{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5b2b5551",
   "metadata": {},
   "source": [
    "# BPNet Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8fd2f614",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:44:42.238178Z",
     "start_time": "2026-03-30T22:44:42.222454Z"
    }
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import h5py\n",
    "import glob\n",
    "import shutil\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "16edb2a9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:44:44.291499Z",
     "start_time": "2026-03-30T22:44:44.280321Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1456feec",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:44:46.317376Z",
     "start_time": "2026-03-30T22:44:46.307068Z"
    }
   },
   "outputs": [],
   "source": [
    "def explore_h5(filename):\n",
    "    def print_structure(name, obj):\n",
    "        if isinstance(obj, h5py.Group):\n",
    "            print(f\"[Group] {name}\")\n",
    "        elif isinstance(obj, h5py.Dataset):\n",
    "            print(f\"[Dataset] {name}, shape={obj.shape}, dtype={obj.dtype}\")\n",
    "\n",
    "    with h5py.File(filename, \"r\") as f:\n",
    "        f.visititems(print_structure)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c5a7fc1",
   "metadata": {},
   "source": [
    "## Predicted vs actual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "26e0a3c9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:31.177429Z",
     "start_time": "2026-03-30T22:46:31.170410Z"
    }
   },
   "outputs": [],
   "source": [
    "model = 'Reh_RUNX1_B'\n",
    "mean_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V2/predictions/{model}/with_bias/mean_predictions.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "284b717f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:31.544091Z",
     "start_time": "2026-03-30T22:46:31.421445Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Dataset] coords_chrom, shape=(5811,), dtype=object\n",
      "[Dataset] coords_end, shape=(5811,), dtype=int64\n",
      "[Dataset] coords_start, shape=(5811,), dtype=int64\n",
      "[Dataset] pred_logcounts, shape=(5811, 2), dtype=float32\n",
      "[Dataset] pred_prof, shape=(5811, 1000, 2), dtype=float32\n"
     ]
    }
   ],
   "source": [
    "explore_h5(mean_predictions_h5_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "86209900",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:33.495108Z",
     "start_time": "2026-03-30T22:46:33.322371Z"
    }
   },
   "outputs": [],
   "source": [
    "with h5py.File(mean_predictions_h5_file, \"r\") as f:\n",
    "    coords_chrom = f['coords_chrom'][:]\n",
    "    coords_start = f['coords_start'][:]\n",
    "    coords_end = f['coords_end'][:]\n",
    "    pred_logcounts = f[\"pred_logcounts\"][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "a649ad04",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:35.907027Z",
     "start_time": "2026-03-30T22:46:35.898449Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[b'chr10' b'chr10' b'chr10' ... b'chrX' b'chrX' b'chrX']\n",
      "[100185526 100346055 100346648 ...  73943741  74614155  78103543]\n",
      "[100186526 100347055 100347648 ...  73944741  74615155  78104543]\n"
     ]
    }
   ],
   "source": [
    "print(coords_chrom)\n",
    "print(coords_start)\n",
    "print(coords_end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "97d76919",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:46.887423Z",
     "start_time": "2026-03-30T22:46:46.825528Z"
    }
   },
   "outputs": [],
   "source": [
    "# Reorder coords as true_logcounts regions may not be in the same order as mean h5 file\n",
    "fold_0_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V2/predictions/{model}/with_bias/fold_0/model_split000_predictions.h5'\n",
    "with h5py.File(fold_0_predictions_h5_file, \"r\") as f:\n",
    "    coords_chrom = f['coords/coords_chrom'][:]\n",
    "    coords_start = f['coords/coords_start'][:]\n",
    "    coords_end = f['coords/coords_end'][:]\n",
    "    true_logcounts = f[\"predictions/true_logcounts\"][:]\n",
    "    order = np.argsort([str(coords_chrom[i])+\"_\"+str(coords_start[i])+\"_\"+str(coords_end[i]) for i in range(coords_chrom.shape[0])])\n",
