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https://github.com/kpurshouse/ecDNAcluster
03 November 2022, 13:47:51 UTC
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  • 2064f5e
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  • SNP_analysis_E26_E28.ipynb
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Tip revision: 9162a39f3c8e19e973eaedc50ad4e1d3dc570e90 authored by kpurshouse on 23 September 2022, 16:09:32 UTC
Add files via upload
Tip revision: 9162a39
SNP_analysis_E26_E28.ipynb
{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4df5ba1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import bioframe as bf\n",
    "import scipy\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "70ffabdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"/path/to/data/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a4ab6777",
   "metadata": {},
   "outputs": [],
   "source": [
    "E26 = pd.read_csv(\"allele_freqs_germline.txt\", sep=\"\\t\", header=None)\n",
    "E26[\"cell_line\"] = \"E26\"\n",
    "E28 = pd.read_csv(\"allele_freqs_germline.txt\", sep=\"\\t\", header=None)\n",
    "E28[\"cell_line\"] = \"E28\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0554452e",
   "metadata": {},
   "outputs": [],
   "source": [
    "colnames = [\"chrom\", \"pos\", \"ref\", \"alt\", \n",
    "                   \"depth_B_WGS\", \"depth_CL_RNA\", \n",
    "                   \"depth_CL_WGS\", \"alleles_B_WGS\",\n",
    "                   \"alleles_CL_RNA\", \"alleles_CL_WGS\", \"cell_line\"]\n",
    "E26.columns = colnames\n",
    "E28.columns = colnames"
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       "      chrom       pos ref alt depth_B_WGS depth_CL_RNA depth_CL_WGS  \\\n",
       "0      chr7  50000127   G   C          57            0          124   \n",
       "1      chr7  50000809   A   C          51            0           77   \n",
       "2      chr7  50001132   A   G          65            0          104   \n",
       "3      chr7  50002298   G   A          71            0           99   \n",
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       "...     ...       ...  ..  ..         ...          ...          ...   \n",
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       "27976  chr7  64998992   G   A          59            8           87   \n",
       "27977  chr7  64999337   G   A          51            4          106   \n",
       "\n",
       "      alleles_B_WGS alleles_CL_RNA alleles_CL_WGS cell_line  \n",
       "0             27,30            0,0          79,45       E26  \n",
       "1             31,20            0,0          64,13       E26  \n",
       "2             37,28            0,0          70,34       E26  \n",
       "3             37,34            0,0          65,34       E26  \n",
       "4             42,23            0,0          51,38       E26  \n",
       "...             ...            ...            ...       ...  \n",
       "27973         43,35            2,2          51,35       E28  \n",
       "27974         39,36            3,1          66,42       E28  \n",
       "27975          0,63            0,9           0,92       E28  \n",
       "27976          59,0            6,2           87,0       E28  \n",
       "27977         28,23            3,1          78,28       E28  \n",
       "\n",
       "[60520 rows x 11 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alleles = pd.concat([E26, E28])\n",
    "alleles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "43b0be34",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles = alleles[(alleles[\"depth_B_WGS\"] != \".\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "df3f3abe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/exports/igmm/eddie/chr11/elias/anaconda/envs/coolpuppy_trans/lib/python3.8/site-packages/pandas/core/indexing.py:1884: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(loc, val, pi)\n"
     ]
    }
   ],
   "source": [
    "alleles.loc[:,[\"depth_B_WGS\", \n",
    "               \"depth_CL_RNA\", \n",
    "               \"depth_CL_WGS\"]] = alleles.loc[:,[\"depth_B_WGS\", \n",
    "                                                 \"depth_CL_RNA\", \n",
    "                                                 \"depth_CL_WGS\"]].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d33e19ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles.loc[:,[\"alleles_B_WGS\",\n",
    "               \"alleles_CL_RNA\", \n",
    "               \"alleles_CL_WGS\"]] = alleles.loc[:,[\"alleles_B_WGS\",\n",
    "                                                   \"alleles_CL_RNA\", \n",
    "                                                   \"alleles_CL_WGS\"]].apply(lambda row: row.str.split(',',1).str.get(0).astype(int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dea5d0ed",
   "metadata": {},
