{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ab81b2f5",
   "metadata": {},
   "source": [
    "# Summary of *apo*-*holo* data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bfa6a6f",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "In this notebook, we look at the data used to create the *apo*-*holo* comparisons, generating plots and summary statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b7b751a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib is building the font cache; this may take a moment.\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import subprocess\n",
    "import tempfile\n",
    "\n",
    "import logomaker\n",
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import openchord\n",
    "import pandas as pd\n",
    "from IPython.display import display, Markdown\n",
    "from pyxdameraulevenshtein import damerau_levenshtein_distance\n",
    "\n",
    "from tcr_pmhc_interface_analysis.utils import mhc_slug_to_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "38a0b629",
   "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>file_name</th>\n",
       "      <th>pdb_id</th>\n",
       "      <th>structure_type</th>\n",
       "      <th>state</th>\n",
       "      <th>alpha_chain</th>\n",
       "      <th>beta_chain</th>\n",
       "      <th>antigen_chain</th>\n",
       "      <th>mhc_chain1</th>\n",
       "      <th>mhc_chain2</th>\n",
       "      <th>cdr_sequences_collated</th>\n",
       "      <th>peptide_sequence</th>\n",
       "      <th>mhc_slug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1ao7_D-E-C-A-B_tcr_pmhc.pdb</td>\n",
       "      <td>1ao7</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>D</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>DRGSQS-IYSNGD-AVTTDSWGKLQ-MNHEY-SVGAGI-ASRPGLA...</td>\n",
       "      <td>LLFGYPVYV</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1b0g_C-A-B_pmhc.pdb</td>\n",
       "      <td>1b0g</td>\n",
       "      <td>pmhc</td>\n",
       "      <td>apo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALWGFFPVL</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1b0g_F-D-E_pmhc.pdb</td>\n",
       "      <td>1b0g</td>\n",
       "      <td>pmhc</td>\n",
       "      <td>apo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>D</td>\n",
       "      <td>E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ALWGFFPVL</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1bd2_D-E-C-A-B_tcr_pmhc.pdb</td>\n",
       "      <td>1bd2</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>D</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>NSMFDY-ISSIKDK-AAMEGAQKLV-MNHEY-SVGAGI-ASSYPGG...</td>\n",
       "      <td>LLFGYPVYV</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1bii_P-A-B_pmhc.pdb</td>\n",
       "      <td>1bii</td>\n",
       "      <td>pmhc</td>\n",
       "      <td>apo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>P</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RGPGRAFVTI</td>\n",
       "      <td>h2_dd</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>7rtd_C-A-B_pmhc.pdb</td>\n",
       "      <td>7rtd</td>\n",
       "      <td>pmhc</td>\n",
       "      <td>apo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>YLQPRTFLL</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>7rtr_D-E-C-A-B_tcr_pmhc.pdb</td>\n",
       "      <td>7rtr</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>D</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>DRGSQS-IYSNGD-AVNRDDKII-SEHNR-FQNEAQ-ASSPDIEQY</td>\n",
       "      <td>YLQPRTFLL</td>\n",
       "      <td>hla_a_02_01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>8gvb_A-B-P-H-L_tcr_pmhc.pdb</td>\n",
       "      <td>8gvb</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>P</td>\n",
       "      <td>H</td>\n",
       "      <td>L</td>\n",
       "      <td>YGATPY-YFSGDTLV-AVGFTGGGNKLT-SEHNR-FQNEAQ-ASSD...</td>\n",
       "      <td>RYPLTFGW</td>\n",
       "      <td>hla_a_24_02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>8gvg_A-B-P-H-L_tcr_pmhc.pdb</td>\n",
       "      <td>8gvg</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>P</td>\n",
       "      <td>H</td>\n",
       "      <td>L</td>\n",
       "      <td>YGATPY-YFSGDTLV-AVGFTGGGNKLT-SEHNR-FQNEAQ-ASSD...</td>\n",
       "      <td>RFPLTFGW</td>\n",