    "    coords_chrom = coords_chrom[order]\n",
    "    coords_start = coords_start[order]\n",
    "    coords_end = coords_end[order]\n",
    "    true_logcounts = true_logcounts[order]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "a3de8add",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:48.055542Z",
     "start_time": "2026-03-30T22:46:48.047054Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['chr10' 'chr10' 'chr10' ... 'chrX' 'chrX' 'chrX']\n",
      "[100185526 100346055 100346648 ...  73943741  74614155  78103543]\n",
      "[100186526 100347055 100347648 ...  73944741  74615155  78104543]\n"
     ]
    }
   ],
   "source": [
    "print(coords_chrom)\n",
    "print(coords_start)\n",
    "print(coords_end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "aa40f4ab",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:48.584265Z",
     "start_time": "2026-03-30T22:46:48.573992Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3.8491757, 3.8688698],\n",
       "       [3.8256047, 3.6944578],\n",
       "       [4.252885 , 4.293079 ],\n",
       "       ...,\n",
       "       [3.3225975, 3.3496377],\n",
       "       [3.7929783, 3.8327377],\n",
       "       [3.9972513, 4.000544 ]], dtype=float32)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_logcounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "f32b8bad",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:49.481059Z",
     "start_time": "2026-03-30T22:46:49.470572Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4.02535152, 3.82864141],\n",
       "       [3.52636051, 3.40119743],\n",
       "       [3.80666256, 4.00733328],\n",
       "       ...,\n",
       "       [3.13549423, 2.77258873],\n",
       "       [3.61091805, 3.40119743],\n",
       "       [4.15888309, 4.23410654]])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_logcounts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "106f0f57",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:50.061596Z",
     "start_time": "2026-03-30T22:46:50.050253Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6427783913966296\n"
     ]
    }
   ],
   "source": [
    "corr_plus = np.corrcoef(pred_logcounts[:, 0], true_logcounts[:, 0])\n",
    "corr_minus = np.corrcoef(pred_logcounts[:, 1], true_logcounts[:, 1])\n",
    "corr_avg = (corr_plus[0, 1] + corr_minus[0, 1])/2\n",
    "print(corr_avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "49ed1ffe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:46:52.295884Z",
     "start_time": "2026-03-30T22:46:52.025545Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Actual log counts')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "ax.scatter(pred_logcounts[:, 0], true_logcounts[:, 0], s=1, color='tab:blue', alpha=0.3)\n",
    "ax.scatter(pred_logcounts[:, 1], true_logcounts[:, 1], s=1, color='tab:blue', alpha=0.3)\n",
    "ax.axline((0, 0), slope=1, linestyle='--', color='gray')\n",
    "ax.set_xlim([pred_logcounts.min(), pred_logcounts.max()])\n",
    "ax.set_ylim([true_logcounts.min(), true_logcounts.max()])\n",
    "ax.set_title(f'{model} (correlation: {corr_avg:.2f})', fontsize=11)\n",
    "ax.set_xlabel('Predicted log counts')\n",
    "ax.set_ylabel('Actual log counts')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6214e1ec",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-18T04:13:12.760763Z",
     "start_time": "2026-01-18T04:13:12.752629Z"
    }
   },
   "source": [
    "Before fusion bias correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "80936226",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:47:16.441075Z",
     "start_time": "2026-03-30T22:47:15.073475Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = ['Reh_RUNX1_B', 'Reh_DMSO_RUNX1', 'Nalm6_RUNX1', 'REH_RUNX1_rep1', 'REH_RUNX1_rep2']\n",
    "\n",
    "num_peaks = []\n",
    "correlations_before_bias_correction = []\n",
    "fig, axs = plt.subplots(1, 5, figsize=(16, 2.5))\n",
    "for i, model in enumerate(models):\n",
    "    mean_predictions_h5_file = f'/users/shouvikm/BPNet/predictions/{model}/mean_predictions.h5'\n",
    "    with h5py.File(mean_predictions_h5_file, \"r\") as f:\n",
    "        pred_logcounts = f[\"pred_logcounts\"][:]\n",