   "outputs": [
    {
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       "      <td>106</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55242 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      chrom       pos ref alt  depth_B_WGS  depth_CL_RNA  depth_CL_WGS  \\\n",
       "0      chr7  50000127   G   C           57             0           124   \n",
       "1      chr7  50000809   A   C           51             0            77   \n",
       "2      chr7  50001132   A   G           65             0           104   \n",
       "3      chr7  50002298   G   A           71             0            99   \n",
       "4      chr7  50003982   A   C           65             0            89   \n",
       "...     ...       ...  ..  ..          ...           ...           ...   \n",
       "27973  chr7  64998386   G   A           78             4            86   \n",
       "27974  chr7  64998442   C   T           75             4           108   \n",
       "27975  chr7  64998617   G   C           63             9            92   \n",
       "27976  chr7  64998992   G   A           59             8            87   \n",
       "27977  chr7  64999337   G   A           51             4           106   \n",
       "\n",
       "       alleles_B_WGS  alleles_CL_RNA  alleles_CL_WGS cell_line  \n",
       "0                 27               0              79       E26  \n",
       "1                 31               0              64       E26  \n",
       "2                 37               0              70       E26  \n",
       "3                 37               0              65       E26  \n",
       "4                 42               0              51       E26  \n",
       "...              ...             ...             ...       ...  \n",
       "27973             43               2              51       E28  \n",
       "27974             39               3              66       E28  \n",
       "27975              0               0               0       E28  \n",
       "27976             59               6              87       E28  \n",
       "27977             28               3              78       E28  \n",
       "\n",
       "[55242 rows x 11 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alleles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "08ec22b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/exports/igmm/eddie/chr11/elias/anaconda/envs/coolpuppy_trans/lib/python3.8/site-packages/pandas/core/indexing.py:1773: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(ilocs[0], value, pi)\n"
     ]
    }
   ],
   "source": [
    "alleles.loc[:,\"alleles_B_WGS\"] = alleles[\"alleles_B_WGS\"] / alleles[\"depth_B_WGS\"]\n",
    "alleles.loc[:,\"alleles_CL_RNA\"] = alleles[\"alleles_CL_RNA\"] / alleles[\"depth_CL_RNA\"]\n",
    "alleles.loc[:,\"alleles_CL_WGS\"] = alleles[\"alleles_CL_WGS\"] / alleles[\"depth_CL_WGS\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "22cca46d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Count the alt instead of ref allele\n",
    "alleles.loc[:,\"alleles_B_WGS\"] = 1 - alleles[\"alleles_B_WGS\"]\n",
    "alleles.loc[:,\"alleles_CL_RNA\"] = 1 - alleles[\"alleles_CL_RNA\"]\n",
    "alleles.loc[:,\"alleles_CL_WGS\"] = 1 - alleles[\"alleles_CL_WGS\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7c7e941b",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles = alleles[(alleles[\"alleles_B_WGS\"] > 0.4) &\n",
    "                  (alleles[\"alleles_B_WGS\"] < 0.6)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0fd79b57",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles=alleles.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "38d7277f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>chrom</th>\n",
       "      <th>pos</th>\n",
       "      <th>ref</th>\n",
       "      <th>alt</th>\n",
       "      <th>depth_B_WGS</th>\n",
       "      <th>depth_CL_RNA</th>\n",
       "      <th>depth_CL_WGS</th>\n",
       "      <th>alleles_B_WGS</th>\n",
       "      <th>alleles_CL_RNA</th>\n",
       "      <th>alleles_CL_WGS</th>\n",
       "      <th>cell_line</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr7</td>\n",
       "      <td>50000127</td>\n",
       "      <td>G</td>\n",
       "      <td>C</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>124</td>\n",
       "      <td>0.526316</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.362903</td>\n",
       "      <td>E26</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr7</td>\n",
       "      <td>50001132</td>\n",
       "      <td>A</td>\n",
       "      <td>G</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>104</td>\n",
       "      <td>0.430769</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>E26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr7</td>\n",
