{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5_ctx_th_gene_analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import anndata\n",
    "import scanpy as sc\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import warnings\n",
    "from scipy.stats import pearsonr\n",
    "import seaborn as sns\n",
    "import os\n",
    "from matplotlib.patches import Patch\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['pdf.fonttype'] = 42\n",
    "mpl.rcParams['ps.fonttype'] = 42\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctx_regions = ['ACAd', 'ACAv', 'PL', 'ILA', 'ORBl', 'ORBvl', 'AId', 'SSs', 'SSp-bfd', 'SSp-ll', 'SSp-ul', 'SSp-n', 'SSp-m', 'MOp',\n",
    "               'MOs', 'VISal', 'VISl', 'VISp', 'VISpor', 'VISrl', 'VISam', 'VISpm', 'RSPd', 'RSPv', 'AUDp']\n",
    "th_regions = ['VPL', 'VPM', 'PO', 'PoT', 'VPMpc', 'VPLpc', 'SPFp',\n",
    "              'MG', 'PIL', 'PP', 'SGN', 'AD', 'AV', 'LD', 'LP', 'VAL', 'PF', 'CL',\n",
    "              'SubG', 'LGv', 'IGL', 'POL', 'MD', 'IMD', 'CM', 'SMT',\n",
    "              'SPA', 'VM', 'PCN', 'PVT', 'PT', 'RE', 'SPFm', 'Xi', 'RH', 'IAM', 'PR',\n",
    "              'LH', 'MH', 'IAD', 'RT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "                                        brain_section_label           x  \\\n",
       "cell_label                                                                \n",
       "198904341065180396762707397604803217407   Zhuang-ABCA-3.023   49.206853   \n",
       "252199681526991424029643077826220097990   Zhuang-ABCA-3.023   48.973992   \n",
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       "131102494428104399865219008178262036485   Zhuang-ABCA-3.023   48.308843   \n",
       "...                                                     ...         ...   \n",
       "318102106429791409781741726367984532777   Zhuang-ABCA-3.009  131.090716   \n",
       "35262847161560382172299767067854387528    Zhuang-ABCA-3.009  131.216032   \n",
       "75415866509570969932943497000463821106    Zhuang-ABCA-3.009  131.415152   \n",
       "12350978322417280063239916106423065862    Zhuang-ABCA-3.009  131.646167   \n",
       "327554758863546024460748891922509519354   Zhuang-ABCA-3.009  131.658892   \n",
       "\n",
       "                                                 y          z      x_ccf  \\\n",
       "cell_label                                                                 \n",
       "198904341065180396762707397604803217407  44.877634  12.168155   4.920685   \n",
       "252199681526991424029643077826220097990  44.813761  12.179006   4.897399   \n",
       "277720971126854564514249564750701518375  44.577722  12.192707   4.879107   \n",
       "31551867344111790264292067056219852271   44.426120  12.195078   4.883049   \n",
       "131102494428104399865219008178262036485  43.028156  12.267879   4.830884   \n",
       "...                                            ...        ...        ...   \n",
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       "327554758863546024460748891922509519354  71.414675  40.501356  13.165889   \n",
       "\n",
       "                                            y_ccf     z_ccf region  \\\n",
       "cell_label                                                           \n",
       "198904341065180396762707397604803217407  4.487763  1.216815   SSs1   \n",
       "252199681526991424029643077826220097990  4.481376  1.217901   SSs1   \n",
       "277720971126854564514249564750701518375  4.457772  1.219271   SSs1   \n",
       "31551867344111790264292067056219852271   4.442612  1.219508   SSs1   \n",
       "131102494428104399865219008178262036485  4.302816  1.226788   SSs1   \n",
       "...                                           ...       ...    ...   \n",
       "318102106429791409781741726367984532777  6.933427  4.143674  MDRNd   \n",
       "35262847161560382172299767067854387528   6.949407  4.135103  MDRNd   \n",
       "75415866509570969932943497000463821106   7.076450  4.080040   sctd   \n",
       "12350978322417280063239916106423065862   7.118256  4.059599   sctd   \n",
       "327554758863546024460748891922509519354  7.141468  4.050136   sctd   \n",
       "\n",
       "                                             cell_type  \n",
       "cell_label                                              \n",
       "198904341065180396762707397604803217407    33 Vascular  \n",
       "252199681526991424029643077826220097990    33 Vascular  \n",
       "277720971126854564514249564750701518375    33 Vascular  \n",
       "31551867344111790264292067056219852271     33 Vascular  \n",
       "131102494428104399865219008178262036485      34 Immune  \n",
       "...                                                ...  \n",
       "318102106429791409781741726367984532777  30 Astro-Epen  \n",
       "35262847161560382172299767067854387528     33 Vascular  \n",
       "75415866509570969932943497000463821106      24 MY Glut  \n",
       "12350978322417280063239916106423065862      24 MY Glut  \n",
       "327554758863546024460748891922509519354     24 MY Glut  \n",
       "\n",
       "[1566842 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_in = sc.read_h5ad('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/adata_processed.h5ad')\n",
    "allen_region = pd.read_csv('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/allen_region.csv')\n",
    "adata_in.obs['region'] = allen_region['region'].values\n",
    "# add cell type\n",
    "meta = pd.read_csv('/mnt/Data16Tc/home/haichao/code/SpaCon/Data/N_20231213_zxw/mouse_3/cell_metadata_with_cluster_annotation.csv')\n",
    "meta = meta.set_index('cell_label')\n",
    "meta = meta.loc[adata_in.obs.index.to_list()]\n",
    "adata_in.obs['cell_type'] = meta['class'].to_list()\n",
    "adata_in.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
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       "    <tr>\n",
       "      <th>213147423751373953623065876460723241943</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>99.804367</td>\n",
       "      <td>10.276117</td>\n",
       "      <td>38.433453</td>\n",
       "      <td>9.980437</td>\n",
       "      <td>1.027612</td>\n",
       "      <td>3.843345</td>\n",
       "      <td>VISp1</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254117510291590640559120967821550650493</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>99.842682</td>\n",
       "      <td>10.830816</td>\n",
       "      <td>38.395274</td>\n",
       "      <td>9.984268</td>\n",
       "      <td>1.083082</td>\n",
       "      <td>3.839527</td>\n",
       "      <td>VISp2/3</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>122802 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        brain_section_label           x  \\\n",
       "cell_label                                                                \n",
       "207252950882079766503645227815929952400   Zhuang-ABCA-3.023   50.597984   \n",
       "311894855078226645952213910865897976013   Zhuang-ABCA-3.023   50.420950   \n",
       "125208524519663791324346814779771999476   Zhuang-ABCA-3.023   50.959183   \n",
       "12594778395225515056477813574460470379    Zhuang-ABCA-3.023   49.836112   \n",
       "148621603142722639702356861951538418099   Zhuang-ABCA-3.023   51.023440   \n",
       "...                                                     ...         ...   \n",
       "109907444386227227105910475953076858179   Zhuang-ABCA-3.009   99.982600   \n",
       "125697108736839342189105218784221779435   Zhuang-ABCA-3.009   99.842186   \n",
       "174685434506973661349248592409864249537   Zhuang-ABCA-3.009  100.204030   \n",
       "213147423751373953623065876460723241943   Zhuang-ABCA-3.009   99.804367   \n",
       "254117510291590640559120967821550650493   Zhuang-ABCA-3.009   99.842682   \n",
       "\n",
       "                                                 y          z      x_ccf  \\\n",
       "cell_label                                                                 \n",
       "207252950882079766503645227815929952400  41.393473  12.239274   5.059798   \n",
       "311894855078226645952213910865897976013  41.271525  12.251970   5.042095   \n",
       "125208524519663791324346814779771999476  43.276307  12.158869   5.095918   \n",
       "12594778395225515056477813574460470379   42.209685  12.238386   4.983611   \n",
       "148621603142722639702356861951538418099  42.722536  12.174236   5.102344   \n",
       "...                                            ...        ...        ...   \n",
       "109907444386227227105910475953076858179  10.826473  38.394998   9.998260   \n",
       "125697108736839342189105218784221779435  10.515567  38.416597   9.984219   \n",
       "174685434506973661349248592409864249537  10.343042  38.424450  10.020403   \n",
       "213147423751373953623065876460723241943  10.276117  38.433453   9.980437   \n",
       "254117510291590640559120967821550650493  10.830816  38.395274   9.984268   \n",
       "\n",
       "                                            y_ccf     z_ccf   region  \\\n",
       "cell_label                                                             \n",
       "207252950882079766503645227815929952400  4.139347  1.223927   SSs2/3   \n",
       "311894855078226645952213910865897976013  4.127152  1.225197     SSs1   \n",
       "125208524519663791324346814779771999476  4.327631  1.215887   SSs2/3   \n",
       "12594778395225515056477813574460470379   4.220968  1.223839     SSs1   \n",
       "148621603142722639702356861951538418099  4.272254  1.217424   SSs2/3   \n",
       "...                                           ...       ...      ...   \n",
       "109907444386227227105910475953076858179  1.082647  3.839500  VISp2/3   \n",
       "125697108736839342189105218784221779435  1.051557  3.841660  VISp2/3   \n",
       "174685434506973661349248592409864249537  1.034304  3.842445    VISp1   \n",
       "213147423751373953623065876460723241943  1.027612  3.843345    VISp1   \n",
       "254117510291590640559120967821550650493  1.083082  3.839527  VISp2/3   \n",
       "\n",
       "                                             cell_type  \n",
       "cell_label                                              \n",
       "207252950882079766503645227815929952400  01 IT-ET Glut  \n",
       "311894855078226645952213910865897976013  01 IT-ET Glut  \n",
       "125208524519663791324346814779771999476  01 IT-ET Glut  \n",
       "12594778395225515056477813574460470379   01 IT-ET Glut  \n",
       "148621603142722639702356861951538418099  01 IT-ET Glut  \n",
       "...                                                ...  \n",
       "109907444386227227105910475953076858179  01 IT-ET Glut  \n",