    "    # Reorder coords as true_logcounts regions may not be in the same order as mean h5 file\n",
    "    fold_0_predictions_h5_file = f'/users/shouvikm/BPNet/predictions/{model}/fold_0/model_split000_predictions.h5'\n",
    "    with h5py.File(fold_0_predictions_h5_file, \"r\") as f:\n",
    "        coords_chrom = f['coords/coords_chrom'][:]\n",
    "        coords_start = f['coords/coords_start'][:]\n",
    "        coords_end = f['coords/coords_end'][:]\n",
    "        true_logcounts = f[\"predictions/true_logcounts\"][:]\n",
    "        order = np.argsort([str(coords_chrom[i])+\"_\"+str(coords_start[i])+\"_\"+str(coords_end[i]) \n",
    "                            for i in range(coords_chrom.shape[0])])\n",
    "        true_logcounts = true_logcounts[order]\n",
    "    corr_plus = np.corrcoef(pred_logcounts[:, 0], true_logcounts[:, 0])\n",
    "    corr_minus = np.corrcoef(pred_logcounts[:, 1], true_logcounts[:, 1])\n",
    "    corr_avg = (corr_plus[0, 1] + corr_minus[0, 1])/2\n",
    "    correlations_before_bias_correction.append(corr_avg)\n",
    "    ax = axs[i]\n",
    "    ax.scatter(pred_logcounts[:, 0], true_logcounts[:, 0], s=1, color='lightblue', alpha=0.3)\n",
    "    ax.scatter(pred_logcounts[:, 1], true_logcounts[:, 1], s=1, color='lightblue', alpha=0.3)\n",
    "    ax.axline((0, 0), slope=1, linestyle='--', color='gray')\n",
    "    ax.set_xlim([pred_logcounts.min(), pred_logcounts.max()])\n",
    "    ax.set_ylim([true_logcounts.min(), true_logcounts.max()])\n",
    "    ax.set_title(f'{model} \\n correlation: {corr_avg:.2f}', fontsize=11)\n",
    "    ax.set_xlabel('Predicted log counts')\n",
    "    ax.set_ylabel('Actual log counts')\n",
    "        \n",
    "    peak_file = glob.glob(f'/users/shouvikm/data/Cell_Lines_Ped_Leukemia/Reh/*/{model}/idr_peaks/peaks_inliers.bed')[0]\n",
    "    peaks = pd.read_csv(peak_file, sep='\\t')\n",
    "    num_peaks.append(peaks.shape[0])\n",
    "\n",
    "# plt.suptitle('Predicted vs actual log counts for Reh ChIP-seq BPNet models')\n",
    "plt.subplots_adjust(hspace=0.6, wspace=0.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3b2eaf9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-18T04:13:12.760763Z",
     "start_time": "2026-01-18T04:13:12.752629Z"
    }
   },
   "source": [
    "After fusion bias correction (V1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "1b27c55a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:47:20.768217Z",
     "start_time": "2026-03-30T22:47:19.661577Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = ['Reh_RUNX1_B', 'Reh_DMSO_RUNX1', 'Nalm6_RUNX1', 'REH_RUNX1_rep1', 'REH_RUNX1_rep2']\n",
    "\n",
    "num_peaks = []\n",
    "correlations_after_bias_correction_V1 = []\n",
    "fig, axs = plt.subplots(1, 5, figsize=(16, 2.5))\n",
    "for i, model in enumerate(models):\n",
    "    mean_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V1/predictions/{model}/mean_predictions.h5'\n",
    "    with h5py.File(mean_predictions_h5_file, \"r\") as f:\n",
    "        pred_logcounts = f[\"pred_logcounts\"][:]\n",
    "    # Reorder coords as true_logcounts regions may not be in the same order as mean h5 file\n",
    "    fold_0_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V1/predictions/{model}/fold_0/model_split000_predictions.h5'\n",
    "    with h5py.File(fold_0_predictions_h5_file, \"r\") as f:\n",
    "        coords_chrom = f['coords/coords_chrom'][:]\n",
    "        coords_start = f['coords/coords_start'][:]\n",
    "        coords_end = f['coords/coords_end'][:]\n",
    "        true_logcounts = f[\"predictions/true_logcounts\"][:]\n",
    "        order = np.argsort([str(coords_chrom[i])+\"_\"+str(coords_start[i])+\"_\"+str(coords_end[i]) \n",
    "                            for i in range(coords_chrom.shape[0])])\n",
    "        true_logcounts = true_logcounts[order]\n",
    "    corr_plus = np.corrcoef(pred_logcounts[:, 0], true_logcounts[:, 0])\n",
    "    corr_minus = np.corrcoef(pred_logcounts[:, 1], true_logcounts[:, 1])\n",
    "    corr_avg = (corr_plus[0, 1] + corr_minus[0, 1])/2\n",
    "    correlations_after_bias_correction_V1.append(corr_avg)\n",
    "    ax = axs[i]\n",
    "    ax.scatter(pred_logcounts[:, 0], true_logcounts[:, 0], s=1, color='steelblue', alpha=0.3)\n",
