{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "acf57be5",
   "metadata": {},
   "source": [
    "# Universal Decomposition of Perturbation Effects"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bbabca5",
   "metadata": {},
   "source": [
    "In this tutorial, we will systematically analyze a perturb-seq dataset by decomposing the perturbation effects on to the globally defined principal axes of cell state transitions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9ddaf721",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import scanpy as sc"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c48144db",
   "metadata": {},
   "source": [
    "## Load and preprocess the perturb-seq dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "447eb1f8",
   "metadata": {},
   "source": [
    "Load the example perturb-seq dataset. This is a CRISPRi dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9f7881d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 65337 × 32738\n",
       "    obs: 'perturbation', 'read count', 'UMI count', 'tissue_type', 'cell_line', 'cancer', 'disease', 'perturbation_type', 'celltype', 'organism', 'ncounts', 'ngenes', 'percent_mito', 'percent_ribo', 'nperts'\n",
       "    var: 'ensembl_id', 'ncounts', 'ncells'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = sc.read_h5ad('data/tutorial_data/AdamsonWeissman2016_GSM2406681_10X010.h5ad')\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ecd8fd3",
   "metadata": {},
   "source": [
    "Normalize the total count of each cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "53fae352",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(adata, target_sum=1e4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00b4dbe9",
   "metadata": {},
   "source": [
    "Let's have a look at what genes are perturbed in this dataset and the number of cells for each perturbation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6bcfb126",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63(mod)_pBA580\t6010\n",
      "Gal4-4(mod)_pBA582\t1283\n",
      "IER3IP1_pDS002\t1222\n",
      "SEC61B_pDS033\t1185\n",
      "ASCC3_pDS052\t1142\n",
      "DNAJC19_pDS026\t1000\n",
      "HSPA9_pDS088\t894\n",
      "HSPA5_pDS017\t881\n",
      "YIPF5_pDS186\t817\n",
      "SAMM50_pDS156\t817\n",
      "TARS_pDS405\t803\n",
      "XRN1_pDS411\t788\n",
      "GBF1_pDS043\t760\n",
      "TIMM23_pDS284\t757\n",
      "DAD1_pDS499\t752\n",
      "SEC61A1_pDS032\t740\n",
      "AMIGO3_pDS434\t715\n",
      "SRPRB_pDS404\t703\n",
      "SRP68_pDS403\t699\n",
      "UFM1_pDS040\t692\n",
      "TELO2_pDS496\t691\n",
      "FECH_pDS494\t683\n",
      "MRPL39_pDS498\t683\n",
      "IARS2_pDS091\t673\n",
      "SCYL1_pDS160\t669\n",
      "DARS_pDS495\t664\n",
      "IDH3A_pDS393\t663\n",
      "DERL2_pDS042\t656\n",
      "SEC63_pDS218\t654\n",
      "TTI2_pDS408\t653\n",
      "SYVN1_pDS442\t650\n",
      "SEC61G_pDS440\t650\n",
      "SPCS3_pDS402\t647\n",
      "OST4_pDS353\t646\n",
      "ATP5B_pDS055\t644\n",
      "SLMO2_pDS433\t637\n",
      "FARSB_pDS390\t632\n",
      "TMED10_pDS036\t626\n",
      "PSMD4_pDS488\t625\n",
      "EIF2B4_pDS491\t625\n",
      "SLC35B1_pDS046\t621\n",
      "EIF2B2_pDS463\t615\n",
      "ASCC3_pDS051\t614\n",
      "DDRGK1_pDS041\t607\n",
      "GMPPB_pDS391\t606\n",
      "SLC39A7_pDS219\t601\n",
      "SRPR_pDS482\t591\n",
      "TIMM44_pDS430\t590\n",
      "SPCS2_pDS401\t587\n",
      "UFL1_pDS410\t585\n",
      "PDIA6_pDS029\t583\n",
      "IER3IP1_pDS110\t582\n",
      "YIPF5_pDS226\t574\n",
      "MRGBP_pDS124\t570\n",
      "SCYL1_pDS159\t561\n",
      "P4HB_pDS397\t560\n",
      "MANF_pDS027\t554\n",
      "PTDSS1_pDS478\t534\n",
      "TTI1_pDS407\t526\n",
      "DNAJC19_pDS074\t525\n",
      "MARS_pDS394\t523\n",
      "SRP72_pDS505\t520\n",
      "MTHFD1_pDS395\t520\n",
      "EIF2S1_pDS386\t511\n",
      "DHDDS_pDS383\t507\n",
      "NEDD8_pDS396\t506\n",
      "TMED2_pDS175\t505\n",
      "GNPNAT1_pDS506\t503\n",
      "CARS_pDS460\t501\n",
      "STT3A_pDS011\t499\n",
      "HYOU1_pDS089\t494\n",
      "ARHGAP22_pDS458\t490\n",
      "SEC61B_pDS162\t483\n",
      "CHERP_pDS024\t479\n",
      "SARS_pDS467\t473\n",
      "TMEM167A_pDS038\t468\n",
      "KCTD16_pDS096\t464\n",
      "SEC61A1_pDS031\t451\n",
      "SOCS1_pDS479\t450\n",
      "AARS_pDS381\t447\n",
      "SEL1L_pDS373\t443\n",
      "IARS2_pDS090\t438\n",
      "EIF2B3_pDS508\t415\n",
      "HSD17B12_pDS087\t404\n",
      "DDOST_pDS382\t382\n",
      "CCND3_pDS006\t379\n",
      "QARS_pDS510\t379\n",
      "HARS_pDS466\t325\n",
      "ATF4_pBA608\t325\n",
      "HSPA5_pDS371\t301\n",
      "COPZ1_pDS462\t282\n",