       "      <td>50002298</td>\n",
       "      <td>G</td>\n",
       "      <td>A</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>0.478873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.343434</td>\n",
       "      <td>E26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr7</td>\n",
       "      <td>50004689</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0.484375</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.488372</td>\n",
       "      <td>E26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr7</td>\n",
       "      <td>50005039</td>\n",
       "      <td>A</td>\n",
       "      <td>T</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>E26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21431</th>\n",
       "      <td>chr7</td>\n",
       "      <td>64997230</td>\n",
       "      <td>G</td>\n",
       "      <td>A</td>\n",
       "      <td>72</td>\n",
       "      <td>12</td>\n",
       "      <td>96</td>\n",
       "      <td>0.569444</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21432</th>\n",
       "      <td>chr7</td>\n",
       "      <td>64997440</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "      <td>73</td>\n",
       "      <td>11</td>\n",
       "      <td>85</td>\n",
       "      <td>0.493151</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.682353</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21433</th>\n",
       "      <td>chr7</td>\n",
       "      <td>64998386</td>\n",
       "      <td>G</td>\n",
       "      <td>A</td>\n",
       "      <td>78</td>\n",
       "      <td>4</td>\n",
       "      <td>86</td>\n",
       "      <td>0.448718</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.406977</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21434</th>\n",
       "      <td>chr7</td>\n",
       "      <td>64998442</td>\n",
       "      <td>C</td>\n",
       "      <td>T</td>\n",
       "      <td>75</td>\n",
       "      <td>4</td>\n",
       "      <td>108</td>\n",
       "      <td>0.480000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21435</th>\n",
       "      <td>chr7</td>\n",
       "      <td>64999337</td>\n",
       "      <td>G</td>\n",
       "      <td>A</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>106</td>\n",
       "      <td>0.450980</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.264151</td>\n",
       "      <td>E28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21436 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      chrom       pos ref alt  depth_B_WGS  depth_CL_RNA  depth_CL_WGS  \\\n",
       "0      chr7  50000127   G   C           57             0           124   \n",
       "1      chr7  50001132   A   G           65             0           104   \n",
       "2      chr7  50002298   G   A           71             0            99   \n",
       "3      chr7  50004689   T   C           64             0            86   \n",
       "4      chr7  50005039   A   T           50             0            80   \n",
       "...     ...       ...  ..  ..          ...           ...           ...   \n",
       "21431  chr7  64997230   G   A           72            12            96   \n",
       "21432  chr7  64997440   T   A           73            11            85   \n",
       "21433  chr7  64998386   G   A           78             4            86   \n",
       "21434  chr7  64998442   C   T           75             4           108   \n",
       "21435  chr7  64999337   G   A           51             4           106   \n",
       "\n",
       "       alleles_B_WGS  alleles_CL_RNA  alleles_CL_WGS cell_line  \n",
       "0           0.526316             NaN        0.362903       E26  \n",
       "1           0.430769             NaN        0.326923       E26  \n",
       "2           0.478873             NaN        0.343434       E26  \n",
       "3           0.484375             NaN        0.488372       E26  \n",
       "4           0.520000             NaN        0.375000       E26  \n",
       "...              ...             ...             ...       ...  \n",
       "21431       0.569444        0.333333        0.343750       E28  \n",
       "21432       0.493151        0.636364        0.682353       E28  \n",
       "21433       0.448718        0.500000        0.406977       E28  \n",
       "21434       0.480000        0.250000        0.388889       E28  \n",
       "21435       0.450980        0.250000        0.264151       E28  \n",
       "\n",
       "[21436 rows x 11 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alleles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "14dac0a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles_melt = alleles.loc[:,[\"pos\", \"cell_line\", \"alleles_B_WGS\",\n",
    "                                    \"alleles_CL_WGS\", \"alleles_CL_RNA\"]].melt(id_vars=[\"pos\", \"cell_line\"], \n",