    "    ax.scatter(pred_logcounts[:, 1], true_logcounts[:, 1], s=1, color='steelblue', alpha=0.3)\n",
    "    ax.axline((0, 0), slope=1, linestyle='--', color='gray')\n",
    "    ax.set_xlim([pred_logcounts.min(), pred_logcounts.max()])\n",
    "    ax.set_ylim([true_logcounts.min(), true_logcounts.max()])\n",
    "    ax.set_title(f'{model} \\n correlation: {corr_avg:.2f}', fontsize=11)\n",
    "    ax.set_xlabel('Predicted log counts')\n",
    "    ax.set_ylabel('Actual log counts')\n",
    "        \n",
    "    peak_file = glob.glob(f'/users/shouvikm/data/Cell_Lines_Ped_Leukemia/Reh/*/{model}/idr_peaks/peaks_inliers.bed')[0]\n",
    "    peaks = pd.read_csv(peak_file, sep='\\t')\n",
    "    num_peaks.append(peaks.shape[0])\n",
    "\n",
    "# plt.suptitle('Predicted vs actual log counts for Reh ChIP-seq BPNet models')\n",
    "plt.subplots_adjust(hspace=0.6, wspace=0.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45a93806",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-18T04:13:12.760763Z",
     "start_time": "2026-01-18T04:13:12.752629Z"
    }
   },
   "source": [
    "After fusion bias correction (V2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "fd3d7ee0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:54:54.572668Z",
     "start_time": "2026-03-30T22:54:53.001295Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "models = ['Reh_RUNX1_B', 'Reh_DMSO_RUNX1', 'Nalm6_RUNX1', 'REH_RUNX1_rep1', 'REH_RUNX1_rep2']\n",
    "\n",
    "num_peaks = []\n",
    "correlations_after_bias_correction_V2 = []\n",
    "fig, axs = plt.subplots(1, 5, figsize=(16, 2.5))\n",
    "for i, model in enumerate(models):\n",
    "    mean_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V2/predictions/{model}/with_bias/mean_predictions.h5'\n",
    "    with h5py.File(mean_predictions_h5_file, \"r\") as f:\n",
    "        pred_logcounts = f[\"pred_logcounts\"][:]\n",
    "    # Reorder coords as true_logcounts regions may not be in the same order as mean h5 file\n",
    "    fold_0_predictions_h5_file = f'/users/shouvikm/BPNet/fusion_deconvolution_V2/predictions/{model}/with_bias/fold_0/model_split000_predictions.h5'\n",
    "    with h5py.File(fold_0_predictions_h5_file, \"r\") as f:\n",
    "        coords_chrom = f['coords/coords_chrom'][:]\n",
    "        coords_start = f['coords/coords_start'][:]\n",
    "        coords_end = f['coords/coords_end'][:]\n",
    "        true_logcounts = f[\"predictions/true_logcounts\"][:]\n",
    "        order = np.argsort([str(coords_chrom[i])+\"_\"+str(coords_start[i])+\"_\"+str(coords_end[i]) \n",
    "                            for i in range(coords_chrom.shape[0])])\n",
    "        true_logcounts = true_logcounts[order]\n",
    "    corr_plus = np.corrcoef(pred_logcounts[:, 0], true_logcounts[:, 0])\n",
    "    corr_minus = np.corrcoef(pred_logcounts[:, 1], true_logcounts[:, 1])\n",
    "    corr_avg = (corr_plus[0, 1] + corr_minus[0, 1])/2\n",
    "    correlations_after_bias_correction_V2.append(corr_avg)\n",
    "    ax = axs[i]\n",
    "    ax.scatter(pred_logcounts[:, 0], true_logcounts[:, 0], s=1, color='navy', alpha=0.3)\n",
    "    ax.scatter(pred_logcounts[:, 1], true_logcounts[:, 1], s=1, color='navy', alpha=0.3)\n",
    "    ax.axline((0, 0), slope=1, linestyle='--', color='gray')\n",
    "    ax.set_xlim([pred_logcounts.min(), pred_logcounts.max()])\n",
    "    ax.set_ylim([true_logcounts.min(), true_logcounts.max()])\n",
    "    ax.set_title(f'{model} \\n correlation: {corr_avg:.2f}', fontsize=11)\n",
    "    ax.set_xlabel('Predicted log counts')\n",
    "    ax.set_ylabel('Actual log counts')\n",
    "        \n",
    "    peak_file = glob.glob(f'/users/shouvikm/data/Cell_Lines_Ped_Leukemia/Reh/*/{model}/idr_peaks/peaks_inliers.bed')[0]\n",
    "    peaks = pd.read_csv(peak_file, sep='\\t')\n",
    "    num_peaks.append(peaks.shape[0])\n",
    "\n",
    "# plt.suptitle('Predicted vs actual log counts for Reh ChIP-seq BPNet models')\n",
    "plt.subplots_adjust(hspace=0.6, wspace=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "c8f94149",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-30T22:56:00.015907Z",