       "      <td>hla_a_24_02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>8gvi_A-B-P-H-L_tcr_pmhc.pdb</td>\n",
       "      <td>8gvi</td>\n",
       "      <td>tcr_pmhc</td>\n",
       "      <td>holo</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>P</td>\n",
       "      <td>H</td>\n",
       "      <td>L</td>\n",
       "      <td>YGATPY-YFSGDTLV-AVVFTGGGNKLT-SEHNR-FQNEAQ-ASSL...</td>\n",
       "      <td>RYPLTFGW</td>\n",
       "      <td>hla_a_24_02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>391 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       file_name pdb_id structure_type state alpha_chain  \\\n",
       "0    1ao7_D-E-C-A-B_tcr_pmhc.pdb   1ao7       tcr_pmhc  holo           D   \n",
       "1            1b0g_C-A-B_pmhc.pdb   1b0g           pmhc   apo         NaN   \n",
       "2            1b0g_F-D-E_pmhc.pdb   1b0g           pmhc   apo         NaN   \n",
       "3    1bd2_D-E-C-A-B_tcr_pmhc.pdb   1bd2       tcr_pmhc  holo           D   \n",
       "4            1bii_P-A-B_pmhc.pdb   1bii           pmhc   apo         NaN   \n",
       "..                           ...    ...            ...   ...         ...   \n",
       "386          7rtd_C-A-B_pmhc.pdb   7rtd           pmhc   apo         NaN   \n",
       "387  7rtr_D-E-C-A-B_tcr_pmhc.pdb   7rtr       tcr_pmhc  holo           D   \n",
       "388  8gvb_A-B-P-H-L_tcr_pmhc.pdb   8gvb       tcr_pmhc  holo           A   \n",
       "389  8gvg_A-B-P-H-L_tcr_pmhc.pdb   8gvg       tcr_pmhc  holo           A   \n",
       "390  8gvi_A-B-P-H-L_tcr_pmhc.pdb   8gvi       tcr_pmhc  holo           A   \n",
       "\n",
       "    beta_chain antigen_chain mhc_chain1 mhc_chain2  \\\n",
       "0            E             C          A          B   \n",
       "1          NaN             C          A          B   \n",
       "2          NaN             F          D          E   \n",
       "3            E             C          A          B   \n",
       "4          NaN             P          A          B   \n",
       "..         ...           ...        ...        ...   \n",
       "386        NaN             C          A          B   \n",
       "387          E             C          A          B   \n",
       "388          B             P          H          L   \n",
       "389          B             P          H          L   \n",
       "390          B             P          H          L   \n",
       "\n",
       "                                cdr_sequences_collated peptide_sequence  \\\n",
       "0    DRGSQS-IYSNGD-AVTTDSWGKLQ-MNHEY-SVGAGI-ASRPGLA...        LLFGYPVYV   \n",
       "1                                                  NaN        ALWGFFPVL   \n",
       "2                                                  NaN        ALWGFFPVL   \n",
       "3    NSMFDY-ISSIKDK-AAMEGAQKLV-MNHEY-SVGAGI-ASSYPGG...        LLFGYPVYV   \n",
       "4                                                  NaN       RGPGRAFVTI   \n",
       "..                                                 ...              ...   \n",
       "386                                                NaN        YLQPRTFLL   \n",
       "387     DRGSQS-IYSNGD-AVNRDDKII-SEHNR-FQNEAQ-ASSPDIEQY        YLQPRTFLL   \n",
       "388  YGATPY-YFSGDTLV-AVGFTGGGNKLT-SEHNR-FQNEAQ-ASSD...         RYPLTFGW   \n",
       "389  YGATPY-YFSGDTLV-AVGFTGGGNKLT-SEHNR-FQNEAQ-ASSD...         RFPLTFGW   \n",
       "390  YGATPY-YFSGDTLV-AVVFTGGGNKLT-SEHNR-FQNEAQ-ASSL...         RYPLTFGW   \n",
       "\n",
       "        mhc_slug  \n",
       "0    hla_a_02_01  \n",
       "1    hla_a_02_01  \n",
       "2    hla_a_02_01  \n",
       "3    hla_a_02_01  \n",
       "4          h2_dd  \n",
       "..           ...  \n",
       "386  hla_a_02_01  \n",
       "387  hla_a_02_01  \n",
       "388  hla_a_24_02  \n",
       "389  hla_a_24_02  \n",
       "390  hla_a_24_02  \n",
       "\n",
       "[391 rows x 12 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apo_holo_summary = pd.read_csv('../data/processed/apo-holo-tcr-pmhc-class-I/apo_holo_summary.csv')\n",
    "apo_holo_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf676c2e",
   "metadata": {},
   "source": [
    "## Summary Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "50279dc4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 391 entries in the dataset spread across 301 PDB structures.\n"
