/P777+qk4IwU/+SH1HE4zlN+CMaTgCxbToTO6uKcLdsYDIW+feRk6Gy8viwpspWT0qhRo9Qrp2VJsWxOy9J/xDmdxArihhtuUEVqsm+kT5kUWUoRnuw/OT7kokW2lcipeNaxqEqKA6WloeNyhDGAy7Jee+01Fayl+F/nrCm/Ywvv/MzDkRTdy8lfWpXKq6DHoBS/ynH+22+/qWJXqevPTTocSVcF+S1KEJJiZql+kN+vo9wcJ1J0KvOT+nDH40dvhyBFnVKUKtUacpEkRdFSJy/dUvRWvHk9BnLiWE9trGt0JMeMXMCfPn36qtbEUqcqFxHye5M6adlWBaGnKz/7qzAwUBYS+THodWZGksuThg1SPv/999+rOgKpZ5Pm1o6BNS/kwNcr7uVHJwey1M9JFxE9wEtjBMnRDR8+3Ok89JNrXuXmRyPLliApFwjOOAbanOaZ03j9h6c3SpJ6pJwadUgDprzM0x1kmdIgSV5yhS77SbaN7EN9HSSgOp6whLOT+LVIIxO5KJM+m1IfJY1HpC5vxowZVzWKEc4aZuR1Ho709ZILw5xyJNK9ILckZyX1k1KvKfXdEjjzQ/ZBTv0y83KcyMWP/L6kVOP5559HjRo1VP24lGDIb15ffyFplpy19DWVXJxc1Ml5QC5y69atW+BjQK9flWBdkPOKHuClX7Zc5Mgx4IouM/pFhFk7D09ioPQC+gly5MiRqjGNNDyRRipype6qqyxpdCLFebIMvcWinFTkDh25OSm4mixbigFlXXPbOi4/9JyVnMBduZ7uvPLVL2SkQZXQG6fIhUVu1kFOqlL8Z7zQ0fux6Q0+pMhTcv5yUpaLOJ0EudzKyzycbS+5GJKWmxJQXLVvpGhSfjeSC7z11lvhSdLvUra7FNtK7lCXUzWN7GfJVcpLcpCSfrmQnj17dp6PAUcSpIVcQDjrR63nWI0k7dLosJTholVKqCSgy3fy+3VWHJ8fki7JSOT34tzdWEfpQdLCS1oiGslBLAeMsRhLrkLl6q0gYmJiVItROalJMZmQOh25W4+McyTLc0ybK8my5QT56quvXvWdLLeg66uTE4s0Pf/4449tgccop5a712K2T3LbPUSuxqVTuyPprC2kqb6QnLAUrUmnfWfTO1sHaT1szOHIZ7lY0FvkSm5IgpexOF6KZfNy95y8zMPZ9pL/l9aeEnCd3cIsP/tGWtdK/bwEGE/Tc5zGkggZlrpoIynedLwhggRGuYjQzwP5OQaMpP5R6kFzujuRnAeM9cFHjx5VpVzSkjjoynrIfn744YfVtNLGwNhmoKCkVa7U2Re0ysldmKP0IClWkUYWUpcoV1ISIKRoRT+BGA9yuXqTukwp5pD6Ir3RSl4MGTJEdW2QZu3SjP+5555TdSdSNCtFQbIcaXAgV8JS7yAnPXcVhUjjEAncUrwkgVt+kHIilytb+RHKycTY8KigDa+kCb1chPTt21flMqVJu/zgpZm+1GnllWwraZovuRcpupWArNcf5bZ7iNRLyQlC+gDqRYxysvrss89Uf0+9a4ScIGVZcttAad4vdW9ylS/1X9K3VXLlxsAouTwpNZDiTDlOpLuFTCfdaPTcgdQvyfEkXQCkiFLqAmU7ybpIvXVu5GUeOR3DcixKQxQZln0jORQpqpTtINPLcF5Il5uXX34Z3kBycRLwpNhfiltlP8pFgWNdpeTO5JiRi0dZfylG/frrr9UxKvs6P8eAIzkm5Dcm29TYRUgnXUAkGBu7hwjj3aGeffZZdb6QHKXsF8npGkkRuk4avsm5TOjBWS8hk31kvAWmBH7pnqJ38fJKnm5262uu1dQ8py4T0jze0V9//aX17t1bq1q1qmqKHRsbq911113aDz/8YDfd3r17tebNm9u6Eph1Fcnpzjy6xx57THV1OHjwoK3Z+YgRI7Rq1aqp7gMlS5ZU3SbGjx+vmvrnp3uIs3V96aWXnDYRnzp1quo2IutWrFgx1Y1j+PDhqmm+2bKFzE+anudm/f/880+tZ8+eqgtBSEiIdt1112kdOnTQvvrqq2vuW707gLHLiTTLlzRJmuU7Y1eR3HYPkTudSPqlO4U08Zd0VaxYUe0jSa8jWX7r1q3VtHK8yHEj0xqb9evbX/7/3nvv1YoWLarFxcWp7S931DGSJv3SPUburFKjRg21/s72k7PtnNd5mB3DchcimX+FChXUNpB9JF165Ni4lpyODaO8dg+5VnetnKZz9nuQbirS3SgyMlL9tqQbx2+//WY3nXSNkfWX7Sf7TvZvo0aNtC+//DJfx0BOFi1apLqlGLt9Gffv7NmzbftSunMZj3chx3hOXeMc97e+jZy9HLtV6XcNO3DggOatAuSPp4M1EbmGlAxIaYC3PB2CvIcUnUqOVXKuxioPKT6Xbh5mOVJ3ki5RkgbJRXsr1lESEfkBqdKRYlcpHveWC6k9e/aoLkbO2ip4EwZKIiI/IY1xpH4xP4/ZcgdpnSxtM8xuk+cNGCiJiIhMsI6SiIjIBHOUREREJhgoiYiI/PGGA3Ibr+PHj6u7W3jrjXaJiMi9pAekPDlIbnTh7H7bfh0oJUg6PlnCqDGGIRRRSEMiNmIivF0YQrACWQ8JbovXkYqrb2NFnjFM7pwityQEfOBIIvJPR48ezfcN4S3bmEfucC/3N9227CgiI65+BM2SByJx8UwgwktmouNX3tGnyEzmxXTEt83qEHzLimYICi/YY23IdSIfeACBZ84gs2RJJH31FTctkRdJTE5Ghfbt1b2G83svWcvmKPXiVgmSxSKvDpTlGgCpCUBYTKDT771NZtAlxF8ZjoqMQFC4ZXed75GnfSQkIDAmBlFe0j+NiOwVpArOb8+2d2fdn5eo4K7c7JmIrImtXomIiEwwUBIREZnw26JXIqLckkdTs5259yri5lyf3wbKpf2Bi2eB8FigwxRPp4Z8Wv/+gDxgODYWmMKDyUqkS8BJAAnS/04ag7BPtvfRNARmZqKKpqmA6Q5+GygTjwDJp4B07+8ZQt7uyBHg1CnASx5dRK6jgmRICEqXLImioaG8eYkXytQ0HD91CidSUlBRWre6YRl+GyiJiK5V3Co5SQmSJfLZ/44KR6nYWBxPS8PljAyEuGH+bMxDROSEqpMMCFA5SfJuRUJCbBc37sBASUSUk4AAFrf6AFXc6sb6YwZKIiIiE6yjJCLKo5Px8ereoYVF7ltdJi6u0JZH9hgoiYjyGCTv79QdSQlphbbdImNC8c3i2XkKlpLOsePHY9l33+GfY8cQHRWFalWrovvDD6NXt24oWrQopk6fjrlffokdv/2mHkV17p9/VFB2dPHiRZSsVAm/bdyIKpUr4+1JkzBz9mz8ffQowsPDUb1qVfR97DE88dhjdv/3eP/+uK5sWbz20kvq849r1+Kd997D5q1bcSEpCdeVK4cGdetiUL9+aN60qZrmp3XrMPGDD7Bl2zYkXrig5v3c0KHo9vDD8BQGSiKiPJCcpATJViGvoGRoFbdvuzNph/BDwktqubkNlH8dOoQ7WrVCTHQ03njpJdSpVQuhoaHYuWsXps6YoQLU/e3bI+XiRbS55x71GnElmDmzas0aVKpQQQXa0a++io+nT8f777yDBvXqqWC2bccOnHPIYWdkZGDpihVYtnCh+vzh1KkY/Oyz6NG1K76YNQtVr78e5xMTVfAc9sIL2P6//6npNmzejJtr1cLzw4YhrnRpNY+effuqQN+hbVt4AgMlEVE+SJAsE1ajcLZdHm8LNHDYMAQHB2Pb+vWIiIiwjb++ShV07NBBPcxYDB00yJaLM7Nk2TIVWMU3y5djYN++eLBzZ9v3t9Spc9X/bNi0CSEhIWhYvz6OHD2Koc8/r5Y34c037