      "CAD_pDS468\t281\n",
      "PPWD1_pDS398\t234\n",
      "COPB1_pDS065\t225\n",
      "GBF1_pDS044\t198\n",
      "EIF2AK3_pBA572\t141\n",
      "*\t101\n",
      "PSMD12_pDS008\t49\n",
      "ERN1_pBA575\t43\n",
      "ERN1_pBA574\t40\n",
      "XBP1_pBA579\t34\n",
      "PSMA1_pDS007\t29\n",
      "XBP1_pBA578\t28\n",
      "IER3IP1_pDS003\t26\n",
      "ATF4_pBA577\t23\n",
      "EIF2AK3_pBA573\t20\n",
      "CCND3_pDS005\t18\n",
      "C7orf26_pDS004\t12\n",
      "PSMD12_pDS009\t11\n",
      "ATF6_pBA586\t10\n",
      "YIPF5_pDS001\t9\n",
      "ATF4_pBA576\t5\n",
      "62(mod)_pBA581\t2\n",
      "STT3A_pDS010\t1\n"
     ]
    }
   ],
   "source": [
    "condition_col = 'perturbation'\n",
    "condition_cell_counts = adata.obs[condition_col].value_counts()\n",
    "for c in condition_cell_counts.index:\n",
    "    print(f'{c}\\t{condition_cell_counts.loc[c]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d23ee02",
   "metadata": {},
   "source": [
    "Let's perform a quality control. Let's filter out perturbation with too few cells and perturbations that don't effectively knock down the target genes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "97c1bd8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_752705/3671995774.py:33: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  fc = np.mean(perturbed_exps) / np.mean(control_exps)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>perturbed_gene</th>\n",
       "      <th>control_condition</th>\n",
       "      <th>fc</th>\n",
       "      <th>pval</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>condition</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SEC61B_pDS033</th>\n",
       "      <td>SEC61B</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.173211</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASCC3_pDS052</th>\n",
       "      <td>ASCC3</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.117991</td>\n",
       "      <td>1.549447e-94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DNAJC19_pDS026</th>\n",
       "      <td>DNAJC19</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.162940</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HSPA9_pDS088</th>\n",
       "      <td>HSPA9</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.287186</td>\n",
       "      <td>1.990341e-254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HSPA5_pDS017</th>\n",
       "      <td>HSPA5</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.462840</td>\n",
       "      <td>4.543529e-96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COPZ1_pDS462</th>\n",
       "      <td>COPZ1</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.306617</td>\n",
       "      <td>2.228928e-69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAD_pDS468</th>\n",
       "      <td>CAD</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.211891</td>\n",
       "      <td>2.448909e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PPWD1_pDS398</th>\n",
       "      <td>PPWD1</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.305571</td>\n",
       "      <td>1.135729e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COPB1_pDS065</th>\n",
       "      <td>COPB1</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.503718</td>\n",
       "      <td>1.162430e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GBF1_pDS044</th>\n",
       "      <td>GBF1</td>\n",
       "      <td>63(mod)_pBA580</td>\n",
       "      <td>0.331636</td>\n",
       "      <td>2.903447e-04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               perturbed_gene control_condition        fc           pval\n",
       "condition                                                               \n",
       "SEC61B_pDS033          SEC61B    63(mod)_pBA580  0.173211   0.000000e+00\n",
       "ASCC3_pDS052            ASCC3    63(mod)_pBA580  0.117991   1.549447e-94\n",
       "DNAJC19_pDS026        DNAJC19    63(mod)_pBA580  0.162940   0.000000e+00\n",
       "HSPA9_pDS088            HSPA9    63(mod)_pBA580  0.287186  1.990341e-254\n",
       "HSPA5_pDS017            HSPA5    63(mod)_pBA580  0.462840   4.543529e-96\n",
       "...                       ...               ...       ...            ...\n",
       "COPZ1_pDS462            COPZ1    63(mod)_pBA580  0.306617   2.228928e-69\n",
       "CAD_pDS468                CAD    63(mod)_pBA580  0.211891   2.448909e-17\n",
       "PPWD1_pDS398            PPWD1    63(mod)_pBA580  0.305571   1.135729e-08\n",
       "COPB1_pDS065            COPB1    63(mod)_pBA580  0.503718   1.162430e-07\n",
       "GBF1_pDS044              GBF1    63(mod)_pBA580  0.331636   2.903447e-04\n",