       "125697108736839342189105218784221779435  01 IT-ET Glut  \n",
       "174685434506973661349248592409864249537  01 IT-ET Glut  \n",
       "213147423751373953623065876460723241943  01 IT-ET Glut  \n",
       "254117510291590640559120967821550650493  01 IT-ET Glut  \n",
       "\n",
       "[122802 rows x 9 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_th = adata_in[adata_in.obs['region'].isin(th_regions)]\n",
    "adata_th = adata_th[adata_th.obs['cell_type'].str.contains('Glut')]\n",
    "\n",
    "adata_ctx = adata_in[adata_in.obs['region'].str.startswith(tuple(ctx_regions))]\n",
    "adata_ctx = adata_ctx[adata_ctx.obs['cell_type'].str.contains('Glut')]\n",
    "adata_ctx.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>brain_section_label</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>z</th>\n",
       "      <th>x_ccf</th>\n",
       "      <th>y_ccf</th>\n",
       "      <th>z_ccf</th>\n",
       "      <th>region</th>\n",
       "      <th>cell_type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cell_label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>207252950882079766503645227815929952400</th>\n",
       "      <td>Zhuang-ABCA-3.023</td>\n",
       "      <td>50.597984</td>\n",
       "      <td>41.393473</td>\n",
       "      <td>12.239274</td>\n",
       "      <td>5.059798</td>\n",
       "      <td>4.139347</td>\n",
       "      <td>1.223927</td>\n",
       "      <td>SSs2/3</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311894855078226645952213910865897976013</th>\n",
       "      <td>Zhuang-ABCA-3.023</td>\n",
       "      <td>50.420950</td>\n",
       "      <td>41.271525</td>\n",
       "      <td>12.251970</td>\n",
       "      <td>5.042095</td>\n",
       "      <td>4.127152</td>\n",
       "      <td>1.225197</td>\n",
       "      <td>SSs1</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125208524519663791324346814779771999476</th>\n",
       "      <td>Zhuang-ABCA-3.023</td>\n",
       "      <td>50.959183</td>\n",
       "      <td>43.276307</td>\n",
       "      <td>12.158869</td>\n",
       "      <td>5.095918</td>\n",
       "      <td>4.327631</td>\n",
       "      <td>1.215887</td>\n",
       "      <td>SSs2/3</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12594778395225515056477813574460470379</th>\n",
       "      <td>Zhuang-ABCA-3.023</td>\n",
       "      <td>49.836112</td>\n",
       "      <td>42.209685</td>\n",
       "      <td>12.238386</td>\n",
       "      <td>4.983611</td>\n",
       "      <td>4.220968</td>\n",
       "      <td>1.223839</td>\n",
       "      <td>SSs1</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148621603142722639702356861951538418099</th>\n",
       "      <td>Zhuang-ABCA-3.023</td>\n",
       "      <td>51.023440</td>\n",
       "      <td>42.722536</td>\n",
       "      <td>12.174236</td>\n",
       "      <td>5.102344</td>\n",
       "      <td>4.272254</td>\n",
       "      <td>1.217424</td>\n",
       "      <td>SSs2/3</td>\n",
       "      <td>01 IT-ET Glut</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137125155786416424728071422508382942054</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>86.480430</td>\n",
       "      <td>34.094203</td>\n",
       "      <td>37.248728</td>\n",
       "      <td>8.648043</td>\n",
       "      <td>3.409420</td>\n",
       "      <td>3.724873</td>\n",
       "      <td>SGN</td>\n",
       "      <td>19 MB Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186321231466624970722021094909324401885</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>86.443977</td>\n",
       "      <td>35.015822</td>\n",
       "      <td>37.291043</td>\n",
       "      <td>8.644398</td>\n",
       "      <td>3.501582</td>\n",
       "      <td>3.729104</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262284519603134366801326445274337827961</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>86.388989</td>\n",
       "      <td>32.866518</td>\n",
       "      <td>37.212756</td>\n",
       "      <td>8.638899</td>\n",
       "      <td>3.286652</td>\n",
       "      <td>3.721276</td>\n",
       "      <td>SGN</td>\n",
       "      <td>19 MB Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33608739852097367198466784523454261485</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>86.904204</td>\n",
       "      <td>34.752896</td>\n",
       "      <td>37.268567</td>\n",
       "      <td>8.690420</td>\n",
       "      <td>3.475290</td>\n",
       "      <td>3.726857</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303385550649730012456703013017610179856</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>88.389510</td>\n",
       "      <td>37.024369</td>\n",
       "      <td>37.400811</td>\n",
       "      <td>8.838951</td>\n",
       "      <td>3.702437</td>\n",
       "      <td>3.740081</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133403 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        brain_section_label          x  \\\n",
       "cell_label                                                               \n",
       "207252950882079766503645227815929952400   Zhuang-ABCA-3.023  50.597984   \n",
       "311894855078226645952213910865897976013   Zhuang-ABCA-3.023  50.420950   \n",
       "125208524519663791324346814779771999476   Zhuang-ABCA-3.023  50.959183   \n",
       "12594778395225515056477813574460470379    Zhuang-ABCA-3.023  49.836112   \n",
       "148621603142722639702356861951538418099   Zhuang-ABCA-3.023  51.023440   \n",
       "...                                                     ...        ...   \n",
       "137125155786416424728071422508382942054   Zhuang-ABCA-3.009  86.480430   \n",
       "186321231466624970722021094909324401885   Zhuang-ABCA-3.009  86.443977   \n",
       "262284519603134366801326445274337827961   Zhuang-ABCA-3.009  86.388989   \n",
       "33608739852097367198466784523454261485    Zhuang-ABCA-3.009  86.904204   \n",
       "303385550649730012456703013017610179856   Zhuang-ABCA-3.009  88.389510   \n",
       "\n",
       "                                                 y          z     x_ccf  \\\n",
       "cell_label                                                                \n",
       "207252950882079766503645227815929952400  41.393473  12.239274  5.059798   \n",
       "311894855078226645952213910865897976013  41.271525  12.251970  5.042095   \n",
       "125208524519663791324346814779771999476  43.276307  12.158869  5.095918   \n",
       "12594778395225515056477813574460470379   42.209685  12.238386  4.983611   \n",
       "148621603142722639702356861951538418099  42.722536  12.174236  5.102344   \n",
       "...                                            ...        ...       ...   \n",
       "137125155786416424728071422508382942054  34.094203  37.248728  8.648043   \n",
       "186321231466624970722021094909324401885  35.015822  37.291043  8.644398   \n",
       "262284519603134366801326445274337827961  32.866518  37.212756  8.638899   \n",
       "33608739852097367198466784523454261485   34.752896  37.268567  8.690420   \n",
       "303385550649730012456703013017610179856  37.024369  37.400811  8.838951   \n",
       "\n",
       "                                            y_ccf     z_ccf  region  \\\n",
       "cell_label                                                            \n",
       "207252950882079766503645227815929952400  4.139347  1.223927  SSs2/3   \n",
       "311894855078226645952213910865897976013  4.127152  1.225197    SSs1   \n",
       "125208524519663791324346814779771999476  4.327631  1.215887  SSs2/3   \n",
       "12594778395225515056477813574460470379   4.220968  1.223839    SSs1   \n",
       "148621603142722639702356861951538418099  4.272254  1.217424  SSs2/3   \n",
       "...                                           ...       ...     ...   \n",
       "137125155786416424728071422508382942054  3.409420  3.724873     SGN   \n",
       "186321231466624970722021094909324401885  3.501582  3.729104     POL   \n",
       "262284519603134366801326445274337827961  3.286652  3.721276     SGN   \n",
       "33608739852097367198466784523454261485   3.475290  3.726857     POL   \n",
       "303385550649730012456703013017610179856  3.702437  3.740081     POL   \n",
       "\n",
       "                                             cell_type  \n",
       "cell_label                                              \n",
       "207252950882079766503645227815929952400  01 IT-ET Glut  \n",
       "311894855078226645952213910865897976013  01 IT-ET Glut  \n",
       "125208524519663791324346814779771999476  01 IT-ET Glut  \n",
       "12594778395225515056477813574460470379   01 IT-ET Glut  \n",
       "148621603142722639702356861951538418099  01 IT-ET Glut  \n",
       "...                                                ...  \n",
       "137125155786416424728071422508382942054     19 MB Glut  \n",
       "186321231466624970722021094909324401885     19 MB Glut  \n",
       "262284519603134366801326445274337827961     19 MB Glut  \n",
       "33608739852097367198466784523454261485      19 MB Glut  \n",
       "303385550649730012456703013017610179856     19 MB Glut  \n",
       "\n",
       "[133403 rows x 9 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = anndata.concat([adata_ctx, adata_th])\n",
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 133403 × 1122\n",
       "    obs: 'brain_section_label', 'x', 'y', 'z', 'x_ccf', 'y_ccf', 'z_ccf', 'region', 'cell_type'\n",
       "    uns: 'log1p'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sc.pp.normalize_total(adata, target_sum=1e4)\n",
    "sc.pp.log1p(adata)\n",
    "adata"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ctx layer56 th correlation"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### L5/L6 corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 25/25 [00:13<00:00,  1.84it/s]\n"
     ]
    }
   ],
   "source": [
    "layer = '56'\n",
    "th_ctx_coorelation = pd.DataFrame(index=ctx_regions, columns=th_regions, dtype=float)\n",
    "for ctx_region in tqdm(ctx_regions):\n",
    "    adata_ctx_area = adata[adata.obs['region'].str.startswith((ctx_region+layer[0], ctx_region+layer[-1]))]\n",
    "    for th_region in th_regions:\n",
    "        adata_th_area = adata[adata.obs['region']==th_region]\n",
    "        if adata_th_area.shape[0] == 0:\n",
    "            continue\n",
    "        ctx_gene = np.mean(adata_ctx_area.X.A, axis=0)\n",
    "        th_gene = np.mean(adata_th_area.X.A, axis=0)\n",
    "        corr, p_value = pearsonr(ctx_gene, th_gene)\n",
    "        th_ctx_coorelation.loc[ctx_region, th_region] = corr\n",