aa7uXZtPD1woO3zf597zu77IYMG4fs1a7Dom28YKAtb3SeA9BQgpGihL5qs5okngJQUoCgPJvK8f//9F9+vXo03Xn7ZLkjm95FTmZmZKle3eP589VlytWvWrlXBslSpUjn+nwTU+9q2VctauGQJ0tPTMXzYsHylR3KeNW+8EZ7it61ea3YGbu6e9U5UIHJl3b171juRhx386y+VY7yxenW78SUrVkRkXJx6PT9qVK7nt2nLFvXeqGFD9T5h7FicPnMGZapWxc2NGqH/009jxfffm+ZC9x84gKioKLui44WLF9vSI6+df/zhdPlfLlyIrdu343H5jXmIXwXK6xoE2L2IiPzFlrVr8euGDahVsybS0nLfEGnJsmWqyDNQ7ncL4KaaNfHH1q3Y9OOP6N2zJ06dPo37HnwQT1wpxhV79u7F8RMn0LJFixxzja1btVLpWfbVV0hOTkZGZuZVy5b6y8cHDMC0999HrZtugqf4VaAkIrK6atdfr4LSvgMH7MZL/aQ0xgkPC8vT/L6RnGG7dnbjJGhK3aPUOS6aNw8zP/4Yn86ahUOHD2f9z/LluOeuuxB2ZVnVq1XD+fPnVUtcXWRkpEpPpYpyh9arrV2/Hvc99BAmvvkmej76KDzJbwNlJMogKR5IOePplJDPO3MGkBOAvBN5WIkSJXDP3Xfj/Y8/Vjm1gjhw8KDqAiLzM3NTjaxGTfryJBcqjYZ0D3TqpBr2vDVhQq6WK42L2j/wAN4aMwb9eveGp/ltq9d+2Ip57YGI0sCjyz2dGvJpPXtmPT2kdGlgOQ8m8rwPJ05U3UMaNGuGl//7X9WyVHKBW3fswN79+1G/bl01neTw5CX1mkK6jxQrVgwVy5dHbGysCnit7rpL9bnUPdCtG+5o3BhNGjVSdY6Sixzx8su4oXp11LjxRpw6dUp1F/nmiy9s/1OxQgW888YbGDJ8OM6eO4fHunVT/TFlePaVRkJBV4p2pbi1w4MPYsjAgejSqZMtFyr3c5U0eYLfBkoiooL2b/TW5UgfxV82bMAbb7+tgpjccED6UUrO7/+GDFEtVsWUTz7BK2PH2v6veevW6n3GlCl4rHt3LFm6VN2cwLFucd6CBepmBtIaVYLl3XfeqQKydEn5dsUK3NagAUqWLGn3f08NGICaNWpgwnvv4YEePZCYmIgSsbFofNttWLl4MerUrq2mmzV3LlJSUtT85aW7s2lT/LRyJTwhQNM71FiM7ITo6Gjs/ek8ikVGqXHGBjzP4CiiUN5ncpSZFy/hYLOsA7rZ+jYICuc1jteQ+hvmKC0nFcCh4GBUqVABYYYniPjKnXkK6syZMyhbrRr+2bcPcXlY7v0PPYSmjRvn2BXEHVLT0nDo6FFUuXwZjjWwiUlJiG7RQtWRSsvb/ODZlogoDyRYSdCy+r1epVhUuoLE5XG5EiS7PvggrISBkogojyRoWf0m5VLnKK+8KsycZGHx21avREREucFASUREZIKBkoiIyAQDJRERkQkGSiIiIhN+2+p1Flripy/2ITDI0ykhn/fhh/KUWiCIBxORFfltoPwX+xFb1dOpIEuoXNnTKSAiN/LbQElElF9ydx6r33CAsjFQEhHlMUjK0zBSCzFQhsXE4KvFi3MdLB978knMmjMHT/bujSmTJ9t9N2jYMHw4bZq6h6s8HouuzW8DZR10xd7FQHAYUK2Np1NDPk1u1JyaCsiz99rwYLI6yUlKkHw1JARVDPeAdZdDaWkYlZCglpuXXGWF8uUxf+FCTHzrLYSHh6txqampmLtggXqaB+We3wbKezAO61/LeswWAyUViFyx6zdFZ6D0GxIka+TxIcj5lp6e53+pd+ut+POvv7Dom2/Q7eGH1TgZlkdoySOuKPfYPYSIyKJ69+yJGZ9/bvs8/bPP8HiPHh5Nky9ioCQisqjuDz+M/23ciL+PHFGvnzdtUuMob/y26JWIyOpKlSqF9q1bY+bs2ZBHD8uw4wOV6doYKImILF78OvjZZ9XwBxMmeDo5PomBkojIwtrccw8uXbqEgIAAtG7VytPJ8UkMlEREFhYUFIQ927fbhinvGCiJiPLZv9FXlhMVFeWStPgrBkoiojzeTk7ulCM3AchP/8b8kOXJcnPrWnfcWTx/vgtS5T/yHCjXrVuHt99+G9u3b8eJEyfw9ddfo1OnTrbvpWXVSy+9hGnTpqk7Sdxxxx346KOPUL16dds0Z8+exVNPPYVvv/0WgYGB6NKlC959911ERkbapvn9998xaNAgbN26VbXckumHDx8OV0nCSZQtXR7hJVw2S/JXJUrYv5Olyd1x5HZyvNer/8hzoExOTsYtt9yC3r17o3Pnzld9P27cOEyePBmzZs1ClSpVMGrUKLRu3Rq7d+9G2JW7WHTr1k0F2VWrViE9PR2PP/44+vXrh7lz56rvExMTce+996JVq1aYMmUKdu7cqZYnV1QynStMRUMcW665ZF7k5wwdusl/giVvUu4/8hwo27Ztq17OSG5y0qRJGDlyJDp27KjGffbZZ4iLi8PixYvxyCOPYM+ePVi5cqXKKTZo0EBN895776Fdu3YYP348ypUrhzlz5qhWWtOnT0eRIkVQq1Yt/Prrr5gwYYLLAiUREVGh35nn0KFDOHnypMoJ6qKjo9GoUSNs3LhRfZZ3yRnqQVLI9FIEu3nzZts0zZs3V0FSJ7nSffv24dy5c65MMhERUeE15pEgKSQHaSSf9e/kvbTcPNqYiOBgxMbG2k0jxbaO89C/K168+FXLTktLUy+dFN8SEREVlGVavY4dOxavvPJKrqfvgCn44XkgNApo9qJbk0ZW9/rrcmUmbfCBF3kwWYqmIVNjWwZvJ9V+sq98IlCWKVNGvcfHx6Ns2bK28fL51ltvtU1zSh5JZHD58mXVElb/f3mX/zHSP+vTOBoxYgSeeeYZuxxlBZNnrt2A9ji0OusxW0QF8vPP2Y/ZIsuQip/AzEwcP3UKpWJjUSQkBAGeThQ5DZKnExIQkJmJEPhAoJTiUglkq1evtgVGCVhS9zhgwAD1uXHjxqpZtXQvqV+/vhq3Zs0aZGZmqrpMfZoXX3xRtYgNCcladWkhe+ONNzotdhWhoaHqRUTkqgYcVTQNJ1JScFyv1glgqPQ6mqaCZHlNQ5C3BMqkpCQcPHjQrgGPtEiVOsaKFSti6NCheO2111S/Sb17iLRk1fta1qxZE23atEHfvn1V1w8JhoMHD1YtYmU68eijj6pi1D59+uD555/HH3/8ofpZTpw40ZXrTkR0zVxlRSn1yshABreV15LslDtvzpfnQLlt2zbcddddts96cWevXr0wc+ZMdVMA6Wsp3Tgk59i0aVPVHUTvQymk+4cEx5YtW9puOCB9L40tZb///nt1wwHJdcpjYUaPHs2uIURU6AKunIjdVaxH3i/PgbJFixZZFac5kDvUjxkzRr1yIrlP/eYCObn55puxfv36vCaPiIjIe/tREhERWQ0DJRERkQkGSiIiIhMMlERERP5wZ5682ol56N3xOXVnHqICad06+848RGQ5fhsoV2E4Zo56ztPJICsYMsTTKSAiN2LRKxERkQkGSiIiIhMMlERERCb8to5yMPZg5p1A0ZLAQws9nRryaV26AGfOACVLAgt5MBFZjd/mKIsgEunJwOWLnk4J+byLF4Hk5Kx3IrIcvw2UREREucFASUREZIKBkoiIyAQDJRERkQkGSiIiIhMMlERERCYYKImIiEwwUBIREZnw2zvzLEV/fPrmUgSFejol5PNGjADS0oBQHkxEVuS3gXI/luH6Vp5OBVlCs2aeTgERuRGLXomIiEwwUBIREZnw26LXsqiH+N+BwBCgVE1Pp4Z82p49QHo6EBIC1OTBRGQ1fhsou2IJvukNRJQGHl3u6dSQT3v2WeDUKaB0aWA5DyYiq2HRKxERkQkGSiIiIhMMlERERCYYKImIiEwwUBIREZlgoCQiIjLBQElERGSCgZKIiMgEAyUREZEJv70zz/uoiX0/XQACPJ0S8nkLFgCaBgTwYCKyIr8NlJeQhCKRnk4FWUJEhKdTQERuxKJXIiIiEwyUREREJvy26LUxhmH7x0BIBHBzd0+nhnza7NlAcnJWEWx3HkxEVuPHgfIZ7JiW9ZgtBkoqkLlzsx+zxUBJZDkseiUiIjLBQElERGSCgZKIiMgEAyUREZEJBkoiIiITDJREREQmGCiJiIhMMFASERGZ8NsbDpzADlSrUx5hMZ5OCfm8G28E4uKAGB5MRFbkt4FyHjpi/AzN08kgK5g40dMpICI3YtErERGRCQZKIiIiEwyUREREJvy2jrIrlmDJ41CNeVqziokKYtgwICEhqzEP6yuJLMdvA2VZ1MOpnVmP2SIqkH37sh+zRUSWw6JXIiKiwgyUGRkZGDVqFKpUqYLw8HBUrVoVr776KjQtuyuGDI8ePRply5ZV07Rq1QoHDhywm8/Zs2fRrVs3REVFISYmBn369EFSUpKrk0tERFS4gfKtt97CRx99hPfffx979uxRn8eNG4f33nvPNo18njx5MqZMmYLNmzcjIiICrVu3Rmpqqm0aCZK7du3CqlWrsHTpUqxbtw79+vVzdXKJiIgKt45yw4YN6NixI9q3b68+V65cGfPmzcOWLVtsuclJkyZh5MiRajrx2WefIS4uDosXL8YjjzyiAuzKlSuxdetWNGjQQE0jgbZdu3YYP348ypUr5+pkExERFU6OskmTJli9ejX279+vPv/222/43//+h7Zt26rPhw4dwsmTJ1Vxqy46OhqNGjXCxo0b1Wd5l+JWPUgKmT4wMFDlQImIiHw2R/nCCy8gMTERNWrUQFBQkKqzfP3111VRqpAgKSQHaSSf9e/kvbRDC8Lg4GDExsbapnGUlpamXjpJAxERkdflKL/88kvMmTMHc+fOxY4dOzBr1ixVXCrv7jR27FiVM9VfFSpUcOvyiIjIP7g8UD733HMqVyl1jXXq1EGPHj0wbNgwFchEmTJl1Ht8fLzd/8ln/Tt5PyX90gwuX76sWsLq0zgaMWIEzp8/b3sdPXrU1atGRER+yOWBMiUlRdUlGkkRbGZmphqWbiMS7KQe01hMKnWPjRs3Vp/lPSEhAdu3b7dNs2bNGjUPqct0JjQ0VHUlMb7MbMQE1OsL1H60QKtLBDz6KNC3b9Y7EVmOy+so77vvPlUnWbFiRdSqVQu//PILJkyYgN69e6vvAwICMHToULz22muoXr26CpzS71Jasnbq1ElNU7NmTbRp0wZ9+/ZVXUjS09MxePBglUt1VYvXjZiI+k9OcMm8yM917+7pFBCRLwVK6cYhgW/gwIGq+FQC25NPPqluMKAbPnw4kpOTVb9IyTk2bdpUdQcJCwuzTSP1nBIcW7ZsqXKoXbp0UX0viYiIClOAZrxljoVIca406tn703kUi8wqhr2uQYDdNMe2+c6qZ168hIPNsup5m61vg6Bwv71NLxFRriUmJSG6RQvVduVaVXI58duzbRFE4pLcES8AKBLh6dSQT0tOljtpSL0CEMGDichq/DZQDsYezGqR9fSQR5d7OjXk0x58MPvpIct5MBFZDZ8eQkREZIKBkoiIyAQDJRERkQkGSiIiIhMMlERERCYYKImIiEwwUBIREZlgoCQiIjLBQElERGTCb+/MMw8dsWz6dgSGeDol5PPeeQdITwdCeDARWZHfBsoT2IG4mz2dCrKEmjU9nQIiciMWvRIREZlgoCQiIjLht0WvN6A9/voBCAoFKjXzdGrIp61fD6SlAaGhQDMeTERW47eBsgOmYPULWY/ZYqCkAhk7NvsxWwyURJbDolciIiITDJREREQmGCiJiIhMMFASERGZYKAkIiIywUBJRERkgoGSiIjIBAMlERGRCb8NlJeQhJAIIDjc0ykhnxceDkREZL0TkeX47Z153kdNIBnqNawBcGyb5ukkka9auNDTKSAiN/LbHCUREVFuMFASERGZYKAkIiIy4bd1lPdgHMJRHBdxDqsw3NPJIV/27rtAYiIQFQUMGeLp1BCRi/ltoKyDrohCeSTiHwZKKpjvvst+zBYDJZHlsOiViIjIBAMlERGRCQZKIiIiEwyUREREJhgoiYiITDBQEhERmWCgJCIiMsFASUREZMJvbziwH8sQjlhcxFlPJ4V83R13ZN+Zh4gsx28D5VL093QSyCpefNHTKSAiN2LRKxERkQkGSiIiIhMMlERERCb8to6yH7YiEmWQhJOYioaeTg75sh49gH//BUqUAD7/3NOpISIX89tAKUFSHrNFVGASJOUxW0RkSSx6JSIiMsFASUREZIKBkoiIyAQDJRERkQkGSiIiIhMMlERERCYYKImIiEwwUBIREZnw2xsOrMJwhKAo0pHi6aSQr3v6aSA1FQgL83RKiMhXcpTHjh1D9+7dUaJECYSHh6NOnTrYtm2b7XtN0zB69GiULVtWfd+qVSscOHDAbh5nz55Ft27dEBUVhZiYGPTp0wdJSUkuS+NOzMMOfKreiQqkTRugU6esdyKyHJcHynPnzuGOO+5ASEgIVqxYgd27d+Odd95B8eLFbdOMGzcOkydPxpQpU7B582ZERESgdevWSJWr8iskSO7atQurVq3C0qVLsW7dOvTr18/VySUiIircote33noLFSpUwIwZM2zjqlSpYpebnDRpEkaOHImOHTuqcZ999hni4uKwePFiPPLII9izZw9WrlyJrVu3okGDBmqa9957D+3atcP48eNRrlw5VyebiIiocHKU33zzjQpuDz74IEqXLo26deti2rRptu8PHTqEkydPquJWXXR0NBo1aoSNGzeqz/Iuxa16kBQyfWBgoMqBOpOWlobExES7l5kSuAGlcJN6JyqQw4eBP//Meiciy3F5oPzrr7/w0UcfoXr16vjuu+8wYMAAPP3005g1a5b6XoKkkBykkXzWv5N3CbJGwcHBiI2NtU3jaOzYsSrg6i/J1ZrphdUYhF3qnahABg4EHn44652ILMflgTIzMxP16tXDG2+8oXKTUq/Yt29fVR/pTiNGjMD58+dtr6NHj7p1eURE5B9cHiilJetNN91kN65mzZo4cuSIGi5Tpox6j4+Pt5tGPuvfyfsph+f7Xb58WbWE1adxFBoaqlrIGl9EREReFyilxeu+ffvsxu3fvx+VKlWyNeyRYLd6dXaRp9QnSt1j48aN1Wd5T0hIwPbt223TrFmzRuVWpS6TiIjIZ1u9Dhs2DE2aNFFFrw899BC2bNmCqVOnqpcICAjA0KFD8dprr6l6TAmco0aNUi1ZO0lftCs50DZt2tiKbNPT0zF48GDVIpYtXomIyKcDZcOGDfH111+rOsMxY8aoQCjdQaRfpG748OFITk5W9ZeSc2zatKnqDhJmuLPJnDlzVHBs2bKlau3apUsX1feSiIjI529h16FDB/XKieQqJYjKKyfSwnXu3LnuSB4REVGu8aboREREJhgoiYiITDBQEhERmfDbx2xNRUMEIgiZyPB0UsjXffYZkJEBBAV5OiVE5AZ+GyiT4PxWeER5VrIkNxqRhbHolYiIyJ9zlDVaRHs6CURE5MMsHyhzUh99UQSRuIQkbEf2Y8CI8mzRIiAlBShaFOjcmRuQyGL8NlDeidGIQnkk4h8GSiqYTz4B5Cb+8mg4Bkoiy2EdJRERkQkGSiIiIhMMlERERCYYKImIiEwwUBIREZlgoCQiIjLBQElERGSCgZKIiMiE395w4F/sRyrOIxnxnk4K+