       "\n",
       "[87 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "control_condition = '63(mod)_pBA580' # The control condition\n",
    "n_cell_threshold = 100 # The minimum number of cells required for a condition to be considered\n",
    "perturbation_dict = {\n",
    "    'condition' : [],\n",
    "    'perturbed_gene' : [],\n",
    "    'control_condition': [],\n",
    "    'fc': [],\n",
    "    'pval': [],\n",
    "}\n",
    "\n",
    "for c in condition_cell_counts.index:\n",
    "    \n",
    "    # Ignore conditions with too few cells\n",
    "    if condition_cell_counts.loc[c] < n_cell_threshold:\n",
    "        continue\n",
    "    \n",
    "    # Extract the perturbed genes from the condition name\n",
    "    perturbed_genes = c.split('_')\n",
    "    perturbed_genes = np.intersect1d(perturbed_genes, adata.var.index)\n",
    "    \n",
    "    # Only consider single gene perturbations\n",
    "    if len(perturbed_genes) != 1:\n",
    "        continue\n",
    "    pg = perturbed_genes[0]\n",
    "    \n",
    "    # Get the expression of the perturbed gene in the control and perturbed conditions\n",
    "    control_exps = adata[adata.obs[condition_col] == control_condition, pg\n",
    "                         ].X.toarray().reshape(-1)\n",
    "    perturbed_exps = adata[adata.obs[condition_col] == c, pg\n",
    "                           ].X.toarray().reshape(-1)\n",
    "    \n",
    "    # Calculate the fold-change and p-val for the perturbed gene\n",
    "    fc = np.mean(perturbed_exps) / np.mean(control_exps)\n",
    "    pval = scipy.stats.mannwhitneyu(control_exps, perturbed_exps, alternative='two-sided')[1]\n",
    "\n",
    "    # Only keep the perturbations that are effective\n",
    "    if (fc < 0.8) and (pval < 1e-2):\n",
    "        perturbation_dict['condition'].append(c)\n",
    "        perturbation_dict['perturbed_gene'].append(pg)\n",
    "        perturbation_dict['control_condition'].append(control_condition)\n",
    "        perturbation_dict['fc'].append(fc)\n",
    "        perturbation_dict['pval'].append(pval)\n",
    "        \n",
    "\n",
    "perturbation_df = pd.DataFrame(perturbation_dict).set_index('condition')\n",
    "perturbation_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df66eb5d",
   "metadata": {},
   "source": [
    "Next, we compute the pseudo-bulk expression profile of each condition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4a48491a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 88/88 [00:43<00:00,  2.04it/s]\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>gene_symbol</th>\n",
       "      <th>MIR1302-10</th>\n",
       "      <th>FAM138A</th>\n",
       "      <th>OR4F5</th>\n",
       "      <th>RP11-34P13.7</th>\n",
       "      <th>RP11-34P13.8</th>\n",
       "      <th>AL627309.1</th>\n",
       "      <th>RP11-34P13.14</th>\n",
       "      <th>RP11-34P13.9</th>\n",
       "      <th>AP006222.2</th>\n",
       "      <th>RP4-669L17.10</th>\n",
       "      <th>...</th>\n",
       "      <th>KIR3DL2-1</th>\n",
       "      <th>AL590523.1</th>\n",
       "      <th>CT476828.1</th>\n",
       "      <th>PNRC2-1</th>\n",
       "      <th>SRSF10-1</th>\n",
       "      <th>AC145205.1</th>\n",
       "      <th>BAGE5</th>\n",
       "      <th>CU459201.1</th>\n",
       "      <th>AC002321.2</th>\n",
       "      <th>AC002321.1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63(mod)_pBA580</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000095</td>\n",
       "      <td>0.003224</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000555</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000388</td>\n",
       "      <td>0.009653</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AARS_pDS381</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006999</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000964</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011662</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARHGAP22_pDS458</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003068</td>\n",
       "      <td>0.002012</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011770</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASCC3_pDS051</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003492</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.008839</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ASCC3_pDS052</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001639</td>\n",