    "# th_ctx_coorelation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_list = th_ctx_coorelation.columns[~th_ctx_coorelation.isna().any()].tolist()\n",
    "th_ctx_coorelation = th_ctx_coorelation[col_list]\n",
    "# th_ctx_coorelation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tempdf = pd.read_excel('./data/layer56_to_th_connection_strength.xlsx', index_col=0, sheet_name=None)\n",
    "Rbp4_L5 = tempdf['Sheet1']\n",
    "Ntsr1_Syt6_L6 = tempdf['Sheet2']\n",
    "\n",
    "Rbp4_L5 = Rbp4_L5.replace('TN', -10)\n",
    "Rbp4_L5.loc['SSs'] = Rbp4_L5.loc[['SSs-1', 'SSs-2']].mean(axis=0)\n",
    "Rbp4_L5.loc['MOs'] = Rbp4_L5.loc[['MOs-1', 'MOs-2']].mean(axis=0)\n",
    "Rbp4_L5 = Rbp4_L5.drop(['SSs-1', 'SSs-2', 'MOs-1', 'MOs-2'], axis=0)\n",
    "Rbp4_L5 = Rbp4_L5.loc[:, col_list]\n",
    "# ctx_regions.remove(\"AId\")\n",
    "Rbp4_L5 = Rbp4_L5.loc[ctx_regions]\n",
    "\n",
    "Ntsr1_Syt6_L6 = Ntsr1_Syt6_L6.replace('TN', -10)\n",
    "Ntsr1_Syt6_L6.loc['SSs'] = Ntsr1_Syt6_L6.loc[['SSs-1', 'SSs-2']].mean(axis=0)\n",
    "Ntsr1_Syt6_L6.loc['MOs'] = Ntsr1_Syt6_L6.loc[['MOs-1', 'MOs-2']].mean(axis=0)\n",
    "Ntsr1_Syt6_L6 = Ntsr1_Syt6_L6.drop(['SSs-1', 'SSs-2', 'MOs-1', 'MOs-2'], axis=0)\n",
    "Ntsr1_Syt6_L6 = Ntsr1_Syt6_L6.loc[:, col_list]\n",
    "Ntsr1_Syt6_L6 = Ntsr1_Syt6_L6.loc[ctx_regions]\n",
    "\n",
    "# Ntsr1_Syt6_L6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sns.heatmap((Rbp4_L5+Ntsr1_Syt6_L6)/2)\n",
    "# Define color mapping\n",
    "cluster_labels = ['Prefrontal']*6 + ['Lateral']*1 + ['Somatomotor']*8 + ['Visual']*5 + ['Medial']*4 + ['Aud']\n",
    "\n",
    "cluster_colors = {'Prefrontal': '#ff0000', 'Lateral': '#bea149', 'Somatomotor': '#f9922b', \n",
    "                  'Visual': '#90bff9', 'Medial': '#5252a9', 'Aud': '#7c429b'}\n",
    "# Create Label Color\n",
    "row_colors = pd.Series(cluster_labels).map(cluster_colors)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "sns.heatmap((Rbp4_L5+Ntsr1_Syt6_L6)/2, cmap='coolwarm', ax=ax, yticklabels=False)\n",
    "# Add cluster segmentation line\n",
    "prev_cluster = cluster_labels[0]\n",
    "for idx, label in enumerate(cluster_labels):\n",
    "    if label != prev_cluster:\n",
    "        ax.axhline(idx, color='black', linewidth=3)\n",
    "        prev_cluster = label\n",
    "# Add row label color\n",
    "idx=0\n",
    "for id, label in zip(Ntsr1_Syt6_L6.index, cluster_labels):\n",
    "    ax.text(-0.5, idx + 0.5, id, color=cluster_colors[label], va='center', ha='right')\n",
    "    idx = idx+1\n",
    "ax.set_ylabel('')\n",
    "# Add legends\n",
    "legend_handles = [Patch(color=color, label=cluster) for cluster, color in cluster_colors.items()]\n",
    "ax.legend(handles=legend_handles, bbox_to_anchor=(-0.3, 0.6), loc='upper left', borderaxespad=0.)\n",
    "ax.set_title('L5(Rbp4-Cre_KL100) / L6(Ntsr1+Syt6) Average Projection Volume', fontweight='bold')\n",
    "plt.tight_layout()\n",
    "# plt.savefig('./L56_mean_conn.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VPL</th>\n",
       "      <th>VPM</th>\n",
       "      <th>PO</th>\n",
       "      <th>PoT</th>\n",
       "      <th>VPMpc</th>\n",
       "      <th>VPLpc</th>\n",
       "      <th>SPFp</th>\n",
       "      <th>PIL</th>\n",
       "      <th>PP</th>\n",
       "      <th>SGN</th>\n",
       "      <th>...</th>\n",
       "      <th>PT</th>\n",
       "      <th>RE</th>\n",
       "      <th>SPFm</th>\n",
       "      <th>RH</th>\n",
       "      <th>IAM</th>\n",
       "      <th>PR</th>\n",
       "      <th>LH</th>\n",
       "      <th>MH</th>\n",
       "      <th>IAD</th>\n",
       "      <th>RT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anchor source</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ACAd</th>\n",
       "      <td>-1.090171</td>\n",
       "      <td>-6.342319</td>\n",
       "      <td>-5.426504</td>\n",
       "      <td>-5.605730</td>\n",
       "      <td>-6.008217</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.566647</td>\n",
       "      <td>-5.895726</td>\n",
       "      <td>-2.527515</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.727347</td>\n",
       "      <td>-1.183582</td>\n",
       "      <td>-1.670217</td>\n",
       "      <td>-1.755893</td>\n",
       "      <td>-1.809540</td>\n",
       "      <td>-1.685012</td>\n",
       "      <td>-1.448781</td>\n",
       "      <td>-6.879172</td>\n",
       "      <td>-1.144436</td>\n",
       "      <td>-0.769605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACAv</th>\n",
       "      <td>-1.423084</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.608990</td>\n",
       "      <td>-1.929727</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.132599</td>\n",
       "      <td>-5.927264</td>\n",
       "      <td>-2.399007</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.873386</td>\n",
       "      <td>-1.182032</td>\n",
       "      <td>-1.403915</td>\n",
       "      <td>-1.655801</td>\n",
       "      <td>-1.468856</td>\n",
       "      <td>-1.057059</td>\n",
       "      <td>-5.430204</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.900422</td>\n",
       "      <td>-0.413475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PL</th>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.992111</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.882870</td>\n",
       "      <td>-5.961731</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.389215</td>\n",
       "      <td>-0.970923</td>\n",
       "      <td>-5.878069</td>\n",
       "      <td>-1.704030</td>\n",
       "      <td>-1.890465</td>\n",
       "      <td>-1.035770</td>\n",
       "      <td>-1.639700</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.569406</td>\n",
       "      <td>-0.807789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ILA</th>\n",
       "      <td>-6.325188</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.017124</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.751314</td>\n",
       "      <td>-2.520655</td>\n",
       "      <td>-6.144408</td>\n",
       "      <td>-6.509481</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.546665</td>\n",
       "      <td>-0.545810</td>\n",
       "      <td>-1.654686</td>\n",
       "      <td>-1.603711</td>\n",
       "      <td>-1.813752</td>\n",
       "      <td>-0.737798</td>\n",
       "      <td>-1.087582</td>\n",
       "      <td>-1.804623</td>\n",
       "      <td>-1.274479</td>\n",
       "      <td>-0.642914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORBl</th>\n",
       "      <td>-6.224208</td>\n",
       "      <td>-6.003722</td>\n",
       "      <td>-5.437890</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.905725</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.918426</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.467256</td>\n",
       "      <td>-1.554422</td>\n",
       "      <td>-6.000569</td>\n",
       "      <td>-1.589246</td>\n",
       "      <td>-2.697192</td>\n",
       "      <td>-5.901769</td>\n",
       "      <td>-1.834357</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.160936</td>\n",
       "      <td>-0.693127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ORBvl</th>\n",
       "      <td>-5.882161</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.375555</td>\n",
       "      <td>-2.185265</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.950850</td>\n",
       "      <td>-6.211784</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.643945</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.828830</td>\n",
       "      <td>-0.776871</td>\n",
       "      <td>-5.913809</td>\n",
       "      <td>-1.420968</td>\n",
       "      <td>-1.698088</td>\n",
       "      <td>-0.956903</td>\n",
       "      <td>-1.414943</td>\n",
       "      <td>-6.478384</td>\n",
       "      <td>-5.357311</td>\n",
       "      <td>-0.545583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AId</th>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.641845</td>\n",
       "      <td>-5.325552</td>\n",
       "      <td>-6.050576</td>\n",
       "      <td>-1.452111</td>\n",
       "      <td>-6.043647</td>\n",
       "      <td>-6.252712</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.700659</td>\n",
       "      <td>-5.744953</td>\n",
       "      <td>-5.990823</td>\n",
       "      <td>-2.209329</td>\n",
       "      <td>-6.914940</td>\n",
       "      <td>-5.937606</td>\n",
       "      <td>-3.096440</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.233617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSs</th>\n",
       "      <td>-0.533973</td>\n",
       "      <td>-0.245893</td>\n",
       "      <td>-0.284354</td>\n",
       "      <td>-1.007490</td>\n",
       "      <td>-1.754370</td>\n",
       "      <td>-5.729620</td>\n",
       "      <td>-3.632334</td>\n",
       "      <td>-5.785201</td>\n",
       "      <td>-7.888268</td>\n",
       "      <td>-5.437407</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-4.436421</td>\n",
       "      <td>-4.193741</td>\n",
       "      <td>-4.288500</td>\n",
       "      <td>-8.377699</td>\n",
       "      <td>-8.356392</td>\n",
       "      <td>-6.792026</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.683757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSp-bfd</th>\n",
       "      <td>-5.483834</td>\n",
       "      <td>-0.286921</td>\n",
       "      <td>-0.440568</td>\n",
       "      <td>-1.150783</td>\n",
       "      <td>-6.616602</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.125942</td>\n",
       "      <td>-5.626288</td>\n",
       "      <td>-5.918936</td>\n",
       "      <td>-1.722711</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.576067</td>\n",
       "      <td>-3.461558</td>\n",
       "      <td>-3.051209</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.952895</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-3.256035</td>\n",
       "      <td>-0.630895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSp-ll</th>\n",
       "      <td>-0.424806</td>\n",
       "      <td>-0.984444</td>\n",
       "      <td>-0.714249</td>\n",
       "      <td>-1.830208</td>\n",
       "      <td>-6.880859</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.680297</td>\n",
       "      <td>-5.937618</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.661697</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.811056</td>\n",
       "      <td>-6.272099</td>\n",
       "      <td>-3.059279</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.820684</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-3.891500</td>\n",