     "start_time": "2026-03-30T22:55:59.616095Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f50203443d0>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlations_before_after_bias_correction = {\n",
    "    'Before deconvolution': correlations_before_bias_correction,\n",
    "    'After deconvolution (V1)': correlations_after_bias_correction_V1,\n",
    "    'After deconvolution (V2)': correlations_after_bias_correction_V2\n",
    "}\n",
    "\n",
    "x = np.arange(len(models))  # the label locations\n",
    "width = 0.25  # the width of the bars\n",
    "multiplier = 0\n",
    "\n",
    "fig, ax = plt.subplots(layout='constrained', figsize=(6, 5), dpi=100)\n",
    "colors = ['lightblue', 'steelblue', 'navy']\n",
    "for label, correlations in correlations_before_after_bias_correction.items():\n",
    "    offset = width * multiplier\n",
    "    rects = ax.bar(x + offset, correlations, width, label=label, \n",
    "                   color=colors[multiplier])\n",
    "    multiplier += 1\n",
    "    \n",
    "ax.set_ylabel('Correlation')\n",
    "ax.set_title('Model performance before/after fusion deconvolution', \n",
    "             fontsize=12)\n",
    "ax.set_xticks(x + width, models, rotation=90)\n",
    "ax.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8f7238ae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-04T22:48:15.179842Z",
     "start_time": "2026-02-04T22:48:15.173346Z"
    }
   },
   "outputs": [],
   "source": [
    "correlations_before_after_bias_correction = {\n",
    "    'Before bias correction': correlations_before_bias_correction,\n",
    "    'After bias correction': correlations_after_bias_correction\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b5b1f9a6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-04T22:51:54.585485Z",
     "start_time": "2026-02-04T22:51:54.577743Z"
    }
   },
   "outputs": [],
   "source": [
    "models_relabeled = {\n",
    "    'RUNX1 1': 'Reh_DMSO_RUNX1',\n",
    "    'RUNX1 2': 'Reh_RUNX1_B',\n",
    "    'RUNX1 3': 'REH_RUNX1_rep2',\n",
    "    'RUNX1 4': 'REH_RUNX1_rep1',\n",
    "    'RUNX1 5': 'Nalm6_RUNX1'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4037250c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-02-04T22:55:18.960796Z",
     "start_time": "2026-02-04T22:55:18.695582Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Correlation (predicted vs actual counts)')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(3, 4), dpi=150)\n",
    "for model_new_label, model_old_label in models_relabeled.items():\n",
    "    model_index = models.index(model_old_label)\n",
    "    plt.plot(['Before', 'After'], \n",
    "             [correlations_before_after_bias_correction['Before bias correction'][model_index], \n",
    "              correlations_before_after_bias_correction['After bias correction'][model_index]], \n",
    "             marker='o', markersize=4, label=model_new_label)\n",
    "plt.ylim([0, 1])\n",
    "plt.legend(title='Native RUNX1 model', loc='lower right', fontsize=8, title_fontsize=8)\n",
    "plt.title('Model performance \\nbefore/after deconvolution', fontsize=10)\n",
    "plt.ylabel('Correlation (predicted vs actual counts)', fontsize=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "742b5fc5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-18T22:23:12.378255Z",
     "start_time": "2026-01-18T22:23:12.247997Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 4))\n",
    "plt.scatter(num_peaks, correlations_after_bias_correction)\n",
    "plt.ylabel('Pearson correlation')\n",
    "plt.xlabel('Number of peaks')\n",
    "for i, model in enumerate(models):\n",
    "    plt.annotate(model, (num_peaks[i], correlations_after_bias_correction[i]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73340c4e",
   "metadata": {},
   "source": [
    "## Learned motifs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "68ecba7a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-23T23:12:32.542669Z",
     "start_time": "2026-03-23T23:12:32.534210Z"
    }
   },
   "outputs": [],
   "source": [
    "def path_to_image_html(path):\n",
    "    \"\"\"\n",
    "    Converts a file path or URL to an HTML image tag for display in a DataFrame.\n",
    "    \"\"\"\n",