bqKFYHISCA21tMpISI38NtAOQstPZ0EsoopUzydAiJyIxa9EhERmWCgJCIiMsFASUREZMJv6yg7YzaKoiRScAaL0N3TySFfNnIkkJAAxMQAr73m6dQQkYv5baCsjDttj9kiKpAdO7Ifs0VElsOiVyIiIhMMlERERCYYKImIiEwwUBIREZlgoCQiIjLBQElERGSCgZKIiMgEAyUREZEJv73hwHZMQxii1aO2iAqkUycgKSnrUVtEZDl+GyjXYoynk0BW0a+fp1NARG7EolciIiITDJREREQmGCiJiIhM+G0d5TM4ant6yARU8HRyyJe1a5f99JDlyz2dGiJyMeYoiYiITDBQEhERmWCgJCIiMsFASUREZIKBkoiIyAQDJRERkQkGSiIiIhMMlERERCYYKImIiEz47Z15FqE7ghCKDKR5Oink68aMAdLTgZAQT6eEiNzAbwPlYaz1dBLIKho08HQKiMiNWPRKRERkgoGSiIjIhN8WvVbGnbY6ShbDUoFs25ZdR8liWCLL8dtA2Rmz+Zgtco3Ro/mYLSILY9ErERGRCQZKIiIiEwyUREREngyUb775JgICAjB06FDbuNTUVAwaNAglSpRAZGQkunTpgvj4eLv/O3LkCNq3b4+iRYuidOnSeO6553D58mV3J5eIiKjwAuXWrVvx8ccf4+abb7YbP2zYMHz77bdYsGAB1q5di+PHj6Nz58627zMyMlSQvHTpEjZs2IBZs2Zh5syZGC2NJoiIiKwQKJOSktCtWzdMmzYNxYsXt40/f/48Pv30U0yYMAF333036tevjxkzZqiAuGnTJjXN999/j927d2P27Nm49dZb0bZtW7z66qv44IMPVPAkIiLy+UApRauSK2zVqpXd+O3btyM9Pd1ufI0aNVCxYkVs3LhRfZb3OnXqIC4uzjZN69atkZiYiF27djldXlpamvre+CIiIvLKfpTz58/Hjh07VNGro5MnT6JIkSKIiYmxGy9BUb7TpzEGSf17/Ttnxo4di1deecWFa0FEROSGHOXRo0cxZMgQzJkzB2FhYYW2jUeMGKGKdfWXpIOIiMjrcpRStHrq1CnUq1fPrnHOunXr8P777+O7775T9YwJCQl2uUpp9VqmTBk1LO9btmyxm6/eKlafxlFoaKh65dYEVMjzuhE5tXw5NwyRhbk8R9myZUvs3LkTv/76q+3VoEED1bBHHw4JCcHq1att/7Nv3z7VHaRx48bqs7zLPCTg6latWoWoqCjcdNNNrk4yERFR4eUoixUrhtq1a9uNi4iIUH0m9fF9+vTBM888g9jYWBX8nnrqKRUcb7/9dvX9vffeqwJijx49MG7cOFUvOXLkSNVAKC+5RiIiIp+8KfrEiRMRGBiobjQgrVWlReuHH35o+z4oKAhLly7FgAEDVACVQNurVy+MkSfJExERFaIATdM0WJB0D4mOjs7x+zsxGmGIRirOYy3G4Ng2794MmRcv4WCzsWq42fo2CAr32we/eJ+pU6XjMBAZCfTr5+nUEJFBYlISolu0UI08pQQzP/z2bFsffW2P2ZJASZRvixdnP2aLgZLIcnhTdCIiIhMMlERERCb8MlA2xygUQzlPJ4OIiHyA39VRDkcCwhGFAASoz8VwHUqilqeTRUREXsqvcpRd8a1dkBQyPBC/ezRdRETkvfwmUAYgEDegvS1IasjuDhKIQCwd6MHEERGR1/KbQPkYfrILkhdwzO77E/a3liUiIvKvQFkRd9iGD2ClbdiYs/xlZqEni4iIvJxfBMpqaKeKXvXAOBftcBhrcRDfIQ0XbNPtmOrBRJLvkiflyH2KDU/MISLr8ItWr+2RfR/Z88h6TuUidFfvcneeYTiiimUzLwEZl4Egv9gq5DKvvcaNSWRhfpGjjDY8e3Ixetp9J7ewy0S67XO320fiugbZrWKJiMi/WT5QxuEWWyOeTGSqIldHf+IH2/BtGFSo6SMiIu9m+UB5D8bZAmUCDjudZikG2Br1RCCuUNNHRETeLdifWrv+D2/ahnthtQqKyYjHLLSEhgwEIFj1qSyFmzyUWvJJ/fsDZ88CsbHAlCmeTg0RuZjlA2UIiqp3yTH+gk9t40vghiuP2cp6ZuVZ/IWSuEENN8eLHkot+aQjR7IesyXPpCQiy7F00Ws1tLEVu6YjBRoyc5x2Oz62DV+PewolfURE5P0sHShvw1O24WPYZjrtNnxkq6cMR6zb00ZERL7B0oGyPG63DW/GZNNp03ERGbikhgMRhET7O9wREZGfsnSgDLtS/yg5xX1YfM3pz+FP2/Dur9yaNCIi8hGWDpT6besuI9W0flK3C9nR8ch6tyaNiIh8hMUDZVZDnjPYn6vptyP7Zq8XWPRKRERWD5S6vbkodhXy6K1MZKjhzPSs+74SEZF/s3ygdOw/eS0p+Nc2HP+LmxJFREQ+w/I3HJC6ycQrTwwxWosxKIJIXIJ9J/ET2I7qaKuGD6wEyjUstKSSr3riCSAlBSiadXMLIrIWywfKVCQ4Hb8d03Js0KMHypPMUVJudO7M7URkYZYvej2FnXmafg8W2m48kHTSTYkiIiKfYflAuQ9L8zR9Gs4jE1mteORBzplZbXuIiMhPWTpQSs5wF750+l0kyiAK16l3Ryk4Yxs+vcetSSQrOHMGiI/Peiciywn2x4Y8oh+2Xnl6yD+YgAp2353ELyiGsmr48GogrnahJJd8Vc+eWU8PKV0aWL7c06khIhezdI4yDYn5+r8DWGEbPrHDhQkiIiKfY+lA+W8u78jjaC+W2IYT/nZhgoiIyOdYOlAexk/5+j9jcW16sgsTREREPsfSgTK3t65zJjjiyoAGXDznsiQREZGPsXSgPH6NhzWbiS6fPXxkg2vSQ0REvsfSgVLvD5kfZW7NHj7GQElE5LcsHSgLokKz7OHTez2ZEiIi8iQGyhyUrZs9nBJfSHuDiIi8DgNlDoJDgYCgrOHLqYW4R4iIyKtY+s48ZmahJQIRbFqPGRYDXLzyeMqEw0BM5cJLH/mQDz8EMjKAoCtXVkRkKX4bKHNzM4KY67MD5T+bGSgpB5V5BUVkZSx6NVG2Xvbw8a2FsDeIiMjrMFCauK5R9vDZA4WwN4iIyOv4bdFrHXRFCIoiHSnYiXlOpylVM3s4hU9QopysXAmkpgJhYUCbNtxORBbjt4HyHoyzPWYrp0AZFAIEBgOZl4GMNEDTgICAQk8qebvJk7Mfs8VASWQ5LHq9hrCS2cPnDrl5bxARkddhoLyGWEODxmOb3Lw3iIjI6zBQXkOcoeUrH+JMROR/GCivocLt2cNnD7p5bxARkddhoLyG2OrZw8mn3Lw3iIjI6zBQXoO0fA240jY48xKgZRbCXiEiIq/BQJkLRQ0tXxP+duPeICIir8NAmQsxlbKHj212494gIiKv47eBMgkn1c0G5P1aytTPHj7xi3vTRT6oRImsmw3IOxFZjt/emWcqGuZ62vK3Ads/zBo+u899aSIf9fnnnk4BEbmR3+Yo86LEjdnDSac9mRIiIvL5QDl27Fg0bNgQxYoVQ+nSpdGpUyfs22efDUtNTcWgQYNQokQJREZGokuXLoiPj7eb5siRI2jfvj2KFi2q5vPcc8/h8uWcH7JcaC1f5Z6vbPlKROQ3XB4o165dq4Lgpk2bsGrVKqSnp+Pee+9FcnKybZphw4bh22+/xYIFC9T0x48fR+fOnW3fZ2RkqCB56dIlbNiwAbNmzcLMmTMxevRoeEq4ofrp/FGPJYOIiApZgKbJMzHc5/Tp0ypHKAGxefPmOH/+PEqVKoW5c+figQceUNPs3bsXNWvWxMaNG3H77bdjxYoV6NChgwqgcXFxapopU6bg+eefV/MrUqTINZebmJiI6