       "      <td>-0.704974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSp-ul</th>\n",
       "      <td>-0.512134</td>\n",
       "      <td>-4.997219</td>\n",
       "      <td>-0.126221</td>\n",
       "      <td>-1.606216</td>\n",
       "      <td>-1.955906</td>\n",
       "      <td>-2.141609</td>\n",
       "      <td>-5.729040</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.455041</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-3.065086</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.765330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSp-n</th>\n",
       "      <td>-0.563616</td>\n",
       "      <td>-0.029009</td>\n",
       "      <td>-0.229639</td>\n",
       "      <td>-1.545879</td>\n",
       "      <td>-2.328005</td>\n",
       "      <td>-2.089110</td>\n",
       "      <td>-5.543640</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.754420</td>\n",
       "      <td>-6.051322</td>\n",
       "      <td>-6.353382</td>\n",
       "      <td>-2.713103</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.398222</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.544709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SSp-m</th>\n",
       "      <td>-0.538166</td>\n",
       "      <td>0.065971</td>\n",
       "      <td>-0.230394</td>\n",
       "      <td>-5.600657</td>\n",
       "      <td>-1.676116</td>\n",
       "      <td>-6.019576</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.087167</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.391604</td>\n",
       "      <td>-10.754420</td>\n",
       "      <td>-6.380348</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.589138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOp</th>\n",
       "      <td>-0.129938</td>\n",
       "      <td>-5.183974</td>\n",
       "      <td>-0.205113</td>\n",
       "      <td>-5.752578</td>\n",
       "      <td>-6.204141</td>\n",
       "      <td>-6.578336</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.334184</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.272292</td>\n",
       "      <td>-6.135587</td>\n",
       "      <td>-6.590445</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.459391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MOs</th>\n",
       "      <td>-0.818288</td>\n",
       "      <td>-0.664884</td>\n",
       "      <td>-0.153652</td>\n",
       "      <td>-3.602665</td>\n",
       "      <td>-3.845986</td>\n",
       "      <td>-4.315142</td>\n",
       "      <td>-3.629701</td>\n",
       "      <td>-6.234426</td>\n",
       "      <td>-8.224540</td>\n",
       "      <td>-6.119077</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.882719</td>\n",
       "      <td>-8.014224</td>\n",
       "      <td>-1.730154</td>\n",
       "      <td>-4.054899</td>\n",
       "      <td>-7.984730</td>\n",
       "      <td>-6.475172</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-4.038434</td>\n",
       "      <td>-2.843340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISal</th>\n",
       "      <td>-1.034583</td>\n",
       "      <td>-5.354679</td>\n",
       "      <td>-0.599560</td>\n",
       "      <td>-5.774497</td>\n",
       "      <td>-6.619113</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.364640</td>\n",
       "      <td>-1.993791</td>\n",
       "      <td>-5.664126</td>\n",
       "      <td>-1.134140</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.173552</td>\n",
       "      <td>-6.443739</td>\n",
       "      <td>-2.782023</td>\n",
       "      <td>-6.598952</td>\n",
       "      <td>-2.466052</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.740894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISl</th>\n",
       "      <td>-5.777306</td>\n",
       "      <td>-5.321867</td>\n",
       "      <td>-1.004276</td>\n",
       "      <td>-5.966014</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.907370</td>\n",
       "      <td>-5.862698</td>\n",
       "      <td>-5.799969</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.257293</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.888282</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.836267</td>\n",
       "      <td>-0.577579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISp</th>\n",
       "      <td>-1.422962</td>\n",
       "      <td>-5.804932</td>\n",
       "      <td>-5.833879</td>\n",
       "      <td>-6.346772</td>\n",
       "      <td>-10.754420</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.621287</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.955335</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.214321</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.558477</td>\n",
       "      <td>-6.892084</td>\n",
       "      <td>-6.579267</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.617637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISpor</th>\n",
       "      <td>-2.192462</td>\n",
       "      <td>-2.376547</td>\n",
       "      <td>-5.726122</td>\n",
       "      <td>-2.671269</td>\n",
       "      <td>-7.021998</td>\n",
       "      <td>-7.002497</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.298210</td>\n",
       "      <td>-6.092443</td>\n",
       "      <td>-1.422456</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.754420</td>\n",
       "      <td>-6.612503</td>\n",
       "      <td>-6.340301</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-1.387643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISrl</th>\n",
       "      <td>-0.791890</td>\n",
       "      <td>-0.535124</td>\n",
       "      <td>-0.339014</td>\n",
       "      <td>-1.277799</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.761978</td>\n",
       "      <td>-2.823176</td>\n",
       "      <td>-6.031412</td>\n",
       "      <td>-1.422637</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.532333</td>\n",
       "      <td>-6.264313</td>\n",
       "      <td>-6.090899</td>\n",
       "      <td>-6.429685</td>\n",
       "      <td>-6.377060</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.126003</td>\n",
       "      <td>-0.644216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISam</th>\n",
       "      <td>-0.527118</td>\n",
       "      <td>-5.517881</td>\n",
       "      <td>-0.478789</td>\n",
       "      <td>-1.373619</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.186025</td>\n",
       "      <td>-5.816067</td>\n",
       "      <td>-5.942121</td>\n",
       "      <td>-1.356229</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.514253</td>\n",
       "      <td>-1.600301</td>\n",
       "      <td>-6.087990</td>\n",
       "      <td>-2.147693</td>\n",
       "      <td>-3.042415</td>\n",
       "      <td>-1.905533</td>\n",
       "      <td>-2.012084</td>\n",
       "      <td>-6.859115</td>\n",
       "      <td>-1.975844</td>\n",
       "      <td>-0.398044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VISpm</th>\n",
       "      <td>-0.916817</td>\n",
       "      <td>-5.587206</td>\n",
       "      <td>-1.151516</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.169564</td>\n",
       "      <td>-5.918708</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.051864</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.427577</td>\n",
       "      <td>-1.872311</td>\n",
       "      <td>-6.168127</td>\n",
       "      <td>-2.308679</td>\n",
       "      <td>-4.021444</td>\n",
       "      <td>-2.168330</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.965749</td>\n",
       "      <td>-0.397564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSPd</th>\n",
       "      <td>-5.670737</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.986022</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.812420</td>\n",
       "      <td>-5.987416</td>\n",
       "      <td>-6.104530</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.027620</td>\n",
       "      <td>-6.161968</td>\n",
       "      <td>-2.701966</td>\n",
       "      <td>-5.965488</td>\n",
       "      <td>-6.153988</td>\n",
       "      <td>-5.932982</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.228290</td>\n",
       "      <td>-0.731420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSPv</th>\n",
       "      <td>-1.311758</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-7.055145</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.714168</td>\n",
       "      <td>-3.050242</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.677701</td>\n",
       "      <td>-2.675464</td>\n",
       "      <td>-6.199900</td>\n",
       "      <td>-5.892359</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.172558</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-5.758051</td>\n",
       "      <td>-0.739684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AUDp</th>\n",
       "      <td>-5.334003</td>\n",
       "      <td>-5.230048</td>\n",
       "      <td>-5.778810</td>\n",
       "      <td>-1.208616</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.475106</td>\n",
       "      <td>-1.604605</td>\n",
       "      <td>-5.675994</td>\n",
       "      <td>-0.896259</td>\n",
       "      <td>...</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-2.779426</td>\n",
       "      <td>-6.144770</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-6.260222</td>\n",
       "      <td>-6.894197</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-10.000000</td>\n",
       "      <td>-0.885349</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     VPL        VPM         PO        PoT      VPMpc  \\\n",
       "anchor source                                                          \n",
       "ACAd           -1.090171  -6.342319  -5.426504  -5.605730  -6.008217   \n",
       "ACAv           -1.423084 -10.000000 -10.000000  -5.608990  -1.929727   \n",
       "PL            -10.000000 -10.000000 -10.000000 -10.000000  -5.992111   \n",
       "ILA            -6.325188 -10.000000 -10.000000 -10.000000  -6.017124   \n",
       "ORBl           -6.224208  -6.003722  -5.437890 -10.000000  -1.905725   \n",
       "ORBvl          -5.882161 -10.000000 -10.000000  -6.375555  -2.185265   \n",
       "AId           -10.000000  -5.641845  -5.325552  -6.050576  -1.452111   \n",
       "SSs            -0.533973  -0.245893  -0.284354  -1.007490  -1.754370   \n",
       "SSp-bfd        -5.483834  -0.286921  -0.440568  -1.150783  -6.616602   \n",
       "SSp-ll         -0.424806  -0.984444  -0.714249  -1.830208  -6.880859   \n",
       "SSp-ul         -0.512134  -4.997219  -0.126221  -1.606216  -1.955906   \n",
       "SSp-n          -0.563616  -0.029009  -0.229639  -1.545879  -2.328005   \n",
       "SSp-m          -0.538166   0.065971  -0.230394  -5.600657  -1.676116   \n",
       "MOp            -0.129938  -5.183974  -0.205113  -5.752578  -6.204141   \n",
       "MOs            -0.818288  -0.664884  -0.153652  -3.602665  -3.845986   \n",
       "VISal          -1.034583  -5.354679  -0.599560  -5.774497  -6.619113   \n",
       "VISl           -5.777306  -5.321867  -1.004276  -5.966014 -10.000000   \n",
       "VISp           -1.422962  -5.804932  -5.833879  -6.346772 -10.754420   \n",
       "VISpor         -2.192462  -2.376547  -5.726122  -2.671269  -7.021998   \n",
       "VISrl          -0.791890  -0.535124  -0.339014  -1.277799 -10.000000   \n",
       "VISam          -0.527118  -5.517881  -0.478789  -1.373619 -10.000000   \n",
       "VISpm          -0.916817  -5.587206  -1.151516 -10.000000 -10.000000   \n",
       "RSPd           -5.670737 -10.000000  -5.986022 -10.000000 -10.000000   \n",
       "RSPv           -1.311758 -10.000000 -10.000000 -10.000000  -7.055145   \n",
       "AUDp           -5.334003  -5.230048  -5.778810  -1.208616 -10.000000   \n",
       "\n",
       "                   VPLpc       SPFp        PIL         PP        SGN  ...  \\\n",
       "anchor source                                                         ...   \n",
       "ACAd          -10.000000  -5.566647  -5.895726  -2.527515 -10.000000  ...   \n",
       "ACAv          -10.000000  -1.132599  -5.927264  -2.399007 -10.000000  ...   \n",
       "PL            -10.000000  -5.882870  -5.961731 -10.000000 -10.000000  ...   \n",
       "ILA           -10.000000  -5.751314  -2.520655  -6.144408  -6.509481  ...   \n",
       "ORBl          -10.000000  -5.918426 -10.000000 -10.000000 -10.000000  ...   \n",
       "ORBvl         -10.000000  -5.950850  -6.211784 -10.000000  -6.643945  ...   \n",
       "AId            -6.043647  -6.252712 -10.000000 -10.000000 -10.000000  ...   \n",
       "SSs            -5.729620  -3.632334  -5.785201  -7.888268  -5.437407  ...   \n",
       "SSp-bfd       -10.000000  -2.125942  -5.626288  -5.918936  -1.722711  ...   \n",
       "SSp-ll        -10.000000  -5.680297  -5.937618 -10.000000  -2.661697  ...   \n",
       "SSp-ul         -2.141609  -5.729040 -10.000000 -10.000000 -10.000000  ...   \n",
       "SSp-n          -2.089110  -5.543640 -10.000000 -10.000000 -10.000000  ...   \n",
       "SSp-m          -6.019576 -10.000000  -6.087167 -10.000000 -10.000000  ...   \n",
       "MOp            -6.578336 -10.000000 -10.000000 -10.000000  -2.334184  ...   \n",
       "MOs            -4.315142  -3.629701  -6.234426  -8.224540  -6.119077  ...   \n",
       "VISal         -10.000000  -2.364640  -1.993791  -5.664126  -1.134140  ...   \n",
       "VISl          -10.000000 -10.000000  -5.907370  -5.862698  -5.799969  ...   \n",
       "VISp          -10.000000 -10.000000  -6.621287 -10.000000  -1.955335  ...   \n",
       "VISpor         -7.002497 -10.000000  -2.298210  -6.092443  -1.422456  ...   \n",
       "VISrl         -10.000000  -5.761978  -2.823176  -6.031412  -1.422637  ...   \n",
       "VISam         -10.000000  -2.186025  -5.816067  -5.942121  -1.356229  ...   \n",
       "VISpm         -10.000000  -6.169564  -5.918708 -10.000000  -6.051864  ...   \n",
       "RSPd          -10.000000  -5.812420  -5.987416  -6.104530 -10.000000  ...   \n",
       "RSPv          -10.000000 -10.000000  -2.714168  -3.050242 -10.000000  ...   \n",
       "AUDp          -10.000000  -2.475106  -1.604605  -5.675994  -0.896259  ...   \n",
       "\n",
       "                      PT         RE       SPFm         RH        IAM  \\\n",
       "anchor source                                                          \n",
       "ACAd           -2.727347  -1.183582  -1.670217  -1.755893  -1.809540   \n",
       "ACAv           -1.873386  -1.182032  -1.403915  -1.655801  -1.468856   \n",
       "PL             -1.389215  -0.970923  -5.878069  -1.704030  -1.890465   \n",
       "ILA            -0.546665  -0.545810  -1.654686  -1.603711  -1.813752   \n",
       "ORBl           -2.467256  -1.554422  -6.000569  -1.589246  -2.697192   \n",
       "ORBvl          -0.828830  -0.776871  -5.913809  -1.420968  -1.698088   \n",
       "AId            -2.700659  -5.744953  -5.990823  -2.209329  -6.914940   \n",
       "SSs           -10.000000  -4.436421  -4.193741  -4.288500  -8.377699   \n",
       "SSp-bfd       -10.000000  -6.576067  -3.461558  -3.051209 -10.000000   \n",
       "SSp-ll        -10.000000  -2.811056  -6.272099  -3.059279 -10.000000   \n",
       "SSp-ul        -10.000000  -6.455041 -10.000000  -3.065086 -10.000000   \n",
       "SSp-n         -10.754420  -6.051322  -6.353382  -2.713103 -10.000000   \n",
       "SSp-m         -10.000000  -6.391604 -10.754420  -6.380348 -10.000000   \n",
       "MOp           -10.000000  -6.272292  -6.135587  -6.590445 -10.000000   \n",
       "MOs           -10.000000  -1.882719  -8.014224  -1.730154  -4.054899   \n",
       "VISal         -10.000000  -6.173552  -6.443739  -2.782023  -6.598952   \n",
       "VISl          -10.000000  -6.257293 -10.000000 -10.000000 -10.000000   \n",
       "VISp          -10.000000  -6.214321 -10.000000  -6.558477  -6.892084   \n",
       "VISpor        -10.000000 -10.000000 -10.000000 -10.000000 -10.754420   \n",
       "VISrl         -10.000000  -2.532333  -6.264313  -6.090899  -6.429685   \n",
       "VISam          -6.514253  -1.600301  -6.087990  -2.147693  -3.042415   \n",
       "VISpm          -6.427577  -1.872311  -6.168127  -2.308679  -4.021444   \n",
       "RSPd          -10.000000  -6.027620  -6.161968  -2.701966  -5.965488   \n",
       "RSPv          -10.000000  -2.677701  -2.675464  -6.199900  -5.892359   \n",
       "AUDp          -10.000000  -2.779426  -6.144770 -10.000000 -10.000000   \n",
       "\n",
       "                      PR         LH         MH        IAD        RT  \n",
       "anchor source                                                        \n",
       "ACAd           -1.685012  -1.448781  -6.879172  -1.144436 -0.769605  \n",
       "ACAv           -1.057059  -5.430204 -10.000000  -0.900422 -0.413475  \n",
       "PL             -1.035770  -1.639700 -10.000000  -1.569406 -0.807789  \n",
       "ILA            -0.737798  -1.087582  -1.804623  -1.274479 -0.642914  \n",
       "ORBl           -5.901769  -1.834357 -10.000000  -2.160936 -0.693127  \n",
       "ORBvl          -0.956903  -1.414943  -6.478384  -5.357311 -0.545583  \n",
       "AId            -5.937606  -3.096440 -10.000000 -10.000000 -5.233617  \n",
       "SSs            -8.356392  -6.792026 -10.000000 -10.000000 -0.683757  \n",
       "SSp-bfd        -6.952895 -10.000000 -10.000000  -3.256035 -0.630895  \n",
       "SSp-ll        -10.000000  -2.820684 -10.000000  -3.891500 -0.704974  \n",
       "SSp-ul        -10.000000 -10.000000 -10.000000 -10.000000 -0.765330  \n",
       "SSp-n          -6.398222 -10.000000 -10.000000 -10.000000 -0.544709  \n",
       "SSp-m         -10.000000 -10.000000 -10.000000 -10.000000 -0.589138  \n",
       "MOp           -10.000000 -10.000000 -10.000000 -10.000000 -0.459391  \n",
       "MOs            -7.984730  -6.475172 -10.000000  -4.038434 -2.843340  \n",
       "VISal          -2.466052 -10.000000 -10.000000 -10.000000 -0.740894  \n",
       "VISl          -10.000000  -6.888282 -10.000000  -6.836267 -0.577579  \n",
       "VISp           -6.579267 -10.000000 -10.000000 -10.000000 -0.617637  \n",
       "VISpor         -6.612503  -6.340301 -10.000000 -10.000000 -1.387643  \n",
       "VISrl          -6.377060 -10.000000 -10.000000  -6.126003 -0.644216  \n",
       "VISam          -1.905533  -2.012084  -6.859115  -1.975844 -0.398044  \n",
       "VISpm          -2.168330 -10.000000 -10.000000  -5.965749 -0.397564  \n",
       "RSPd           -6.153988  -5.932982 -10.000000  -6.228290 -0.731420  \n",
       "RSPv          -10.000000  -6.172558 -10.000000  -5.758051 -0.739684  \n",
       "AUDp           -6.260222  -6.894197 -10.000000 -10.000000 -0.885349  \n",
       "\n",
       "[25 rows x 37 columns]"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "connect = (Rbp4_L5+Ntsr1_Syt6_L6)/2\n",
    "connect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = connect\n",
    "# Sort each line and get the name after sorting\n",
    "sorted_columns = data.apply(lambda x: x.sort_values(ascending=False).index.tolist(), axis=1)\n",
    "\n",
    "# Create a new DataFrame, which contains sorted data\n",
    "sorted_data = pd.DataFrame(index=data.index, columns=data.columns)\n",
    "for i, row in enumerate(sorted_columns):\n",
    "    sorted_data.iloc[i] = data.loc[data.index[i], row].values\n",
    "\n",
    "# Make sure all the values ​​in sorted_data are numerical types\n",
    "sorted_data = sorted_data.astype(float)\n",
    "\n",
    "# Create a DataFrame with the same shape as sorted data, which is used to store the name\n",
    "annotation_data = pd.DataFrame(sorted_columns.tolist(), index=data.index, columns=data.columns)\n",
    "\n",
    "# Draw a hot picture\n",
    "plt.figure(figsize=(20, 10))\n",
    "ax = sns.heatmap(sorted_data, annot=annotation_data, fmt='', cmap='coolwarm', cbar_kws={'label': 'Value'}, annot_kws={'color': 'black'})\n",
    "\n",
    "# Add white border\n",
    "from matplotlib.patches import Rectangle\n",
    "for i, row in enumerate(sorted_data.values):\n",
    "    for j, value in enumerate(row):\n",
    "        if value > -2 or value <= -10:\n",
    "            color = '#6bad6b' if value > -2 else '#5d5d5d'\n",
    "            rect = Rectangle((j, i), 1, 1, fill=False, edgecolor=color, lw=0.6)\n",
    "            ax.add_patch(rect)\n",
    "\n",
    "# Adjust the layout\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.savefig('./L56_tp_tn_conn.pdf', format='pdf')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### gene anasys"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 25 ctx area"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctx_region_order = ['ACAd', 'ACAv', 'PL', 'ILA', 'ORBl', 'ORBvl', 'AId', 'SSs', 'SSp-bfd', 'SSp-ll', 'SSp-ul', 'SSp-n', 'SSp-m', 'MOp', 'MOs', 'VISal', 'VISl', 'VISp', 'VISpor', 'VISrl', 'VISam', 'VISpm', 'RSPd', 'RSPv', 'AUDp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "th_tp = {}\n",
    "th_tn = {}\n",
    "for c in ctx_region_order:\n",
    "    tmp = connect.loc[c]\n",
    "    th_tp[c] = tmp[tmp>-2].index.tolist()\n",
    "    th_tn[c] = tmp[tmp==-10].index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 25/25 [00:35<00:00,  1.42s/it]\n"
     ]
    }
   ],
   "source": [
    "ctx_gene_exp_list = []\n",