    "                                                             value_name = \"allele_freq\", var_name = \"sample\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "72b055af",
   "metadata": {},
   "outputs": [],
   "source": [
    "alleles_melt[\"pos\"] = alleles_melt[\"pos\"]/10**7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9a6fc647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 545.4x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\", font=\"Arial\", rc = {'figure.figsize':(10,7)})\n",
    "g = sns.relplot(data = alleles_melt[(alleles_melt[\"cell_line\"] == \"E26\") &\n",
    "                                        (alleles_melt[\"sample\"] != \"alleles_CL_RNA\")], \n",
    "                    x=\"pos\", y =\"allele_freq\", hue=\"sample\",\n",
    "                    alpha=1, s=50, edgecolor='black', linewidth = 0.5,\n",
    "                    facet_kws={\"legend_out\": True})\n",
    "g.set(title=\"\",\n",
    "      ylabel=\"SNP allele frequency\", \n",
    "      xlabel=\"Chr7 coordinate [Mb]\", \n",
    "      xlim=(5.35, 5.6),\n",
    "      ylim=[0,1.05])\n",
    "g._legend.set_title(\"Sample\")\n",
    "new_labels = ['Blood', 'GBM']\n",
    "for t, l in zip(g._legend.texts, new_labels):\n",
    "    t.set_text(l)\n",
    "g._legend.set_bbox_to_anchor([1.2, 0.8])\n",
    "plt.axvline(5.5019, color=\"black\", linestyle=\"--\", alpha=0.5)\n",
    "plt.axvline(5.5280, color=\"black\", linestyle=\"--\", alpha=0.5)\n",
    "plt.yticks([0, 0.5, 1])\n",
    "plt.xticks([5.4, 5.5, 5.6])\n",
    "plt.tight_layout()\n",
    "\n",
    "g.figure.savefig(\"germline_SNPs_E26.svg\", bbox_inches='tight', dpi=300)\n",
    "g.figure.savefig(\"germline_SNPs_E26.png\", bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "03b77efc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 545.4x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\", font=\"Arial\", rc = {'figure.figsize':(10,7)})\n",
    "g = sns.relplot(data = alleles_melt[(alleles_melt[\"cell_line\"] == \"E28\") &\n",
    "                                        (alleles_melt[\"sample\"] != \"alleles_CL_RNA\")], \n",
    "                    x=\"pos\", y =\"allele_freq\", hue=\"sample\",\n",
    "                    alpha=1, s=50, edgecolor='black', linewidth = 0.5,\n",
    "                    facet_kws={\"legend_out\": True})\n",
    "g.set(title=\"\",\n",
    "      ylabel=\"SNP allele frequency\", \n",
    "      xlabel=\"Chr7 coordinate [Mb]\", \n",
    "      xlim=(5.35, 5.6),\n",
    "      ylim=[0,1.05])\n",
    "g._legend.set_title(\"Sample\")\n",
    "new_labels = ['Blood', 'GBM']\n",
    "for t, l in zip(g._legend.texts, new_labels):\n",
    "    t.set_text(l)\n",
    "g._legend.set_bbox_to_anchor([1.2, 0.8])\n",
    "plt.axvline(5.5019, color=\"black\", linestyle=\"--\", alpha=0.5)\n",
    "plt.axvline(5.5280, color=\"black\", linestyle=\"--\", alpha=0.5)\n",
    "plt.yticks([0, 0.5, 1])\n",
    "plt.xticks([5.4, 5.5, 5.6])\n",
    "plt.tight_layout()\n",
    "\n",
    "g.figure.savefig(\"germline_SNPs_E28.svg\", bbox_inches='tight', dpi=300)\n",
    "g.figure.savefig(\"germline_SNPs_E28.png\", bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "69178bea",
   "metadata": {},
   "outputs": [],
   "source": [
    "amplicon = alleles[(alleles[\"pos\"] >= 5.4156030e7) &\n",
    "                           (alleles[\"pos\"] <= 5.5389615e7)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9eb4ea99",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_121820/1137948264.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  amplicon[\"pos2\"] = amplicon[\"pos\"]+1\n"
     ]
    }
   ],
   "source": [
    "amplicon[\"pos2\"] = amplicon[\"pos\"]+1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "38eee795",
   "metadata": {},
   "outputs": [],
   "source": [
    "genes = pd.read_csv(\"hg38_amplicon_genes.txt\", sep=\"\\t\", header=None)\n",
    "genes.columns = [\"chrom\", \"start\", \"end\", \"gene\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "43fe4a38",
   "metadata": {},
   "outputs": [],
   "source": [
    "genic = bf.overlap(df1 = amplicon, \n",
    "           df2 = genes, \n",
    "           how = \"left\",\n",
    "           cols1 = [\"chrom\", \"pos\", \"pos2\"],\n",
    "           cols2 = [\"chrom\", \"start\", \"end\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "15e7db91",
   "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>chrom</th>\n",
       "      <th>pos</th>\n",
       "      <th>ref</th>\n",
       "      <th>alt</th>\n",
       "      <th>depth_B_WGS</th>\n",
       "      <th>depth_CL_RNA</th>\n",
       "      <th>depth_CL_WGS</th>\n",
       "      <th>alleles_B_WGS</th>\n",
       "      <th>alleles_CL_RNA</th>\n",
       "      <th>alleles_CL_WGS</th>\n",
       "      <th>cell_line</th>\n",