     ]
    }
   ],
   "source": [
    "num_entries = len(apo_holo_summary)\n",
    "num_pdb_ids = len(apo_holo_summary['pdb_id'].unique())\n",
    "\n",
    "print('There are', num_entries, 'entries in the dataset spread across', num_pdb_ids, 'PDB structures.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "54005c69",
   "metadata": {},
   "outputs": [],
   "source": [
    "def both_apo_holo(group: pd.DataFrame, structure_type: str) -> bool:\n",
    "    apo_structures = group.query(\"state == 'apo' and structure_type == @structure_type\")\n",
    "    holo_structures = group.query(\"state == 'holo'\")\n",
    "\n",
    "    return len(apo_structures) >= 1 and len(holo_structures) >= 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63a58361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "There are 22 TCRs with both *apo* and *holo* conformations in the dataset. Here is the list of them based on their CDR sequences:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATGYPS-ATKADDK-ALSDPVNDMR-SGHAT-FQNNGV-ASSLRGRGDQPQH\n",
      "DRGSQS-IYSNGD-ALTRGPGNQFY-SGHVS-FNYEAQ-ASSSPGGVSTEAF\n",
      "DRGSQS-IYSNGD-AVNFGGGKLI-MRHNA-SNTAGT-ASSLSFGTEAF\n",
      "DRGSQS-IYSNGD-AVNRDDKII-SEHNR-FQNEAQ-ASSPDIEQY\n",
      "DRGSQS-IYSNGD-AVRTNSGYALN-QGHDT-YYEEEE-ASSDTVSYEQY\n",
      "DRGSQS-IYSNGD-AVTTDSWGKLQ-MNHEY-SVGAGI-ASRPGLAGGRPEQY\n",
      "DRGSQS-IYSNGD-GTYNQGGKLI-MNHEY-SMNVEV-ASSGASHEQY\n",
      "DSAIYN-IQSSQRE-AQLNQAGTALI-MNHEY-SVGAGI-ASSYGTGINYGYT\n",
      "DSAIYN-IQSSQRE-AVRMDSSYKLI-SEHNR-FQNEAQ-ASSSWDTGELF\n",
      "DSAIYN-IQSSQRE-AVRPLLDGTYIPT-MNHEY-SVGAGT-ASSYLGNTGELF\n",
      "DSAIYN-IQSSQRE-AVRPTSGGSYIPT-MNHEY-SVGAGI-ASSYVGNTGELF\n",
      "FLGSQS-TYREGD-AVNDGGRLT-GTSNPN-WGPFG-AWSETGLGMGGWQ\n",
      "NIATNDY-GYKTK-LVGEILDNFNKFY-MDHEN-SYDVKM-ASSQRQEGDTQY\n",
      "NSAFDY-ILSVSNK-AASASFGDNSKLI-MSHET-SYDVDS-ASSLGHTEVF\n",
      "NSAFQY-TYSSGN-AMRGDSSYKLI-SGHDY-FNNNVP-ASSLWEKLAKNIQY\n",
      "NSASQS-VYSSG-VVQPGGYQKVT-MNHNS-SASEGT-ASSEGLWQVGDEQY\n",
      "NSASQS-VYSSG-VVRAGKLI-MNHEY-SVGEGT-ASGQGNFDIQY\n",
      "SVFSS-VVTGGEV-AGAGSQGNLI-LNHDA-SQIVND-ASSSRSSYEQY\n",
      "TISGNEY-GLKNN-IVWGGYQKVT-SEHNR-FQNEAQ-ASRYRDDSYNEQF\n",
      "TISGTDY-GLTSN-ILPLAGGTSYGKLT-SGHVS-FQNEAQ-ASSLGQAYEQY\n",
      "YSATPY-YYSGDPVV-AVSGFASALT-NNHNN-SYGAGS-ASGGGGTLY\n",
      "YSGSPE-HISR-ALSGFNNAGNMLT-SGHAT-FQNNGV-ASSLGGAGGADTQY\n"
     ]
    }
   ],
   "source": [
    "both_apo_holo_tcrs = apo_holo_summary.groupby('cdr_sequences_collated').apply(lambda group: both_apo_holo(group, 'tcr'))\n",
    "apo_holo_tcrs = both_apo_holo_tcrs.index[both_apo_holo_tcrs].tolist()\n",
    "\n",
    "num_unique_tcrs = len(apo_holo_tcrs)\n",
    "\n",
    "display(Markdown((f'There are {num_unique_tcrs} TCRs with both *apo* and *holo* conformations in the dataset. '\n",
    "                 'Here is the list of them based on their CDR sequences:')))\n",
    "\n",
    "print('\\n'.join(apo_holo_tcrs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "40c51f12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "There are 81 combinations of MHC alleles and peptides with both *apo* and *holo* structures.These come from 19 MHC alleles and 79 unique peptides.Here are the combinations:"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>MHC Allele</th>\n",
       "      <th>Peptide</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>h2_db</td>\n",
       "      <td>ASNENMETM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>h2_db</td>\n",
       "      <td>KAPANFATM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>h2_db</td>\n",
       "      <td>KAPFNFATM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>h2_db</td>\n",
       "      <td>KAPYDYAPI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>h2_db</td>\n",
       "      <td>KAPYNFATM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>hla_b_51_01</td>\n",
       "      <td>TAFTIPSI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>hla_b_53_01</td>\n",
       "      <td>QASQEVKNW</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>hla_b_81_01</td>\n",
       "      <td>TPQDLNTML</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>hla_c_08_02</td>\n",
       "      <td>GADGVGKSAL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>hla_e_01_03</td>\n",