OjoHL/vgCkIRywu4iyWov9V3x/bZr9Zlg0Ejm/JGm4yHKj1EApV5sVLONhsrBputr4NgsL9tnrZ+7z+uhxwQFQU8OKLnk4NERkkJiUhukULFXui5DfqjXWUkjgRGxur3rdv365yma1atbJNU6NGDVSsWFEFSiHvderUsQVJ0bp1axX8du3a5XQ5aWlp6nvjy8wNaI9aeFC950YZwz1fj2/L1b+Qv/j5Z2D16qx3IrIctwbKzMxMDB06FHfccQdq166txp08eVLlCGNiYuymlaAo3+nTGIOk/r3+XU51o5KD1F8VKlRw6bpUaJQ9/O9+l86aiIj8NVBKXeUff/yB+fPnw91GjBihcq/66+hR11YklqiRPZzMlq9ERH7DbRVdgwcPxtKlS7Fu3TqUL1/eNr5MmTKqkU5CQoJdrlJavcp3+jRbtlypEDR8r3/nTGhoqHq5u+Wrdjmr5WtmBhAY5LbFERGRVXOU0jZIguTXX3+NNWvWoEqVKnbf169fHyEhIVgtdTpXSPcR6Q7SuHFj9Vned+7ciVOnsh/XIS1opSL2pptugqeEZ1WzKmz5SkTkH4LdUdwqLVqXLFmi+lLqdYpSbxgeHq7e+/Tpg2eeeUY18JHg99RTT6ngKC1ehXQnkYDYo0cPjBs3Ts1j5MiRat7uzDVeS0wVIOVK7D66AShe2WNJISIiX81RfvTRR6qOsEWLFihbtqzt9cUXX9immThxour+ITcakC4jUpy6aNEi2/dBQUGq2FbeJYB2794dPXv2xJgxY+BJ5Yz3fN3qyZQQEZHP5ihz0y0zLCwMH3zwgXrlpFKlSli+fDm8SfnGwLYr93z996CnU0NERIWB93rNgxLVs4cvnnHD3iAiIq/jt7d32Yl5CEdxXMS5XP9PYDAQGAJkpme9MtKzWsOSn2vdOvvOPERkOX4bKFdheL7v+Zp85Z4H/+4DSmfdR4H82ZAhnk4BEbkRi17zKNZQ/HqEdywjIrI8Bso8us7wvOcT2128N4iIyOswUOZRhTuyhxMOuXhvEBGR1/HbOsrB2INiKIcLOI73UTPX/xdTKXs4NcE9aSMf06ULcOYMULIksHChp1NDRC7mtznKIohEKKLUe14F6TcH0oBL2c+jJn918SIgDyaXdyKyHL8NlAURWTZ7+J+sR2gSEZFFMVDmQ1yd7OG/17twbxARkddhoMyHis2zh+N3unBvEBGR12GgzIfyWQ85UVKyHpNJREQWxUCZDyHh2VsuQx7inOnivUJERF6DgTKfQmOyh8/sdtHeICIir8NA6YInify52kV7g4iIvA4DpQvu0HN8s4v2BhEReR2/vTPPUvRHMMJxGc47iV/XIMDu87Ft9g+krtIS2DwhazjxiPvSST5gxAggLQ0I1e9EQURW4reBcj+WFej/i8VlD19OLXh6yIc1a+bpFBCRG7HotQBCDHe/+/eAC/YGERF5HQbKAih+ffbw/oJlUImIyEv5baAsi3ooj9vVe35VMtyh558NrkkX+aA9e4Dff896JyLL8ds6yq5YgiiURyL+wQRUyNc8qrcDtr6fNXz+qGvTRz7k2WeBU6eA0qWB5cs9nRoicjG/zVG6QkTp7GEtHcjM8GRqiIjIHRgoC6hIsezh49sKOjciIvI2DJQFVKJG9vAePtyeiMhyGCgL6Ib22cMnfino3IiIyNswUBaQ3KFHl3auoHMjIiJvw0DpikduBWV/TjpZ0DkSEZE3YaB0gWJlsod3znfFHImIyFswULpApbuyhw/94Io5EhGRt2CgdIHaj2QPJ8e7Yo5EROQt/PbOPO+jJgIQAA32j88qaNGrzC7lX6BoiQLPlnzFggWApgEB9o9mIyJr8Nsc5SUkIQ0X1LsrhMVmD/860yWzJF8REQFERma9E5Hl+G2gdGc3kT+/82RKiIjIlRgoXaTu49nDqWddNVciIvI0v62jbIxhCEUU0pCIjZjo0huki9N7gFI1Czxb8gWzZwPJyVlFr927ezo1RORifhwon7E9ZssVgVJElgOSjmcNb5oI3DfVJbMlbzd3bvZjthgoiSyHRa8udHOP7OGTv7pyzkRE5CkMlC50UxfDh0wg9YIr505ERJ7AQOlCAYFAYGj255/Hu3LuRETkCQyULnZ9q+zhQytdPXciIipsDJQu1vT57GEtA0hLdvUSiIioMDFQulhIUSDA0Jb4x5GuXgIRERUmBko3qNo6e/joencsgYiICgsDpRs0+6/955O/u2MpRERUGPz2hgMnsAPncRQpOO3yeQeHAkHhQMbFrM8rhwKPrXH5Yshb3HgjEBcHxMR4OiVE5AZ+GyjnoaNb5998FPDjlZxleiKQnpJVf0kWNNE1d3YiIu/Eolc3qXav/edFhrv2EBGR72CgdKPrDY16Ev8GLl9y59KIiMgdGChz6boGAXav3Lj7NfvP891b2ktERG7gt3WUXbEERVFKNeZxV31lQABQvgnwz4aszxdPA2f/AmKvd8viyFOGDQMSErIa87C+kshy/DZHWRb1UAGN1bs7tZ1s/3nhQ25dHHnCvn3Azp1Z70RkOX4bKAtTvQH2n7940FMpISKivGKgLAT1+wABIdmfEw8BGyYUxpKJiKigGCgLyWNr7T/vmgtsfr+wlk5ERPnFQFlIrWCDiwCtHQLj7zOBLx7IbwqIiAj+Hig/+OADVK5cGWFhYWjUqBG2bNkCX1bx9qvrKxMPA9MaAAe+91SqiIjIJwPlF198gWeeeQYvvfQSduzYgVtuuQWtW7fGqVOn4Ov1lY0Nz6zU/fTfrIA5427gQrwnUkZERD7Vj3LChAno27cvHn/8cfV5ypQpWLZsGaZPn44XXnghV/OIQnkEXLkW0KBdGc6UHo4IQJAaL+8xqHxlimwyhZFmG6fZfS/zzEQmajeoajd+/cKDCLhyGaLJv+gv6Vt5G9DuE2D5E1en+XIiML/91eNlVs30D10eAKLCgLAwICICKFIECA7OegUGAkFBWZ04ZcEyTiUAWeObNgXKls0aJ9PIS09kZmbWu8xDxstneclntXJX5injbAkLzBqXkZE9L306fVqZRp9On6dMo4/Tl68v25gex3k6jhOO85R3SY8+jXE6fb2Ny9bT7rjejuP0NDput0tXbrkk7zt22C9bXx/HbWZcZ+N0+jh9W8jLuB/0ZevzM6ZHH6+nLadl6/M0HheO29y43vq216czzlOfLqdxjvvVeGw4jtMZ949jevT/NVuOs/nlNJ3jfpB1dNwHztKtT69z3A/Olu84Tv8f4741Oy6M/2tkTJP+vb7djMs2ptG4HXPaPsblaoZxztbZcXvkhnE/Otvmjoy/e/mNGdPoLA1XPgckJ+ctXc4WrWnGPeAdLl26hKJFi+Krr75Cp06dbON79eqFhIQELFmy5Kr/SUtLUy/d+fPnMb1iBVv4MwY+Z+P08c7G5eb/87IcW8S85rhsxXAU9TBdDTfD6whCOvIjt0suyDhPpqegPLlsb0tPYR0rhbEc/SQXkI9xhbUcV6TRE8vWDMPesGxn4+RdYkd0dDQsk6M8c+YMMjIyECePLjKQz3v37nX6P2PHjsUrr7xSSCkkIiJfcuHCBWsFyvwYMWKEqtPUZWZm4uzZsyhRogQC8lok4EKJiYmoUKECjh49iqioKFiR1dfR6usnuI6+j/vQOSk0lSBZrlw55JdXBsqSJUsiKCgI8fH2rVrkc5kyZZz+T2hoqHoZxXjRg3TlBGvVk6y/rKPV109wHX0f9+HV8puT9OpWr0WKFEH9+vWxevVquxyifG7cuLFH00ZERP7FK3OUQopRpfFOgwYNcNttt2HSpElITk62tYIlIiLy60D58MMP4/Tp0xg9ejROnjyJW2+9FStXrryqgY+3k+Jg6QvqWCxsJVZfR6uvn+A6+j7uQ/fxyu4hRERE3sIr6yiJiIi8BQMlERGRCQZKIiIiEwyUREREJhgo3fC4rwULFqBGjRpq+jp16mD58uV230v7KWnNW7ZsWYSHh6NVq1Y4cOCA3TSyPLmjkPH15ptvwhfWb9GiRbj33nttd0X69ddfr5pHamoqBg0apKaJjIxEly5drrrBhK+vY4sWLa7ah/3794e3r196ejqef/55NT4iIkLd0aRnz544fvy43TzkzlfdunVTHdzl5h59+vRBUlKSW9bPU+voy7/Dl19+WX0v61e8eHF1ntm8ebNl9mFu19El+1BavVLO5s+frxUpUkSbPn26tmvXLq1v375aTEyMFh8f73T6n3/+WQsKCtLGjRun7d69Wxs5cqQWEhKi7dy50zbNm2++qUVHR2uLFy/WfvvtN+3+++/XqlSpol28eNE2TaVKlbQxY8ZoJ06csL2SkpJ8Yv0+++wz7ZVXXtGmTZumnpnyyy+/XDWf/v37axUqVNBWr16tbdu2Tbv99tu1Jk2auHz9PLmOd955p1qWcR+eP3/e69cvISFBa9WqlfbFF19oe/fu1TZu3KjddtttWv369e3m06ZNG+2WW27RNm3apK1fv16rVq2a1rVrV5evnyfX0Zd/h3PmzNFWrVql/fnnn9off/yh9enTR4uKitJOnTpliX2Y23V0xT5koLwG+fEMGjTI9jkjI0MrV66cNnbsWKfTP/TQQ1r79u3txjVq1Eh78skn1XBmZqZWpkwZ7e2337Z9Lz/a0NBQbd68eXY7d+LEiZqvrZ/RoUOHnAYRWV854BcsWGAbt2fPHjWtnLCssI56oBwyZIjmbu5cP92WLVvUev7999/qs5y45PPWrVtt06xYsUILCAjQjh07pllhHa3yO9TJRZqs3w8//GDZfXjeYR1dtQ9Z9HqNx31t375dZed1gYGB6vPGjRud/o+MN04v5IHT+vSHDh1SN1AwTiP3IZRiCMd5SvGAFO3VrVsXb7/9Ni5fvgxvX7/ckGVK0ZdxPlJ8UrFixTzNx5vXUTdnzhx17+LatWurG/enpKTAF9dPHlsnRVb6/ZNlWhmWO2fpZJ6ybMeiL19dRyv9DmUZU6dOVeeaW265xZL78JKTdXTVPvTaO/P46uO+JAg6m17G69/r43KaRjz99NOoV68eYmNjsWHDBnWSPXHihHqgtTevX27ItHI/X8cTUl7n483rKB599FFUqlRJ1X/9/vvvqk5s3759qn7Tl9ZP6pMl7V27drXdFF6mLV26tN10wcHB6nj1xX3obB2t8DtcunQpHnnkEXWBJm0iVq1apS7crLQPl5qso6v2IQOllzI+Muzmm29WgeXJJ59Uz9208q3UrKRfv362YWmIID/ili1b4s8//0TVqlXhCyTn/9BDD6kGaB999BGsyGwdff13eNddd6mGZhKopk2bptZTcouOAdKX3XWNdXTFPmTRq4sf9yXjzabX3/MyTyFFs1JccPjwYXjz+uWGTCvFJPLE8YLMx5vXMad9KA4ePAhfWD89gPz999/qKt2Y05JpT506ZTe9HJ/SitKX9qHZOlrhdyitQatVq4bbb78dn376qcoxyruV9mGEyTq6ah8yULr4cV8y3ji9kB+gPn2VKlXUjjZOIw9clSsgs0eIyRWTlOm78krQHeuXG7LMkJAQu/lIkeSRI0dc/hg1T62jM3oXEslZevv66QFEui398MMPqn7HcR5yoSP1Tro1a9aoZesXBL6+jlb8Hcp809LSLLMPr7WOLtuHBWoK5AekSbO0SJ05c6ZqJdavXz/VpPnkyZPq+x49emgvvPCCXZPm4OBgbfz48aol50svveS0e4jMY8mSJdrvv/+udezY0a57yIYNG1QrrV9//VU1e549e7ZWqlQprWfPnj6xfv/++69qBbps2TLVAk2WIZ+lWbaxe0jFihW1NWvWqO4hjRs3Vi938MQ6Hjx4UDVJl3WTlrGyr6+//nqtefPmXr9+ly5dUl2Wypcvr45BY7P6tLQ0u64FdevW1TZv3qz973//06pXr+7WrgWFvY6+/DuU7g8jRoxQrcgPHz6sjsPHH39cLUO6UVhhHyblYh1dtQ8ZKHPhvffeUyd16QMkTZylz5GxC0CvXr3spv/yyy+1G264QU1fq1YtdTI1ki4io0aN0uLi4tRObdmypbZv3z7b99u3b1fNoKWvZVhYmFazZk3tjTfe0FJTUzVfWL8ZM2ao4OH4kgNdJxcFAwcO1IoXL64VLVpU+89//mMXSH19HY8cOaKCYmxsrNrH0j/tueeec0s/Slevn97lxdnrxx9/tLtYkJNqZGSk6rsmJ6kLFy64Zf08sY6+/DuU35f8pqT7hXxftmxZdWEgXWCMfHkfXszFOrpqH/IxW0RERCZYR0lERGSCgZKIiMgEAyUREZEJBkoiIiITDJREREQmGCiJiIhMMFASERGZYKAkIiIywUBJRERkgoGSiIjIBAMlERGRCQZKIiIi5Oz/ASQreS41xRzpAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the M phase separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", " operation_name='separate_M_phase',\n", ")\n", "plt.title('First Refinement: Separate M Phase (p21)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "e0621660", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Strip plot\n", "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", " operation_name='separate_M_phase',\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=False,\n", " title='First Refinement: Separate M Phase (p21)'\n", ")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "670c3786", "metadata": {}, "source": [ "---\n", "\n", "## Second Refinement: G1, S, G2\n", "\n", "Use **DNA content** (Int_Intg_DNA_nuc) to refine the G1/S/G2 population into individual phases. DNA content increases through these phases: G1 (2n) → S (2n-4n) → G2 (4n)." ] }, { "cell_type": "markdown", "id": "15d3de39", "metadata": {}, "source": [ "### Exploratory Visualization\n", "\n", "Explore DNA content distribution to decide between automatic GMM or manual thresholds:" ] }, { "cell_type": "code", "execution_count": 15, "id": "300264c7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Explore DNA content distribution in G1/S/G2 cells