       "      <td>0.002893</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.012430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UFL1_pDS410</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001283</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.009231</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UFM1_pDS040</th>\n",
       "      <td>0.000432</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000763</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009446</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>XRN1_pDS411</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.002461</td>\n",
       "      <td>0.005934</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000889</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.011627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YIPF5_pDS186</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006665</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000531</td>\n",
       "      <td>0.011071</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YIPF5_pDS226</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.004654</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.001212</td>\n",
       "      <td>0.015296</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>88 rows × 32738 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "gene_symbol      MIR1302-10  FAM138A  OR4F5  RP11-34P13.7  RP11-34P13.8  \\\n",
       "63(mod)_pBA580     0.000000      0.0    0.0           0.0      0.000095   \n",
       "AARS_pDS381        0.000000      0.0    0.0           0.0      0.000000   \n",
       "ARHGAP22_pDS458    0.000000      0.0    0.0           0.0      0.003068   \n",
       "ASCC3_pDS051       0.000000      0.0    0.0           0.0      0.000000   \n",
       "ASCC3_pDS052       0.000000      0.0    0.0           0.0      0.001639   \n",
       "...                     ...      ...    ...           ...           ...   \n",
       "UFL1_pDS410        0.000000      0.0    0.0           0.0      0.000000   \n",
       "UFM1_pDS040        0.000432      0.0    0.0           0.0      0.000763   \n",
       "XRN1_pDS411        0.000000      0.0    0.0           0.0      0.002461   \n",
       "YIPF5_pDS186       0.000000      0.0    0.0           0.0      0.000000   \n",
       "YIPF5_pDS226       0.000000      0.0    0.0           0.0      0.000000   \n",
       "\n",
       "gene_symbol      AL627309.1  RP11-34P13.14  RP11-34P13.9  AP006222.2  \\\n",
       "63(mod)_pBA580     0.003224            0.0           0.0    0.000555   \n",
       "AARS_pDS381        0.006999            0.0           0.0    0.000964   \n",
       "ARHGAP22_pDS458    0.002012            0.0           0.0    0.000000   \n",
       "ASCC3_pDS051       0.003492            0.0           0.0    0.000000   \n",
       "ASCC3_pDS052       0.002893            0.0           0.0    0.001667   \n",
       "...                     ...            ...           ...         ...   \n",
       "UFL1_pDS410        0.001283            0.0           0.0    0.000000   \n",
       "UFM1_pDS040        0.000000            0.0           0.0    0.000000   \n",
       "XRN1_pDS411        0.005934            0.0           0.0    0.000889   \n",
       "YIPF5_pDS186       0.006665            0.0           0.0    0.000000   \n",
       "YIPF5_pDS226       0.004654            0.0           0.0    0.001430   \n",
       "\n",
       "gene_symbol      RP4-669L17.10  ...  KIR3DL2-1  AL590523.1  CT476828.1  \\\n",
       "63(mod)_pBA580             0.0  ...        0.0         0.0         0.0   \n",
       "AARS_pDS381                0.0  ...        0.0         0.0         0.0   \n",
       "ARHGAP22_pDS458            0.0  ...        0.0         0.0         0.0   \n",
       "ASCC3_pDS051               0.0  ...        0.0         0.0         0.0   \n",
       "ASCC3_pDS052               0.0  ...        0.0         0.0         0.0   \n",
       "...                        ...  ...        ...         ...         ...   \n",
       "UFL1_pDS410                0.0  ...        0.0         0.0         0.0   \n",
       "UFM1_pDS040                0.0  ...        0.0         0.0         0.0   \n",
       "XRN1_pDS411                0.0  ...        0.0         0.0         0.0   \n",
       "YIPF5_pDS186               0.0  ...        0.0         0.0         0.0   \n",
       "YIPF5_pDS226               0.0  ...        0.0         0.0         0.0   \n",
       "\n",
       "gene_symbol       PNRC2-1  SRSF10-1  AC145205.1  BAGE5  CU459201.1  \\\n",
       "63(mod)_pBA580   0.000388  0.009653         0.0    0.0         0.0   \n",
       "AARS_pDS381      0.000000  0.011662         0.0    0.0         0.0   \n",
       "ARHGAP22_pDS458  0.000000  0.011770         0.0    0.0         0.0   \n",
       "ASCC3_pDS051     0.000000  0.008839         0.0    0.0         0.0   \n",