    "tp_gene_exp_list = []\n",
    "tn_gene_exp_list = []\n",
    "gene_dict = {}\n",
    "\n",
    "for area in tqdm(ctx_region_order):\n",
    "    adata.obs['deg'] = 'nan'\n",
    "    adata.obs.loc[adata.obs['region'].str.startswith((area+'5', area+'6')), 'deg'] = area\n",
    "    adata.obs.loc[adata.obs['region'].isin(th_tp[area]), 'deg'] = 'connected'\n",
    "    adata.obs.loc[adata.obs['region'].isin(th_tn[area]), 'deg'] = 'unconnected'\n",
    "    adata_sel = adata[adata.obs['deg'] != 'nan']\n",
    "\n",
    "    # ctx vs unconnected\n",
    "    sc.tl.rank_genes_groups(adata_sel, 'deg', groups=[area], reference='unconnected', method='wilcoxon')\n",
    "    a_vs_c = sc.get.rank_genes_groups_df(adata_sel, group=area)\n",
    "\n",
    "    # connected vs unconnected\n",
    "    sc.tl.rank_genes_groups(adata_sel, 'deg', groups=['connected'], reference='unconnected', method='wilcoxon')\n",
    "    b_vs_c = sc.get.rank_genes_groups_df(adata_sel, group='connected')\n",
    "\n",
    "    # Find out the gene of the expression closer to ctx in connected\n",
    "    similar_genes = []\n",
    "    for gene in b_vs_c['names']:\n",
    "        if gene in a_vs_c['names'].values:\n",
    "            a_logfc = a_vs_c[a_vs_c['names'] == gene]['logfoldchanges'].values[0]\n",
    "            b_logfc = b_vs_c[b_vs_c['names'] == gene]['logfoldchanges'].values[0]\n",
    "            if np.sign(a_logfc) == np.sign(b_logfc) and a_logfc > 2 and b_logfc > 2:\n",
    "                similar_genes.append(gene)\n",
    "    gene_dict[area] = similar_genes\n",
    "    if len(similar_genes) == 0:\n",
    "        print(area)\n",
    "    adata_sel_ctx = adata_sel[adata_sel.obs['deg'] == area]\n",
    "    adata_sel_tp = adata_sel[adata_sel.obs['deg'] == 'connected']\n",
    "    adata_sel_tn = adata_sel[adata_sel.obs['deg'] == 'unconnected']\n",
    "\n",
    "    # Calculate the average expression\n",
    "    ctx_mean = adata_sel_ctx[:, similar_genes].X.A.mean(axis=0)\n",
    "    tp_mean = adata_sel_tp[:, similar_genes].X.A.mean(axis=0)\n",
    "    tn_mean = adata_sel_tn[:, similar_genes].X.A.mean(axis=0)\n",
    "    \n",
    "    # Sum of calculations\n",
    "    total_mean = ctx_mean + tp_mean + tn_mean\n",
    "    \n",
    "    # Calculation ratio\n",
    "    ctx_proportion = ctx_mean / total_mean\n",
    "    tp_proportion = tp_mean / total_mean\n",
    "    tn_proportion = tn_mean / total_mean\n",
    "    \n",
    "    ctx_gene_exp_list.append(ctx_proportion)\n",
    "    tp_gene_exp_list.append(tp_proportion)\n",
    "    tn_gene_exp_list.append(tn_proportion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tp_vs_tn = pd.DataFrame(dict([(k, pd.Series(v)) for k, v in gene_dict.items()]))\n",
    "df_tp_vs_tn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "def merge_lists(original_list, group_sizes):\n",
    "    merged_list = []\n",
    "    start = 0\n",
    "    for size in group_sizes:\n",
    "        end = start + size\n",
    "        group = original_list[start:end]\n",
    "        if group:\n",
    "            merged_group = np.concatenate(group, axis=0)\n",
    "            merged_list.append(merged_group)\n",
    "        start = end\n",
    "    return merged_list\n",
    "\n",
    "# Definition group size\n",
    "group_sizes = [6, 1, 8, 5, 4, 1]\n",
    "\n",
    "# Merge list\n",
    "merged_tn = merge_lists(tn_gene_exp_list, group_sizes)\n",
    "merged_tp = merge_lists(tp_gene_exp_list, group_sizes)\n",
    "merged_ctx = merge_lists(ctx_gene_exp_list, group_sizes)\n",
    "# len(merged_tn)\n",
    "categories = ['Prefrontal', 'Lateral', 'Somatomotor', 'Visual', 'Medial', 'Aud']\n",
    "experiments = ['connected', 'unconnected', 'cortex']\n",
    "experiments_data = [merged_tp, merged_tn, merged_ctx]\n",
    "\n",
    "data = []\n",
    "for exp_name, experiment in zip(experiments, experiments_data):\n",
    "    for category, values in zip(categories, experiment):\n",
    "        for value in values:\n",
    "            data.append({\n",
    "                'Experiment': exp_name,\n",
    "                'Category': category,\n",
    "                'Value': value\n",
    "            })\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "custom_palette = {\n",
    "    'cortex': '#478ccf',\n",
    "    'connected': '#6bad6b',\n",
    "    'unconnected': '#8d8d8d'\n",
    "}\n",
    "custom_markers = {\n",
    "    # 'cortex': 'D',\n",
    "    'connected': 'o',  \n",
    "    'unconnected': 's'   \n",
    "}\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.lineplot(data=df, x='Category', y='Value', hue='Experiment', marker='o', palette=custom_palette, dashes=False, linewidth=0.5, markersize=6)\n",
    "\n",
    "plt.xlabel('ctx_module')\n",
    "plt.ylabel('percentage')\n",
    "plt.legend(bbox_to_anchor=(0.3, 1))\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.savefig('./stereo_L56_Moudel_tp_tn_compare_line_gene.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ctx_gene_exp_percent = [i.mean() for i in ctx_gene_exp_list]\n",
    "tp_gene_exp_percent = [i.mean() for i in tp_gene_exp_list]\n",
    "tn_gene_exp_percent = [i.mean() for i in tn_gene_exp_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature = ctx_region_order\n",
    "value1 = ctx_gene_exp_percent\n",
    "value2 = tp_gene_exp_percent\n",
    "value3 = tn_gene_exp_percent\n",
    "\n",
    "N = len(ctx_gene_exp_list)\n",
    "# Set the angle of the radar diagram to cut a round surface in a flat separation\n",
    "angles=np.linspace(0, 2*np.pi, N, endpoint=False)\n",
    "# In order to close the radar map, the following steps need\n",
    "value1=np.concatenate((value1,[value1[0]]))\n",
    "value2=np.concatenate((value2,[value2[0]]))\n",
    "value3=np.concatenate((value3,[value3[0]]))\n",
    "angles=np.concatenate((angles,[angles[0]]))\n",
    "feature = np.concatenate((feature, [feature[0]]))\n",
    "fig=plt.figure(figsize=(6,6))\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "# Draw a line map\n",
    "ax.plot(angles, value1, 'o-', markersize=2, linewidth=0.5, label = 'cortex', color='#478ccf')\n",
    "# Fill color\n",
    "ax.fill(angles, value1, alpha=0.2, color='#478ccf')\n",
    "# Draw the second folding drawing\n",
    "ax.plot(angles, value2, 'o-', markersize=2, linewidth=0.5, label = 'connected_th', color='#6bad6b')\n",
    "ax.fill(angles, value2, alpha=0.2, color='#6bad6b')\n",
    "# Draw a line map\n",
    "ax.plot(angles, value3, 'o-', markersize=2, linewidth=0.5, label = 'unconnected_th', color='#8d8d8d')\n",
    "# Fill color\n",
    "ax.fill(angles, value3, alpha=0.2, color='#8d8d8d')\n",
    "\n",
    "\n",
    "# Add the tags of each feature\n",
    "# ax.set_thetagrids(angles * 180/np.pi, feature)\n",
    "ax.set_thetagrids(angles * 180/np.pi, feature)  # FRAC parameter setting label distance MAX ( *TP, *TN)+0.05 to depart the center\n",
    "ax.tick_params(axis='x', pad=6)  # Set the distance between the label and the axis\n",
    "# Set the range of radar chart\n",
    "# ax.set_ylim(0.25, 0.45)\n",
    "# Add title\n",
    "# plt.title(f'Layer5/6_CTX_in & TH_in', fontweight='bold')\n",
    "# Add grid line\n",
    "# ax.grid(True)\n",
    "ax.grid(True, linewidth=0.25, alpha=0.7)\n",
    "\n",
    "# ax.set_rgrids([0, 0.2, 0.4, 0.6, 0.8], labels=['', '0.2', '0.4', '0.6', ''])\n",
    "# Set diagram\n",
    "plt.legend(loc='center left', bbox_to_anchor=(1, 1))\n",
    "plt.tight_layout()\n",
    "# plt.savefig('./stereo_l56_module_ave_exp_radar_plot_gene.pdf', format='pdf')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 6 module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Prefrontal': ['MD', 'RT', 'VM', 'VAL', 'RE'],\n",
       " 'Lateral': ['MD', 'PF', 'VPMpc', 'VAL', 'SPA'],\n",
       " 'Somatomotor': ['PO', 'RT', 'VAL', 'VPL', 'PF'],\n",
       " 'Visual': ['LP', 'LD', 'RT', 'IGL', 'LGv'],\n",
       " 'Medial': ['LD', 'LP', 'RT', 'VAL', 'LGv'],\n",
       " 'Aud': ['RT', 'SGN', 'LP', 'POL', 'PoT']}"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ctx_module = {'Prefrontal': ['ACAd', 'ACAv', 'PL', 'ILA', 'ORBl', 'ORBvl'], 'Lateral': ['AId'], 'Somatomotor' :['SSs', 'SSp-bfd', 'SSp-ll', 'SSp-ul', 'SSp-n', 'SSp-m', 'MOp', 'MOs'],\n",
    "              'Visual': ['VISal', 'VISl', 'VISp', 'VISpor', 'VISrl'], 'Medial': ['VISam', 'VISpm', 'RSPd', 'RSPv'], 'Aud': ['AUDp']}\n",
    "th_tp_module = {}\n",
    "th_tn_module = {}\n",
    "# Iterate through each context region\n",
    "for i, c in enumerate(ctx_module.keys()):\n",
    "    # Create a temporary DataFrame for each region\n",
    "    if layer == '5':\n",
    "        tmp = Rbp4_L5.loc[ctx_module[c]].values.flatten()\n",
    "    elif layer == '6':\n",
    "        tmp = Ntsr1_Syt6_L6.loc[ctx_module[c]].values.flatten()\n",
    "    elif layer == '56':\n",
    "        connect = (Rbp4_L5+Ntsr1_Syt6_L6)/2\n",
    "        tmp = connect.loc[ctx_module[c]]\n",
    "\n",
    "    column_means = tmp.mean()\n",
    "    # Find the index with the largest five columns on average\n",
    "    top_5_columns = column_means.nlargest(5).index.tolist()\n",
    "    th_tp_module[c] = top_5_columns\n",
    "\n",
    "    bottom_5_columns = column_means.nsmallest(5).index.tolist()\n",
    "    th_tn_module[c] = bottom_5_columns\n",
    "th_tp_module"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "module_color={'Prefrontal': '#ff0000',\n",
    "'Lateral': '#ffff66',\n",
    " 'Somatomotor': '#f9922b',\n",
    " 'Visual': '#90bff9',\n",
    " 'Medial': '#5252a9',\n",
    " 'Aud': '#7c429b'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
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       "      <td>12.174236</td>\n",
       "      <td>5.102344</td>\n",
       "      <td>4.272254</td>\n",
       "      <td>1.217424</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>8.648043</td>\n",
       "      <td>3.409420</td>\n",
       "      <td>3.724873</td>\n",
       "      <td>SGN</td>\n",
       "      <td>19 MB Glut</td>\n",
       "      <td>nan</td>\n",
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       "    <tr>\n",
       "      <th>186321231466624970722021094909324401885</th>\n",
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       "      <td>8.644398</td>\n",
       "      <td>3.501582</td>\n",
       "      <td>3.729104</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "      <td>nan</td>\n",
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       "      <td>8.690420</td>\n",
       "      <td>3.475290</td>\n",
       "      <td>3.726857</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "      <td>nan</td>\n",