only\n", "fig, (ax_strip, ax_hist) = seq_gmm.plot_feature_strip_plot_exploratory(\n", " feature='Int_Intg_DNA_nuc',\n", " obs_label='cell_cycle_phase',\n", " value_to_subset='G1/S/G2', # Only look at G1/S/G2 cells (not M or G0)\n", " hist_kwargs={'bins': 50, 'color': 'mediumseagreen'},\n", " scatter_density=True,\n", " x_axis_limits=(3, 15)\n", ")\n", "plt.suptitle('Exploratory: DNA Content in G1/S/G2 Cells - Looking for 3 phases')\n", "plt.show()\n", "\n", "# From this plot, we can:\n", "# - See if 3 components are appropriate\n", "# - Identify potential manual threshold locations (e.g., around 6 and 9)\n", "# - Check for outliers or overlapping distributions" ] }, { "cell_type": "code", "execution_count": 16, "id": "be34b921", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Second refinement complete!\n", "\n", "Final label distribution:\n", "cell_cycle_phase\n", "G1 3968\n", "S 1151\n", "G2 948\n", "G0 695\n", "M 34\n", "G1/S/G2 0\n", "G1/S/G2/M 0\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Refine G1/S/G2 population to separate individual phases\n", "seq_gmm.refine_labels_with_manual_thresholds(\n", " feature='Int_Intg_DNA_nuc',\n", " obs_label='cell_cycle_phase',\n", " value_to_refine='G1/S/G2',\n", " manual_thresholds=[6, 9],\n", " ordered_labels=['G1', 'S', 'G2'],\n", " operation_name='separate_G1_S_G2',\n", ")\n", "\n", "print(\"Second refinement complete!\")\n", "print(f\"\\nFinal label distribution:\")\n", "print(seq_gmm.adata.obs['cell_cycle_phase'].value_counts())" ] }, { "cell_type": "markdown", "id": "1d7005a3", "metadata": {}, "source": [ "### Visualize Results" ] }, { "cell_type": "code", "execution_count": 17, "id": "135b4f3a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", "# Plot the G1/S/G2 separation\n", "seq_gmm.plot_hist_distribution_with_boundaries(\n", " operation_name='separate_G1_S_G2',\n", " hist_kwargs=hist_kwargs,\n", " x_axis_limits=(3, 12)\n", ")\n", "plt.title('Second Refinement: G1, S, G2 (DNA Content)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "3000e542", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Strip plot\n", "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", "seq_gmm.plot_strip_plot_histogram_with_decision_boundaries(\n", " operation_name='separate_G1_S_G2',\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=False\n", ")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "cfb977ce", "metadata": {}, "outputs": [], "source": [ "adata_final = seq_gmm.return_adata()" ] }, { "cell_type": "markdown", "id": "f3f0ef7a", "metadata": {}, "source": [ "---\n", "\n", "## Utility Functions" ] }, { "cell_type": "markdown", "id": "9e72ac6d", "metadata": {}, "source": [ "### Generate Thresholding Report" ] }, { "cell_type": "code", "execution_count": 20, "id": "95acbb4c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Thresholding Report\n", "==================================================\n", "\n", "1. initial_pRB_split (Standard Thresholding)\n", "--------------------------------------------\n", " Feature: pRB (nuc median)\n", " Layer: None\n", " Obs column: cell_cycle_phase\n", " Components: 2\n", " Thresholds: [0.0083]\n", " Labels: ['G0', 'G1/S/G2/M']\n", " Cell counts: G1/S/G2/M=6101, G0=695\n", "\n", "2. separate_M_phase (Refinement) of cell_cycle_phase\n", "----------------------------------------------------\n", " Feature: pp21 (nuc median)\n", " Layer: None\n", " Obs column: cell_cycle_phase\n", " Components: 2\n", " Thresholds: [0.0067]\n", " Labels: ['G1/S/G2', 'M']\n", " Refined from: ['G1/S/G2/M']\n", " Cell counts: G1/S/G2=6067, M=34\n", "\n", "3. separate_G1_S_G2 (Refinement) of cell_cycle_phase\n", "----------------------------------------------------\n", " Feature: Int_Intg_DNA_nuc\n", " Layer: None\n", " Obs column: cell_cycle_phase\n", " Components: N/A (manual thresholds)\n", " Thresholds: [6.0000, 9.0000]\n", " Labels: ['G1', 'S', 