       "ASCC3_pDS052     0.000000  0.012430         0.0    0.0         0.0   \n",
       "...                   ...       ...         ...    ...         ...   \n",
       "UFL1_pDS410      0.000954  0.009231         0.0    0.0         0.0   \n",
       "UFM1_pDS040      0.000000  0.009446         0.0    0.0         0.0   \n",
       "XRN1_pDS411      0.000000  0.011627         0.0    0.0         0.0   \n",
       "YIPF5_pDS186     0.000531  0.011071         0.0    0.0         0.0   \n",
       "YIPF5_pDS226     0.001212  0.015296         0.0    0.0         0.0   \n",
       "\n",
       "gene_symbol      AC002321.2  AC002321.1  \n",
       "63(mod)_pBA580          0.0         0.0  \n",
       "AARS_pDS381             0.0         0.0  \n",
       "ARHGAP22_pDS458         0.0         0.0  \n",
       "ASCC3_pDS051            0.0         0.0  \n",
       "ASCC3_pDS052            0.0         0.0  \n",
       "...                     ...         ...  \n",
       "UFL1_pDS410             0.0         0.0  \n",
       "UFM1_pDS040             0.0         0.0  \n",
       "XRN1_pDS411             0.0         0.0  \n",
       "YIPF5_pDS186            0.0         0.0  \n",
       "YIPF5_pDS226            0.0         0.0  \n",
       "\n",
       "[88 rows x 32738 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "def get_cluster_mean_expression_matrix(adata, cluster_column):\n",
    "    '''Get a dataframe of mean gene expression of each cluster.'''\n",
    "    cluster_names = np.unique(adata.obs[cluster_column].values)\n",
    "    cluster_mean_df = pd.DataFrame(np.zeros((len(cluster_names), adata.shape[1]), dtype=np.float32), \n",
    "                                   index=cluster_names, columns=adata.var.index)\n",
    "    \n",
    "    for c in tqdm(cluster_names):\n",
    "        X_c = adata[adata.obs[cluster_column] == c].X\n",
    "        cluster_mean_df.loc[c] = X_c.mean(axis=0)\n",
    "    \n",
    "    return cluster_mean_df\n",
    "\n",
    "# Get mean expressions of each condition\n",
    "selected_conditions = np.unique(list(perturbation_df.index) \n",
    "                                + list(perturbation_df['control_condition']))\n",
    "adata_selected = adata[adata.obs[condition_col].isin(selected_conditions)]\n",
    "\n",
    "condition_mean_exp_df = get_cluster_mean_expression_matrix(adata_selected, \n",
    "                                                           condition_col)\n",
    "condition_mean_exp_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ddd6e38",
   "metadata": {},
   "source": [
    "Now we can compute the pseudo-bulk perturbation-induced gene expression shift vector for each perturbation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca8dc9bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 87/87 [00:00<00:00, 1193.11it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 87 × 32738\n",
       "    obs: 'perturbed_gene', 'control_condition', 'fc', 'pval'\n",
       "    var: 'ensembl_id', 'ncounts', 'ncells'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import anndata\n",
    "\n",
    "X_perturb = []\n",
    "\n",
    "# Iterate through the perturbations\n",
    "for c in tqdm(perturbation_df.index):\n",
    "    \n",
    "    # Compute the log1p normalized mean expression of the perturbed and control conditions\n",
    "    control_c = perturbation_df.loc[c, 'control_condition']\n",
    "    x_pert = condition_mean_exp_df.loc[c].values.astype(np.float32)\n",
    "    x_ctl = condition_mean_exp_df.loc[control_c].values.astype(np.float32)\n",
    "    x_pert = np.log1p(x_pert / x_pert.sum() * 1e4)\n",
    "    x_ctl = np.log1p(x_ctl / x_ctl.sum() * 1e4)\n",
    "\n",
    "    # Compute the difference in mean expression between the perturbed and control conditions\n",
    "    X_perturb.append(x_pert - x_ctl)\n",
    "\n",
    "X_perturb = np.array(X_perturb)\n",
    "\n",
    "# Create the perturbation anndata\n",
    "adata_perturb = anndata.AnnData(\n",
    "    X=X_perturb, \n",
    "    obs=perturbation_df.copy(),\n",
    "    var=adata.var.copy(),\n",
    ")\n",
    "\n",
    "adata_perturb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "accdb912",
   "metadata": {},
   "source": [
    "## Project perturbation effects onto the principal axes of cell state transitions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e737bfb6",
   "metadata": {},
   "source": [
    "Let's mask out the direct target genes of each perturbation to focus on the downstream effect of the perturbed genes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0e3ce8f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Mask out the direct target genes\n",