       "      <th>pos2</th>\n",
       "      <th>chrom_</th>\n",
       "      <th>start_</th>\n",
       "      <th>end_</th>\n",
       "      <th>gene_</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>chr7</td>\n",
       "      <td>54349343</td>\n",
       "      <td>G</td>\n",
       "      <td>A</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>665.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.905263</td>\n",
       "      <td>E26</td>\n",
       "      <td>54349344</td>\n",
       "      <td>chr7</td>\n",
       "      <td>54348898</td>\n",
       "      <td>54349845</td>\n",
       "      <td>LINC01445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>chr7</td>\n",
       "      <td>54349768</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0.464286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.845000</td>\n",
       "      <td>E26</td>\n",
       "      <td>54349769</td>\n",
       "      <td>chr7</td>\n",
       "      <td>54348898</td>\n",
       "      <td>54349845</td>\n",
       "      <td>LINC01445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>chr7</td>\n",
       "      <td>54349768</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>0.464286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.845000</td>\n",
       "      <td>E26</td>\n",
       "      <td>54349769</td>\n",
       "      <td>chr7</td>\n",
       "      <td>54349365</td>\n",
       "      <td>54349845</td>\n",
       "      <td>LINC01445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>chr7</td>\n",
       "      <td>54349822</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>E26</td>\n",
       "      <td>54349823</td>\n",
       "      <td>chr7</td>\n",
       "      <td>54348898</td>\n",
       "      <td>54349845</td>\n",
       "      <td>LINC01445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>chr7</td>\n",
       "      <td>54349822</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>657.0</td>\n",
       "      <td>0.476190</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>E26</td>\n",
       "      <td>54349823</td>\n",
       "      <td>chr7</td>\n",
       "      <td>54349365</td>\n",
       "      <td>54349845</td>\n",
       "      <td>LINC01445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1417</th>\n",
       "      <td>chr7</td>\n",
       "      <td>55211159</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>86.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>1452.0</td>\n",
       "      <td>0.465116</td>\n",
       "      <td>0.976119</td>\n",
       "      <td>0.957989</td>\n",
       "      <td>E28</td>\n",
       "      <td>55211160</td>\n",
       "      <td>chr7</td>\n",
       "      <td>55205256</td>\n",
       "      <td>55211628</td>\n",
       "      <td>EGFR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1418</th>\n",
       "      <td>chr7</td>\n",
       "      <td>55211587</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.933649</td>\n",
       "      <td>E28</td>\n",
       "      <td>55211588</td>\n",
       "      <td>chr7</td>\n",
       "      <td>55205256</td>\n",
       "      <td>55211628</td>\n",
       "      <td>EGFR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>chr7</td>\n",
       "      <td>55211587</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.933649</td>\n",
       "      <td>E28</td>\n",
       "      <td>55211588</td>\n",
       "      <td>chr7</td>\n",
       "      <td>55205256</td>\n",
       "      <td>55211628</td>\n",
       "      <td>EGFR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1420</th>\n",
       "      <td>chr7</td>\n",
       "      <td>55211587</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.933649</td>\n",
       "      <td>E28</td>\n",
       "      <td>55211588</td>\n",
       "      <td>chr7</td>\n",
       "      <td>55205256</td>\n",
       "      <td>55211628</td>\n",
       "      <td>EGFR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>chr7</td>\n",
       "      <td>55365572</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>35.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>0.457143</td>\n",
       "      <td>0.754717</td>\n",
       "      <td>0.970588</td>\n",
       "      <td>E28</td>\n",
       "      <td>55365573</td>\n",
       "      <td>chr7</td>\n",
       "      <td>55365448</td>\n",
       "      <td>55366229</td>\n",
       "      <td>LANCL2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>78 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     chrom       pos ref alt  depth_B_WGS  depth_CL_RNA  depth_CL_WGS  \\\n",
       "74    chr7  54349343   G   A         64.0           1.0         665.0   \n",
       "75    chr7  54349768   T   C         56.0           0.0         600.0   \n",
       "76    chr7  54349768   T   C         56.0           0.0         600.0   \n",