    "    return f'<img src=\"{path}\" width=\"150\">'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d9bcde4b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-23T23:12:41.659391Z",
     "start_time": "2026-03-23T23:12:39.726102Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_4155e_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_4155e_row0_col0\" class=\"data row0 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_4155e_row1_col0\" class=\"data row1 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_4155e_row2_col0\" class=\"data row2 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_4155e_row3_col0\" class=\"data row3 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_3.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_4155e_row4_col0\" class=\"data row4 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_4.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_4155e_row5_col0\" class=\"data row5 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_5.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_4155e_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_4155e_row6_col0\" class=\"data row6 col0\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/pos_patterns.pattern_6.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f5020e49290>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = 'Nalm6_RUNX1'\n",
    "\n",
    "modisco_path = f'modisco/{model}/counts/trimmed_logos/*.cwm.fwd.png'\n",
    "num_motifs = len(glob.glob(modisco_path))\n",
    "num_motifs_to_show = max(5, num_motifs)\n",
    "\n",
    "motif_df = pd.DataFrame()\n",
    "motif_image_paths = []\n",
    "for i in range(num_motifs_to_show):\n",
    "    motif_image_path = f'modisco/{model}/counts/trimmed_logos/pos_patterns.pattern_{i}.cwm.fwd.png'\n",
    "    motif_image_paths.append(motif_image_path)\n",
    "\n",
    "motif_df[model] = motif_image_paths\n",
    "motif_df = motif_df.style.format(path_to_image_html)\n",
    "motif_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "6c8e77de",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-23T23:16:47.367524Z",
     "start_time": "2026-03-23T23:16:47.355791Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_motifs_table(models):\n",
    "    motif_df = pd.DataFrame(index=range(5), columns=models)\n",
    "    motif_df = motif_df.fillna('')\n",
    "    for model in models:\n",
    "        modisco_path = f'modisco/{model}/counts/trimmed_logos/*.cwm.fwd.png'\n",
    "        num_motifs = len(glob.glob(modisco_path))\n",
    "        num_motifs_to_show = min(5, num_motifs)   # show at most top 5 motifs\n",
    "        motif_image_paths = []\n",
    "        for i in range(num_motifs_to_show):\n",
    "            # TODO: hardcoded --> fix\n",
    "            if model == 'Nalm6_RUNX1':\n",
    "                motif_image_path = f'modisco/{model}/counts/trimmed_logos/neg_patterns.pattern_{i}.cwm.fwd.png'\n",
    "            else:\n",
    "                motif_image_path = f'modisco/{model}/counts/trimmed_logos/pos_patterns.pattern_{i}.cwm.fwd.png'\n",
    "            motif_df[model].iloc[i] = motif_image_path\n",
    "\n",
    "    motif_df = motif_df.style.format(path_to_image_html)\n",
    "    return motif_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "29d74c2f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-03-23T23:16:47.971030Z",
     "start_time": "2026-03-23T23:16:47.923401Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_1d6b4_\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th class=\"col_heading level0 col0\" >Reh_DMSO_RUNX1</th>\n",
       "      <th class=\"col_heading level0 col1\" >Reh_RUNX1_B</th>\n",
       "      <th class=\"col_heading level0 col2\" >REH_RUNX1_rep1</th>\n",
       "      <th class=\"col_heading level0 col3\" >REH_RUNX1_rep2</th>\n",