    "for i in range(adata_perturb.shape[0]):\n",
    "    pg = adata_perturb.obs['perturbed_gene'].iloc[i]\n",
    "    \n",
    "    if pg in adata_perturb.var_names:\n",
    "        adata_perturb.X[i, adata_perturb.var_names.get_loc(pg)] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55bef31f",
   "metadata": {},
   "source": [
    "Now we can compute the gene expression program shift scores for the globally defined gene expression programs, which represent the principal axes of cell state transitions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4567457e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the pre-defined global gene expression programs\n",
    "gene_exp_cluster_df = pd.read_csv('data/tutorial_data/gene_exp_program_annotation.csv', index_col=0).set_index('gene_name')\n",
    "adata_perturb.var['gene_exp_cluster'] = gene_exp_cluster_df['cluster_name']\n",
    "\n",
    "# Initialize the gene program matrix\n",
    "adata_perturb.uns['gene_program_names'] = list(gene_exp_cluster_df['cluster_name'].unique())\n",
    "adata_perturb.obsm['gene_program'] = np.zeros((adata_perturb.shape[0], len(adata_perturb.uns['gene_program_names'])))\n",
    "\n",
    "# Compute the gene program matrix\n",
    "for i in range(len(adata_perturb.uns['gene_program_names'])):\n",
    "    genes = list(gene_exp_cluster_df[gene_exp_cluster_df['cluster_name'] == adata_perturb.uns['gene_program_names'][i]].index)\n",
    "    genes = np.intersect1d(genes, adata_perturb.var_names)\n",
    "    if len(genes) == 0:\n",
    "        continue\n",
    "    scale_factor = np.sqrt(len(genes))\n",
    "    adata_perturb.obsm['gene_program'][:, i] = scale_factor * np.mean(adata_perturb[:, genes].X, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0bcb207d",
   "metadata": {},
   "source": [
    "Let's define the order of the gene expression programs to plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7aecd442",
   "metadata": {},
   "outputs": [],
   "source": [
    "gene_program_order = [\n",
    "    'chromatin structure', 'DNA replication/repair', 'cell cycle (G1/S)', 'cell cycle (prometaphase)', 'cell cycle (M phase)', \n",
    "    'spliceosome', 'proliferation',\n",
    "    'ribosome biogenesis', 'ribosomal protein genes', 'mitochondrial encoded', 'cholesterol biosynthesis', 'mitochondrial ribosome', \n",
    "    'Golgi vesicle transport', 'unfolded protein response', \n",
    "    'integrated stress response', 'p53 signaling', 'lysosome/autophagy',  \n",
    "    'pluripotency', 'Hox genes', 'glia', 'neural development', 'neuronal', 'peripheral neurons', \n",
    "    'visual perception', 'retinal epithelium', 'melanin biosynthesis', \n",
    "    'epithelial', 'respiratory epithelium', 'kidney', 'intestine', 'pancreatic', 'pancreatic islet', 'liver', 'epidermal', \n",
    "    'mesothelial', 'adipocyte',  'mesenchymal', 'smooth muscle', 'endothelial', 'bone', \n",
    "    'interferon signaling', 'TNF signaling', 'immune system', 'myeloid', 'macrophage', 'B cell', 'T cell', 'natural killer',\n",
    "    'mast cell', 'erythroid', 'megakaryocyte',    \n",
    "    'muscle', 'heart', 'cilia', \n",
    "    ]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22979316",
   "metadata": {},
   "source": [
    "Now we can comprehensively plot how each perturbation from this dataset push the cell state to change along each principal axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d9cc6ad3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(25, 4))\n",
    "\n",
    "# Plot a column for each expression program\n",
    "for i in range(len(gene_program_order)):\n",
    "    x = i - 0.25 + (np.arange(adata_perturb.shape[0]) / adata_perturb.shape[0] / 2)\n",
    "\n",
    "    idx = adata_perturb.uns['gene_program_names'].index(gene_program_order[i])\n",
    "    y = adata_perturb.obsm['gene_program'][:, idx]\n",
    "\n",
    "    ax.axvline(i, color='lightgray', lw=0.5, zorder=-1)\n",
    "    ax.scatter(x, y, s=1, edgecolor='none', c='gray', rasterized=True)\n",
    "\n",
    "    # Highlight the top and bottom 3 perturbations\n",
    "    top_shift_indices = list(np.argsort(y)[:3]) + list(np.argsort(y)[-3:])\n",
    "    for j in top_shift_indices:\n",
    "        if np.abs(y[j]) > 0.5:\n",
    "            ax.text(x[j], y[j], adata_perturb.obs['perturbed_gene'].iloc[j], fontsize=10)\n",
    "            ax.scatter(x[j], y[j], s=6, edgecolor='red', c='none', linewidth=0.8)\n",
    "            #print(gene_program_order[i], adata_perturb.obs['perturbed_gene_name'].iloc[j], f'{y[j]:.2f}')\n",
    "\n",
    "\n",
    "ax.axhline(0, color='lightgray', lw=0.5, zorder=-1)\n",