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       "    <tr>\n",
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       "      <td>3.702437</td>\n",
       "      <td>3.740081</td>\n",
       "      <td>POL</td>\n",
       "      <td>19 MB Glut</td>\n",
       "      <td>nan</td>\n",
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       "                                        brain_section_label          x  \\\n",
       "cell_label                                                               \n",
       "207252950882079766503645227815929952400   Zhuang-ABCA-3.023  50.597984   \n",
       "311894855078226645952213910865897976013   Zhuang-ABCA-3.023  50.420950   \n",
       "125208524519663791324346814779771999476   Zhuang-ABCA-3.023  50.959183   \n",
       "12594778395225515056477813574460470379    Zhuang-ABCA-3.023  49.836112   \n",
       "148621603142722639702356861951538418099   Zhuang-ABCA-3.023  51.023440   \n",
       "...                                                     ...        ...   \n",
       "137125155786416424728071422508382942054   Zhuang-ABCA-3.009  86.480430   \n",
       "186321231466624970722021094909324401885   Zhuang-ABCA-3.009  86.443977   \n",
       "262284519603134366801326445274337827961   Zhuang-ABCA-3.009  86.388989   \n",
       "33608739852097367198466784523454261485    Zhuang-ABCA-3.009  86.904204   \n",
       "303385550649730012456703013017610179856   Zhuang-ABCA-3.009  88.389510   \n",
       "\n",
       "                                                 y          z     x_ccf  \\\n",
       "cell_label                                                                \n",
       "207252950882079766503645227815929952400  41.393473  12.239274  5.059798   \n",
       "311894855078226645952213910865897976013  41.271525  12.251970  5.042095   \n",
       "125208524519663791324346814779771999476  43.276307  12.158869  5.095918   \n",
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       "148621603142722639702356861951538418099  42.722536  12.174236  5.102344   \n",
       "...                                            ...        ...       ...   \n",
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       "262284519603134366801326445274337827961  32.866518  37.212756  8.638899   \n",
       "33608739852097367198466784523454261485   34.752896  37.268567  8.690420   \n",
       "303385550649730012456703013017610179856  37.024369  37.400811  8.838951   \n",
       "\n",
       "                                            y_ccf     z_ccf  region  \\\n",
       "cell_label                                                            \n",
       "207252950882079766503645227815929952400  4.139347  1.223927  SSs2/3   \n",
       "311894855078226645952213910865897976013  4.127152  1.225197    SSs1   \n",
       "125208524519663791324346814779771999476  4.327631  1.215887  SSs2/3   \n",
       "12594778395225515056477813574460470379   4.220968  1.223839    SSs1   \n",
       "148621603142722639702356861951538418099  4.272254  1.217424  SSs2/3   \n",
       "...                                           ...       ...     ...   \n",
       "137125155786416424728071422508382942054  3.409420  3.724873     SGN   \n",
       "186321231466624970722021094909324401885  3.501582  3.729104     POL   \n",
       "262284519603134366801326445274337827961  3.286652  3.721276     SGN   \n",
       "33608739852097367198466784523454261485   3.475290  3.726857     POL   \n",
       "303385550649730012456703013017610179856  3.702437  3.740081     POL   \n",
       "\n",
       "                                             cell_type  deg  \n",
       "cell_label                                                   \n",
       "207252950882079766503645227815929952400  01 IT-ET Glut  nan  \n",
       "311894855078226645952213910865897976013  01 IT-ET Glut  nan  \n",
       "125208524519663791324346814779771999476  01 IT-ET Glut  nan  \n",
       "12594778395225515056477813574460470379   01 IT-ET Glut  nan  \n",
       "148621603142722639702356861951538418099  01 IT-ET Glut  nan  \n",
       "...                                                ...  ...  \n",
       "137125155786416424728071422508382942054     19 MB Glut  nan  \n",
       "186321231466624970722021094909324401885     19 MB Glut  nan  \n",
       "262284519603134366801326445274337827961     19 MB Glut  nan  \n",
       "33608739852097367198466784523454261485      19 MB Glut  nan  \n",
       "303385550649730012456703013017610179856     19 MB Glut  nan  \n",
       "\n",
       "[133403 rows x 10 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs['deg'] = 'nan'\n",
    "area = 'Visual'\n",
    "area5 = [i+'5' for i in ctx_module[area]]\n",
    "area6 = [i+'6' for i in ctx_module[area]]\n",
    "area56 = area5 + area6\n",
    "adata.obs.loc[adata.obs['region'].str.startswith(tuple(area56)), 'deg'] = area\n",
    "# adata.obs.loc[adata.obs['region'].str.startswith(tuple(ctx_module[area])), 'deg'] = area\n",
    "adata.obs.loc[adata.obs['region'].isin(th_tp_module[area]), 'deg'] = 'connected'\n",
    "adata.obs.loc[adata.obs['region'].isin(th_tn_module[area]), 'deg'] = 'unconnected'\n",
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
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       "      <td>2.345747</td>\n",
       "      <td>VISrl5</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "      <td>Visual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207737713088111645489974231015219723398</th>\n",
       "      <td>Zhuang-ABCA-3.017</td>\n",
       "      <td>78.672275</td>\n",
       "      <td>18.071984</td>\n",
       "      <td>23.473123</td>\n",
       "      <td>7.867227</td>\n",
       "      <td>1.807198</td>\n",
       "      <td>2.347312</td>\n",
       "      <td>VISrl6a</td>\n",
       "      <td>01 IT-ET Glut</td>\n",
       "      <td>Visual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282030992965481098907637606735824510623</th>\n",
       "      <td>Zhuang-ABCA-3.017</td>\n",
       "      <td>78.575583</td>\n",
       "      <td>19.064710</td>\n",
       "      <td>23.497188</td>\n",
       "      <td>7.857558</td>\n",
       "      <td>1.906471</td>\n",
       "      <td>2.349719</td>\n",
       "      <td>VISal6a</td>\n",
       "      <td>02 NP-CT-L6b Glut</td>\n",
       "      <td>Visual</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97661006042925800380741778764498794751</th>\n",
       "      <td>Zhuang-ABCA-3.017</td>\n",
       "      <td>78.796093</td>\n",
       "      <td>19.073735</td>\n",
       "      <td>23.494524</td>\n",
       "      <td>7.879609</td>\n",
       "      <td>1.907373</td>\n",
       "      <td>2.349452</td>\n",
       "      <td>VISal6a</td>\n",
       "      <td>02 NP-CT-L6b Glut</td>\n",
       "      <td>Visual</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156947303650960194776993747274328011056</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>84.812512</td>\n",
       "      <td>30.863025</td>\n",
       "      <td>37.253313</td>\n",
       "      <td>8.481251</td>\n",
       "      <td>3.086302</td>\n",
       "      <td>3.725331</td>\n",
       "      <td>LP</td>\n",
       "      <td>18 TH Glut</td>\n",
       "      <td>connected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172268668275251998778345610664715788667</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>84.008563</td>\n",
       "      <td>33.037907</td>\n",
       "      <td>37.280443</td>\n",
       "      <td>8.400856</td>\n",
       "      <td>3.303791</td>\n",
       "      <td>3.728044</td>\n",
       "      <td>LP</td>\n",
       "      <td>18 TH Glut</td>\n",
       "      <td>connected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248145458296088509137955235524055794146</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>84.917639</td>\n",
       "      <td>32.177712</td>\n",
       "      <td>37.243865</td>\n",
       "      <td>8.491764</td>\n",
       "      <td>3.217771</td>\n",
       "      <td>3.724386</td>\n",
       "      <td>LP</td>\n",
       "      <td>18 TH Glut</td>\n",
       "      <td>connected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27966221641202106948948402442419133181</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>84.392370</td>\n",
       "      <td>32.908652</td>\n",
       "      <td>37.267710</td>\n",
       "      <td>8.439237</td>\n",
       "      <td>3.290865</td>\n",
       "      <td>3.726771</td>\n",
       "      <td>LP</td>\n",
       "      <td>18 TH Glut</td>\n",
       "      <td>connected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7071071614544513006737101022316271447</th>\n",
       "      <td>Zhuang-ABCA-3.009</td>\n",
       "      <td>83.936955</td>\n",
       "      <td>31.485775</td>\n",
       "      <td>37.276005</td>\n",
       "      <td>8.393695</td>\n",
       "      <td>3.148577</td>\n",
       "      <td>3.727601</td>\n",
       "      <td>LP</td>\n",
       "      <td>18 TH Glut</td>\n",
       "      <td>connected</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9473 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        brain_section_label          x  \\\n",
       "cell_label                                                               \n",
       "188052700459908704250468015984246340174   Zhuang-ABCA-3.017  78.511319   \n",
       "244536282695664703731093924351585311804   Zhuang-ABCA-3.017  78.839495   \n",
       "207737713088111645489974231015219723398   Zhuang-ABCA-3.017  78.672275   \n",
       "282030992965481098907637606735824510623   Zhuang-ABCA-3.017  78.575583   \n",
       "97661006042925800380741778764498794751    Zhuang-ABCA-3.017  78.796093   \n",
       "...                                                     ...        ...   \n",
       "156947303650960194776993747274328011056   Zhuang-ABCA-3.009  84.812512   \n",
       "172268668275251998778345610664715788667   Zhuang-ABCA-3.009  84.008563   \n",
       "248145458296088509137955235524055794146   Zhuang-ABCA-3.009  84.917639   \n",
       "27966221641202106948948402442419133181    Zhuang-ABCA-3.009  84.392370   \n",
       "7071071614544513006737101022316271447     Zhuang-ABCA-3.009  83.936955   \n",
       "\n",
       "                                                 y          z     x_ccf  \\\n",
       "cell_label                                                                \n",
       "188052700459908704250468015984246340174  17.025034  23.450480  7.851132   \n",
       "244536282695664703731093924351585311804  17.453570  23.457475  7.883949   \n",
       "207737713088111645489974231015219723398  18.071984  23.473123  7.867227   \n",