       "      <th class=\"col_heading level0 col4\" >Nalm6_RUNX1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_1d6b4_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_1d6b4_row0_col0\" class=\"data row0 col0\" ><img src=\"modisco/Reh_DMSO_RUNX1/counts/trimmed_logos/pos_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row0_col1\" class=\"data row0 col1\" ><img src=\"modisco/Reh_RUNX1_B/counts/trimmed_logos/pos_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row0_col2\" class=\"data row0 col2\" ><img src=\"modisco/REH_RUNX1_rep1/counts/trimmed_logos/pos_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row0_col3\" class=\"data row0 col3\" ><img src=\"modisco/REH_RUNX1_rep2/counts/trimmed_logos/pos_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row0_col4\" class=\"data row0 col4\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/neg_patterns.pattern_0.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d6b4_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_1d6b4_row1_col0\" class=\"data row1 col0\" ><img src=\"modisco/Reh_DMSO_RUNX1/counts/trimmed_logos/pos_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row1_col1\" class=\"data row1 col1\" ><img src=\"modisco/Reh_RUNX1_B/counts/trimmed_logos/pos_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row1_col2\" class=\"data row1 col2\" ><img src=\"modisco/REH_RUNX1_rep1/counts/trimmed_logos/pos_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row1_col3\" class=\"data row1 col3\" ><img src=\"modisco/REH_RUNX1_rep2/counts/trimmed_logos/pos_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row1_col4\" class=\"data row1 col4\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/neg_patterns.pattern_1.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d6b4_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_1d6b4_row2_col0\" class=\"data row2 col0\" ><img src=\"modisco/Reh_DMSO_RUNX1/counts/trimmed_logos/pos_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row2_col1\" class=\"data row2 col1\" ><img src=\"modisco/Reh_RUNX1_B/counts/trimmed_logos/pos_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row2_col2\" class=\"data row2 col2\" ><img src=\"modisco/REH_RUNX1_rep1/counts/trimmed_logos/pos_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row2_col3\" class=\"data row2 col3\" ><img src=\"modisco/REH_RUNX1_rep2/counts/trimmed_logos/pos_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row2_col4\" class=\"data row2 col4\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/neg_patterns.pattern_2.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d6b4_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_1d6b4_row3_col0\" class=\"data row3 col0\" ><img src=\"modisco/Reh_DMSO_RUNX1/counts/trimmed_logos/pos_patterns.pattern_3.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row3_col1\" class=\"data row3 col1\" ><img src=\"\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row3_col2\" class=\"data row3 col2\" ><img src=\"modisco/REH_RUNX1_rep1/counts/trimmed_logos/pos_patterns.pattern_3.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row3_col3\" class=\"data row3 col3\" ><img src=\"modisco/REH_RUNX1_rep2/counts/trimmed_logos/pos_patterns.pattern_3.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row3_col4\" class=\"data row3 col4\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/neg_patterns.pattern_3.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_1d6b4_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_1d6b4_row4_col0\" class=\"data row4 col0\" ><img src=\"modisco/Reh_DMSO_RUNX1/counts/trimmed_logos/pos_patterns.pattern_4.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row4_col1\" class=\"data row4 col1\" ><img src=\"\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row4_col2\" class=\"data row4 col2\" ><img src=\"modisco/REH_RUNX1_rep1/counts/trimmed_logos/pos_patterns.pattern_4.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row4_col3\" class=\"data row4 col3\" ><img src=\"modisco/REH_RUNX1_rep2/counts/trimmed_logos/pos_patterns.pattern_4.cwm.fwd.png\" width=\"150\"></td>\n",
       "      <td id=\"T_1d6b4_row4_col4\" class=\"data row4 col4\" ><img src=\"modisco/Nalm6_RUNX1/counts/trimmed_logos/neg_patterns.pattern_4.cwm.fwd.png\" width=\"150\"></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f5022777210>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "native_runx1_models = ['Reh_DMSO_RUNX1', 'Reh_RUNX1_B', 'REH_RUNX1_rep1', 'REH_RUNX1_rep2',\n",
    "                       'Nalm6_RUNX1']\n",
    "plot_motifs_table(native_runx1_models)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62cd3cb6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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