       "77    chr7  54349822   T   C         63.0           0.0         657.0   \n",
       "78    chr7  54349822   T   C         63.0           0.0         657.0   \n",
       "...    ...       ...  ..  ..          ...           ...           ...   \n",
       "1417  chr7  55211159   C   A         86.0         670.0        1452.0   \n",
       "1418  chr7  55211587   C   A         48.0           0.0         844.0   \n",
       "1419  chr7  55211587   C   A         48.0           0.0         844.0   \n",
       "1420  chr7  55211587   C   A         48.0           0.0         844.0   \n",
       "1488  chr7  55365572   C   A         35.0          53.0         952.0   \n",
       "\n",
       "      alleles_B_WGS  alleles_CL_RNA  alleles_CL_WGS cell_line      pos2  \\\n",
       "74         0.500000        1.000000        0.905263       E26  54349344   \n",
       "75         0.464286             NaN        0.845000       E26  54349769   \n",
       "76         0.464286             NaN        0.845000       E26  54349769   \n",
       "77         0.476190             NaN        0.888889       E26  54349823   \n",
       "78         0.476190             NaN        0.888889       E26  54349823   \n",
       "...             ...             ...             ...       ...       ...   \n",
       "1417       0.465116        0.976119        0.957989       E28  55211160   \n",
       "1418       0.416667             NaN        0.933649       E28  55211588   \n",
       "1419       0.416667             NaN        0.933649       E28  55211588   \n",
       "1420       0.416667             NaN        0.933649       E28  55211588   \n",
       "1488       0.457143        0.754717        0.970588       E28  55365573   \n",
       "\n",
       "     chrom_    start_      end_      gene_  \n",
       "74     chr7  54348898  54349845  LINC01445  \n",
       "75     chr7  54348898  54349845  LINC01445  \n",
       "76     chr7  54349365  54349845  LINC01445  \n",
       "77     chr7  54348898  54349845  LINC01445  \n",
       "78     chr7  54349365  54349845  LINC01445  \n",
       "...     ...       ...       ...        ...  \n",
       "1417   chr7  55205256  55211628       EGFR  \n",
       "1418   chr7  55205256  55211628       EGFR  \n",
       "1419   chr7  55205256  55211628       EGFR  \n",
       "1420   chr7  55205256  55211628       EGFR  \n",
       "1488   chr7  55365448  55366229     LANCL2  \n",
       "\n",
       "[78 rows x 16 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genic.dropna(subset=[\"gene_\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e17bd1a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "genic = bf.overlap(df1 = amplicon, \n",
    "           df2 = genes, \n",
    "           how = \"left\",\n",
    "           cols1 = [\"chrom\", \"pos\", \"pos2\"],\n",
    "           cols2 = [\"chrom\", \"start\", \"end\"])\n",
    "genic.fillna(value=np.nan)\n",
    "genic = genic.dropna(subset=[\"gene_\"])\n",
    "genic = genic.drop_duplicates(subset=[\"alleles_B_WGS\", \n",
    "                                              \"alleles_CL_RNA\", \n",
    "                                              \"alleles_CL_WGS\"])\n",
    "genic = genic[genic[\"depth_CL_RNA\"] > 20]\n",
    "genic[\"RNA_DNA_ratio\"] = genic[\"alleles_CL_RNA\"] / genic[\"alleles_CL_WGS\"] \n",
    "expressed = genic[genic[\"depth_CL_RNA\"] > 20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a7cb8547",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font_scale=1.5, style=\"white\", font=\"Arial\", rc = {'figure.figsize':(10,4)})\n",
    "g = sns.catplot(data = expressed, x = \"gene_\", y = \"RNA_DNA_ratio\", legend=False, \n",
    "                hue=\"gene_\", palette = [\"red\", \"orange\", \"green\"], alpha=0.9, aspect=1, height=4, s=10,\n",
    "                edgecolor=\"black\", linewidth=1.5, col=\"cell_line\", sharex=False)\n",
    "g.map(plt.axhline, y=1, ls=\":\", c=\".5\")\n",
    "g.set_titles(template='{col_name}')\n",
    "g.set(ylabel = \"RNA-seq/WGS \\nallele frequency ratio\",\n",
    "      xlabel = \"\",\n",
    "      ylim=[0.75, 1.25])\n",
    "plt.savefig(\"RNA_DNA_ratio_germline.png\", dpi = 300, bbox_inches='tight')\n",
    "plt.savefig(\"RNA_DNA_ratio_germline.svg\", dpi = 300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "96595b0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "expressed[[\"chrom\", \"pos\", \"pos\"]].to_csv(\"SNPs.bed\", sep=\"\\t\", header=False, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "99a48b0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "expressed[[\"cell_line\", \"gene_\", \"RNA_DNA_ratio\"]].to_csv(\"RNA_DNA_SNP_ratio.txt\", sep=\"\\t\", header=True, index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}

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