'G2']\n", " Refined from: ['G1/S/G2']\n", " Cell counts: G1=3968, S=1151, G2=948\n", "\n", "==================================================\n", "Total operations: 3\n", "Operation types:\n", " - standard: 1\n", " - refinement: 1\n", " - refinement_manual: 1\n" ] } ], "source": [ "# Generate a text report using the method from the base class\n", "report = seq_gmm.generate_thresholding_report(\n", " output_format='text'\n", ")\n", "print(report)" ] }, { "cell_type": "markdown", "id": "3d29eb18", "metadata": {}, "source": [ "Or as a DataFrame for further analysis:" ] }, { "cell_type": "code", "execution_count": 21, "id": "45566d5d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
OperationTypeFeatureLayerObs LabelComponentsThresholdsLabelsParentRefined FromTotal Cells
01. initial_pRB_splitstandardpRB (nuc median)Nonecell_cycle_phase20.0083G0, G1/S/G2/MNoneN/A6796
12. separate_M_phaserefinementpp21 (nuc median)Nonecell_cycle_phase20.0067G1/S/G2, Mcell_cycle_phaseG1/S/G2/M6101
23. separate_G1_S_G2refinement_manualInt_Intg_DNA_nucNonecell_cycle_phaseN/A (manual thresholds)6.0000, 9.0000G1, S, G2cell_cycle_phaseG1/S/G26067
\n", "
" ], "text/plain": [ " Operation Type Feature Layer \\\n", "0 1. initial_pRB_split standard pRB (nuc median) None \n", "1 2. separate_M_phase refinement pp21 (nuc median) None \n", "2 3. separate_G1_S_G2 refinement_manual Int_Intg_DNA_nuc None \n", "\n", " Obs Label Components Thresholds Labels \\\n", "0 cell_cycle_phase 2 0.0083 G0, G1/S/G2/M \n", "1 cell_cycle_phase 2 0.0067 G1/S/G2, M \n", "2 cell_cycle_phase N/A (manual thresholds) 6.0000, 9.0000 G1, S, G2 \n", "\n", " Parent Refined From Total Cells \n", "0 None N/A 6796 \n", "1 cell_cycle_phase G1/S/G2/M 6101 \n", "2 cell_cycle_phase G1/S/G2 6067 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate a DataFrame report\n", "report_df = seq_gmm.generate_thresholding_report(\n", " output_format='dataframe'\n", ")\n", "display(report_df)" ] }, { "cell_type": "markdown", "id": "295a119d", "metadata": {}, "source": [ "### Boolean Label Combination\n", "\n", "Combine categorical labels with boolean operators (AND, OR, XOR) for advanced filtering. This example identifies cells that are both in a specific treatment group AND in certain cell cycle phases." ] }, { "cell_type": "code", "execution_count": 22, "id": "7eeb71b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Combined label distribution:\n", "control_and_G2M\n", "other 6499\n", "control_G2M 297\n", "Name: count, dtype: int64\n" ] } ], "source": [ "from cc_mapping.utils import create_boolean_label_combination\n", "\n", "# Create synthetic treatment labels for demonstration\n", "np.random.seed(42)\n", "n_cells = len(adata_final)\n", "adata_final.obs['treatment'] = pd.Categorical(\n", " np.random.choice(['Drug_A', 'Drug_B', 'Control'], size=n_cells)\n", ")\n", "\n", "# Combine two categorical labels using boolean operators\n", "# Note: Parameter names are obs_key_1, match_values_1, output_obs_key, true_label, false_label\n", "adata_final = create_boolean_label_combination(\n", " adata_final,\n", " obs_key_1='treatment',\n", " match_values_1=['Control'],\n", " obs_key_2='cell_cycle_phase',\n", " match_values_2=['G2', 'M'], # Combine G2 and M phases\n", " operator='AND', # Find cells that are BOTH Control AND in G2 or M phase\n", " output_obs_key='control_and_G2M',\n", " true_label='control_G2M',\n", " false_label='other',\n", " overwrite=False # Default: raises error if output_obs_key already exists\n", ")\n", "\n", "print(\"Combined label distribution:\")\n", "print(adata_final.obs['control_and_G2M'].value_counts())" ] }, { "cell_type": "code", "execution_count": null, "id": "9b1e47a8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "test_cc_mapping", "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": "3.10.19" } }, "nbformat": 4, "nbformat_minor": 5 }