    "ax.set_xticks(np.arange(len(gene_program_order)), gene_program_order, rotation=45, ha='right')\n",
    "ax.set_xlim(-1, len(gene_program_order))\n",
    "ax.set_xlabel('Gene Expression Programs')\n",
    "ax.set_ylabel('Program Activity')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "307498ff",
   "metadata": {},
   "source": [
    "Here we can see that the major effect of perturbations are turning on stress response pathways and turning down essential programs such as spliceosome and ribosome biogenesis. But we can also find a few examples, such as PSMD4, that affect the differentiation state of the cell along the erythroid axis.\n",
    "\n",
    "We can zoom-into the interesting genes to comprehensively visualize their perturbation effects along major axes of cell state transition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "de621bb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(283.22222222222223, 0.5, 'Gene Expression Programs')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2500x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes_to_show = [\n",
    "   'CARS', 'SARS', 'HSPA9', 'DHDDS', 'EIF2S1', 'PSMD4', 'CAD', \n",
    "     ]\n",
    "\n",
    "adata_to_show = adata_perturb[adata_perturb.obs['perturbed_gene'].isin(genes_to_show)].copy()\n",
    "genes_to_show = [g for g in genes_to_show if g in adata_to_show.obs['perturbed_gene'].values]\n",
    "\n",
    "gene_program_show_df = pd.DataFrame(\n",
    "    index=adata_to_show.obs['perturbed_gene'],\n",
    "    columns=adata_to_show.uns['gene_program_names'],\n",
    "    data=adata_to_show.obsm['gene_program']\n",
    ")\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(25, 3))\n",
    "\n",
    "import seaborn as sns\n",
    "sns.heatmap(gene_program_show_df.loc[genes_to_show, gene_program_order], cmap='seismic', ax=ax, center=0,\n",
    "            cbar_kws={'label': 'RMS'})\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
    "\n",
    "ax.set_xlabel('Perturbed Genes')\n",
    "ax.set_ylabel('Gene Expression Programs')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cae0d3a5",
   "metadata": {},
   "source": [
    "We can check the perturbation-induced expression of individual genes to validate the collective phenotypes such as the erythroid differentiation caused by PSMD4 and CAD perturbation. \n",
    "\n",
    "Let's plot all the genes belonging to the erythroid program."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c30d2ea5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(158.22222222222223, 0.5, 'Perturbed genes')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "perturbed_genes_to_show = [\n",
    "    'PSMD4', 'CAD', \n",
    "\n",
    "]\n",
    "perturbed_genes_to_show = [g for g in perturbed_genes_to_show if g in adata_perturb.obs['perturbed_gene'].values]\n",
    "perturbed_gene_ids = [list(adata_perturb.obs['perturbed_gene']).index(g) for g in perturbed_genes_to_show]\n",
    "\n",
    "target_genes_to_show = sorted(adata_perturb.var[adata_perturb.var['gene_exp_cluster'] == 'erythroid'\n",
    "                                                ].index.values)\n",
    "\n",
    "target_gene_ids = [list(adata_perturb.var.index).index(g) for g in target_genes_to_show]\n",
    "\n",
    "mtx = adata_perturb.X[perturbed_gene_ids, :][:, target_gene_ids]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(15, 2))\n",
    "sns.heatmap(mtx, cmap='coolwarm', center=0, vmin=-0.5, vmax=0.5,\n",
    "              xticklabels=target_genes_to_show, yticklabels=perturbed_genes_to_show,\n",
    "              cbar_kws={'label': 'gene expression shift'},)\n",
    "plt.xlabel('Readout genes')\n",
    "plt.ylabel('Perturbed genes')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16f361f0",
   "metadata": {},
   "source": [
    "Indeed, we can see specific marker genes of erythrocytes, such as the hemoglobins (HBA2, HBE1 and HBQ1) and the transcription factor KLF1, being upregulated by knocking down PSMD4 and CAD."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2892086",
   "metadata": {},
   "source": [
    "## Grouping of perturbations into universal clusters"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd45cb39",
   "metadata": {},
   "source": [
    "So far we have analyzed the principal phenotypes of individual perturbations. We can further gain a comprehensive picture of the coupling between different cellular processes and phenotypes by grouping perturbations into the pre-defined universal clusters.\n",
    "\n",
    "Let's load the pre-defined clusters and compute the mean perturbation effects of each cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9e032faa",