       "282030992965481098907637606735824510623  19.064710  23.497188  7.857558   \n",
       "97661006042925800380741778764498794751   19.073735  23.494524  7.879609   \n",
       "...                                            ...        ...       ...   \n",
       "156947303650960194776993747274328011056  30.863025  37.253313  8.481251   \n",
       "172268668275251998778345610664715788667  33.037907  37.280443  8.400856   \n",
       "248145458296088509137955235524055794146  32.177712  37.243865  8.491764   \n",
       "27966221641202106948948402442419133181   32.908652  37.267710  8.439237   \n",
       "7071071614544513006737101022316271447    31.485775  37.276005  8.393695   \n",
       "\n",
       "                                            y_ccf     z_ccf   region  \\\n",
       "cell_label                                                             \n",
       "188052700459908704250468015984246340174  1.702503  2.345048   VISrl5   \n",
       "244536282695664703731093924351585311804  1.745357  2.345747   VISrl5   \n",
       "207737713088111645489974231015219723398  1.807198  2.347312  VISrl6a   \n",
       "282030992965481098907637606735824510623  1.906471  2.349719  VISal6a   \n",
       "97661006042925800380741778764498794751   1.907373  2.349452  VISal6a   \n",
       "...                                           ...       ...      ...   \n",
       "156947303650960194776993747274328011056  3.086302  3.725331       LP   \n",
       "172268668275251998778345610664715788667  3.303791  3.728044       LP   \n",
       "248145458296088509137955235524055794146  3.217771  3.724386       LP   \n",
       "27966221641202106948948402442419133181   3.290865  3.726771       LP   \n",
       "7071071614544513006737101022316271447    3.148577  3.727601       LP   \n",
       "\n",
       "                                                 cell_type        deg  \n",
       "cell_label                                                             \n",
       "188052700459908704250468015984246340174      01 IT-ET Glut     Visual  \n",
       "244536282695664703731093924351585311804      01 IT-ET Glut     Visual  \n",
       "207737713088111645489974231015219723398      01 IT-ET Glut     Visual  \n",
       "282030992965481098907637606735824510623  02 NP-CT-L6b Glut     Visual  \n",
       "97661006042925800380741778764498794751   02 NP-CT-L6b Glut     Visual  \n",
       "...                                                    ...        ...  \n",
       "156947303650960194776993747274328011056         18 TH Glut  connected  \n",
       "172268668275251998778345610664715788667         18 TH Glut  connected  \n",
       "248145458296088509137955235524055794146         18 TH Glut  connected  \n",
       "27966221641202106948948402442419133181          18 TH Glut  connected  \n",
       "7071071614544513006737101022316271447           18 TH Glut  connected  \n",
       "\n",
       "[9473 rows x 10 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_sel = adata[adata.obs['deg'] != 'nan']\n",
    "adata_sel.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.tl.rank_genes_groups(adata_sel, 'deg', groups=[area], reference='unconnected', method='wilcoxon')\n",
    "a_vs_c = sc.get.rank_genes_groups_df(adata_sel, group=area)\n",
    "\n",
    "sc.tl.rank_genes_groups(adata_sel, 'deg', groups=['connected'], reference='unconnected', method='wilcoxon')\n",
    "b_vs_c = sc.get.rank_genes_groups_df(adata_sel, group='connected')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "similar_genes = []\n",
    "for gene in b_vs_c['names']:\n",
    "    if gene in a_vs_c['names'].values:\n",
    "        a_logfc = a_vs_c[a_vs_c['names'] == gene]['logfoldchanges'].values[0]\n",
    "        b_logfc = b_vs_c[b_vs_c['names'] == gene]['logfoldchanges'].values[0]\n",
    "        # if np.sign(a_logfc) == np.sign(b_logfc) and abs(a_logfc - b_logfc) < 0.4 and a_logfc>2 and b_logfc>2:\n",
    "        if np.sign(a_logfc) == np.sign(b_logfc) and a_logfc > 2 and b_logfc > 2:\n",
    "            similar_genes.append(gene)\n",
    "\n",
    "print(f\"similar_genes: {len(similar_genes)}\")\n",
    "print(similar_genes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set data\n",
    "df = adata_sel[:, similar_genes].to_df()\n",
    "df['cluster'] = adata_sel.obs['deg'].values\n",
    "df_mean = df.groupby('cluster').mean()\n",
    "# For every column\n",
    "column_sums = df_mean.sum()\n",
    "# The value of each column is removed to the corresponding sum\n",
    "df_percentage = df_mean.div(column_sums)\n",
    "df_percentage = df_percentage.loc[[area, 'connected', 'unconnected']]\n",
    "\n",
    "categories = similar_genes\n",
    "colors = [module_color[area],'#89bd89', '#bdbdbd']\n",
    "labels = [area, 'connected', 'unconnected']  # Tags corresponding to color\n",
    "data = df_percentage.values\n",
    "\n",
    "# Create a chart\n",
    "fig, ax = plt.subplots(figsize=(9, 6))\n",
    "\n",
    "# Draw a stack of stacks\n",
    "x = np.arange(len(categories))\n",
    "bottom = np.zeros(len(categories))\n",
    "width=0.6\n",
    "for i, row in enumerate(data):\n",
    "    ax.bar(x, row, bottom=bottom, color=colors[i], edgecolor='white',width=width, label=labels[i])\n",
    "    bottom += row\n",
    "\n",
    "# Add full -coverage ribbon\n",
    "for j in range(len(categories) - 1):\n",
    "    left = x[j]+width/2\n",
    "    right = x[j+1]-width/2\n",
    "    left_data = data[:, j]\n",
    "    right_data = data[:, j+1]\n",
    "    \n",
    "    left_cumsum = np.cumsum(left_data)\n",
    "    right_cumsum = np.cumsum(right_data)\n",
    "    \n",
    "    # Add all ribbons from the bottom to the top\n",
    "    for i in range(len(colors)):\n",
    "        left_bottom = left_cumsum[i-1] if i > 0 else 0\n",
    "        left_top = left_cumsum[i]\n",
    "        right_bottom = right_cumsum[i-1] if i > 0 else 0\n",
    "        right_top = right_cumsum[i]\n",
    "        \n",
    "        ax.fill([left, right, right, left],\n",
    "                [left_bottom, right_bottom, right_top, left_top],\n",
    "                color=colors[i], alpha=0.3)\n",
    "ax.legend(loc='upper left', bbox_to_anchor=(1, 1))  # Figure placed on the outside of the upper right corner\n",
    "\n",
    "# Set chart style\n",
    "# ax.set_title('Full Coverage Ribbon Stacked Bar Chart')\n",
    "ax.set_xlabel('gene')\n",
    "ax.set_ylabel('Expression percentage')\n",
    "plt.xticks(x, rotation=45)\n",
    "ax.set_xticklabels(categories)\n",
    "\n",
    "plt.tight_layout()\n",
    "# plt.savefig(f'./Supp_fig/tp_tn_gene_deg_{area}.pdf', format='pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "gene_path = f'./gene/{area}/'\n",
    "os.makedirs(gene_path, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a_vs_c['comparison'] = f'{area}_vs_TN'\n",
    "b_vs_c['comparison'] = 'TP_vs_TN'\n",
    "df = pd.concat([a_vs_c, b_vs_c])\n",
    "df['regulation'] = df['logfoldchanges'].apply(lambda x: 'Up' if x > 0 else 'Down')\n",
    "df = df[df['logfoldchanges'] > 2]\n",
    "\n",
    "genes_to_label = similar_genes\n",
    "comparisons = [f'{area}_vs_TN', 'TP_vs_TN']\n",
    "\n",
    "# Create graphics and coordinate shafts\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# Use Seaborn's Stripplot function\n",
    "ax = sns.stripplot(x='comparison', y='logfoldchanges', hue='regulation', data=df, \n",
    "                   jitter=0.3, size=4, palette={'Up': '#fa7f6f', 'Down': '#82b0d2'}, alpha=0.7, orient='v')\n",
    "sns.stripplot(x='comparison', y='logfoldchanges', data=df[df['names'].isin(genes_to_label)], \n",
    "              jitter=0.2, size=6, color='black', alpha=1, ax=ax, orient='v')\n",
    "\n",
    "# Add notes and tags\n",
    "label_x = 0.5  #The X coordinate of the label (in the middle of the two groups of scattered dots)\n",
    "label_offset = 0.1  # Vertical spacing between labels\n",
    "max_y = df['logfoldchanges'].max()\n",
    "min_y = df['logfoldchanges'].min()\n",
    "label_y_range = max_y - min_y\n",
    "label_y_start = min_y + label_y_range * 0.1  # Start the label from the position of 10%of the Y axis\n",
    "\n",
    "for i, gene in enumerate(genes_to_label):\n",
    "    gene_data = df[df['names'] == gene]\n",
    "    label_y = label_y_start + i * label_offset * label_y_range\n",
    "    \n",
    "    for j, comp in enumerate(comparisons):\n",
    "        if not gene_data[gene_data['comparison'] == comp].empty:\n",
    "            x = j\n",
    "            y = gene_data[gene_data['comparison'] == comp]['logfoldchanges'].values[0]\n",
    "            ax.plot([x, label_x], [y, label_y], color='gray', linestyle='--', linewidth=0.5)\n",
    "\n",
    "    ax.text(label_x, label_y, gene, fontsize=8, ha='center', va='center')\n",
    "\n",
    "# Set diagram\n",
    "from matplotlib.lines import Line2D\n",
    "legend_elements = [\n",
    "    Line2D([0], [0], marker='o', color='w', label='Up', markersize=8, markerfacecolor='#fa7f6f', alpha=0.7),\n",
    "    # Line2D([0], [0], marker='o', color='w', label='Down', markersize=8, markerfacecolor='#82b0d2', alpha=0.7),\n",
    "    Line2D([0], [0], marker='o', color='w', label='Common', markersize=8, markerfacecolor='black', alpha=1)\n",
    "]\n",
    "ax.legend(handles=legend_elements, title='', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "\n",
    "# plt.axhline(y=2, color='black', linestyle='--', linewidth=2, alpha=0.7, zorder=11)\n",
    "# Set the title and label\n",
    "plt.xlabel('Comparison', fontsize=12)\n",
    "plt.ylabel('logfoldchanges', fontsize=12)\n",
    "\n",
    "# Add a box with a comparative name\n",
    "width = 0.7  # width\n",
    "height = 1.9  # high\n",
    "x_offset = -width/2  # Adjust the X offset to maintain the center\n",
    "y_offset = 0  # Adjust Y offset to keep in the middle\n",
    "cm=[module_color[area], '#89bd89']\n",
    "for i, comp in enumerate(comparisons):\n",
    "    rect = plt.Rectangle((i+x_offset, y_offset), width, height, fill=True, facecolor=cm[i], alpha=0.9, zorder=10)\n",
    "    ax.add_patch(rect)\n",
    "    ax.text(i, 1, comp, ha='center', va='center', fontweight='bold', color='black', zorder=11)\n",
    "\n",
    "# Remove the X -axis tag\n",
    "ax.set_xticklabels([])\n",
    "\n",
    "# Adjust the range of the X -axis and leave space for the middle label\n",
    "plt.xlim(-0.5, len(comparisons) - 0.5)\n",
    "\n",
    "# 调整图的布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# plt.savefig(gene_path + 'tp_tn_gene_deg.pdf', format='pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "SpaCon_clone",
   "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": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}