   "metadata": {},
   "outputs": [],
   "source": [
    "pert_cluster_df = pd.read_csv('data/tutorial_data/perturbation_cluster_annotation.csv', index_col=0)\n",
    "pg_to_cluster_map = dict(zip(pert_cluster_df['perturbed_gene_name'], pert_cluster_df['cluster_name']))\n",
    "\n",
    "adata_perturb.obs['cluster_name'] = adata_perturb.obs['perturbed_gene'].map(pg_to_cluster_map)\n",
    "perturb_group_df = pd.DataFrame(\n",
    "    index=list(adata_perturb.obs[~adata_perturb.obs['cluster_name'].isna()]['cluster_name'].unique()),\n",
    "    columns=adata_perturb.uns['gene_program_names'],\n",
    "    dtype=float,\n",
    ")\n",
    "\n",
    "for pg_cluster in perturb_group_df.index:\n",
    "    pg_genes = list(adata_perturb.obs[adata_perturb.obs['cluster_name'] == pg_cluster].index)\n",
    "    perturb_group_df.loc[pg_cluster] = adata_perturb[pg_genes].obsm['gene_program'].mean(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0e95e1a",
   "metadata": {},
   "source": [
    "Let's plot how each perturbation cluster affect the expression of the essential gene expression programs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b193abd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(70.7222222222222, 0.5, 'Functional clusters')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pg_cluster_order = [\n",
    "    'chromatin organization', 'DNA replication', 'histone acetylation', 'CCT complex', \n",
    "    'mediator complex', 'transcription initiation', 'integrator complex', 'pol II transcription', 'pol II enlongation', \n",
    "    'spliceosome', 'RNA metabolism', 'RNA degradation', 'RNA methylation', 'mRNA Polyadenylation', 'mRNA surveillance', \n",
    "    'ribosome small unit biogenesis', \n",
    "    'ribosome small unit protein', 'rRNA processing 1', 'rRNA processing 2', \n",
    "    'ribosome large unit biogenesis', 'ribosome large unit protein',\n",
    "    'translation initiation', 'Recycling Of eIF2:GDP', \n",
    "    'protein neddylation', 'proteasome',\n",
    "    'protein processing in ER', 'membrane fission',\n",
    "    'mitochondrion organization', 'mitochondrial translation', 'mitochondrial transcription', \n",
    "]\n",
    "pg_cluster_order = [c for c in pg_cluster_order if c in perturb_group_df.index]\n",
    "\n",
    "gene_program_order = [\n",
    "    'chromatin structure', 'DNA replication/repair', 'cell cycle (G1/S)', 'cell cycle (prometaphase)', 'cell cycle (M phase)', \n",
    "    'spliceosome', 'proliferation',\n",
    "    'ribosome biogenesis', 'ribosomal protein genes', 'mitochondrial encoded', 'cholesterol biosynthesis', 'mitochondrial ribosome', \n",
    "    'Golgi vesicle transport', 'unfolded protein response', \n",
    "    'integrated stress response', 'p53 signaling', 'lysosome/autophagy',  \n",
    "       \n",
    "    ]\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "sns.heatmap(perturb_group_df.loc[pg_cluster_order, gene_program_order],\n",
    "            cmap='seismic', center=0, cbar_kws={'label': 'mean gene program shift'},\n",
    "            #xticklabels=False, yticklabels=False,\n",
    "            vmax=2, vmin=-2,\n",
    "            ax=ax\n",
    "            )\n",
    "\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha='right')\n",
    "ax.set_xlabel('Gene expression programs')\n",
    "ax.set_ylabel('Functional clusters')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee966cc0",
   "metadata": {},
   "source": [
    "Several interesting patterns emerge:\n",
    "1. Proliferation related processes including DNA replication/repair, cell cycle (G1/S), cell cycle (prometaphase), cell cycle (M phase), spliceosome, proliferation and ribosome biogenesis are broadly turned down by diverse perturbations, suggesting perturbation-induced cell cycle arrest.\n",
    "2. Unlike ribosome biogenesis, which is co-regulated with genes for proliferation, the ribosomal protein genes are regulated with a different pattern, suggesting its responsibility for maintaining other aspects of cellular homeostasis.\n",
    "3. Stress response pathways are activated by distinct spectra of perturbations. As expected, K562 cells have no p53 signaling. Several perturbation clusters, including recycling of eIF2:GDP, protein processing in ER and mitochondrion organization can activate multiple pathways, including unfolded protein response, integrated stress response and lysosome/autophagy pathways. But perturbation of proteasome selectively activate lysosome/autophagy."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "scmg",
   "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": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}