       "      <td>RLPAKAPLL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MHC Allele     Peptide\n",
       "Index                         \n",
       "1            h2_db   ASNENMETM\n",
       "2            h2_db   KAPANFATM\n",
       "3            h2_db   KAPFNFATM\n",
       "4            h2_db   KAPYDYAPI\n",
       "5            h2_db   KAPYNFATM\n",
       "...            ...         ...\n",
       "77     hla_b_51_01    TAFTIPSI\n",
       "78     hla_b_53_01   QASQEVKNW\n",
       "79     hla_b_81_01   TPQDLNTML\n",
       "80     hla_c_08_02  GADGVGKSAL\n",
       "81     hla_e_01_03   RLPAKAPLL\n",
       "\n",
       "[81 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "both_apo_holo_pmhcs = apo_holo_summary.groupby(['mhc_slug', 'peptide_sequence']).apply(lambda group: both_apo_holo(group, 'pmhc'))\n",
    "apo_holo_pmhcs = both_apo_holo_pmhcs.index[both_apo_holo_pmhcs].tolist()\n",
    "\n",
    "mhc_slugs = set([slug for slug, _ in apo_holo_pmhcs])\n",
    "peptide_sequences = set([peptide for _, peptide in apo_holo_pmhcs])\n",
    "\n",
    "num_combinations = len(apo_holo_pmhcs)\n",
    "num_unique_mhcs = len(mhc_slugs)\n",
    "num_unique_peptides = len(peptide_sequences)\n",
    "\n",
    "display(Markdown((f'There are {num_combinations} combinations of MHC alleles and peptides with '\n",
    "                  'both *apo* and *holo* structures.'\n",
    "                  f'These come from {num_unique_mhcs} MHC alleles and {num_unique_peptides} unique peptides.'\n",
    "                  'Here are the combinations:')))\n",
    "\n",
    "pd.DataFrame({\n",
    "    'MHC Allele': [slug for slug, _ in apo_holo_pmhcs],\n",
    "    'Peptide': [peptide for _, peptide in apo_holo_pmhcs],\n",
    "}, index=pd.RangeIndex(start=1, stop=len(apo_holo_pmhcs) + 1, name='Index'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f31b1af",
   "metadata": {},
   "source": [
    "## Data plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2c8089bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "stcrdab_summary = pd.read_csv('../data/raw/stcrdab/db_summary.dat', delimiter='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "85855da9",
   "metadata": {},
   "outputs": [],
   "source": [
    "apo_holo_summary = apo_holo_summary.merge(stcrdab_summary,\n",
    "                                          how='left',\n",
    "                                          left_on=['pdb_id', 'alpha_chain', 'beta_chain'],\n",
    "                                          right_on=['pdb', 'Achain', 'Bchain'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "51810fc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "apo_holo_summary_non_redundant_tcrs = apo_holo_summary.drop_duplicates('cdr_sequences_collated')\n",
    "apo_holo_summary_non_redundant_pmhcs = apo_holo_summary.drop_duplicates(['mhc_slug', 'peptide_sequence'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b66b0e7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(20, 20))\n",
    "\n",
    "apo_holo_summary_non_redundant_tcrs['alpha_subgroup'].dropna().value_counts().plot.pie(title=r'$\\alpha$-chain gene usage',\n",
    "                                                                                  autopct='%1.2f%%',\n",
    "                                                                                  ax=axes[0])\n",
    "apo_holo_summary_non_redundant_tcrs['beta_subgroup'].dropna().value_counts().plot.pie(title=r'$\\beta$-chain gene usage',\n",
    "                                                                                 autopct='%1.2f%%',\n",
    "                                                                                 ax=axes[1])\n",
    "\n",
    "for ax in axes:\n",
    "    ax.set_ylabel('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5b157a2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "counts = apo_holo_summary_non_redundant_tcrs.value_counts(['alpha_subgroup', 'beta_subgroup'])\n",
    "labels = sorted(np.concatenate([apo_holo_summary_non_redundant_tcrs['alpha_subgroup'].dropna().unique(),\n",
    "                                apo_holo_summary_non_redundant_tcrs['beta_subgroup'].dropna().unique()]).tolist())\n",
    "\n",
    "num_labels = len(labels)\n",
    "adjacency_matrix = np.zeros((num_labels, num_labels), dtype=int)\n",
    "\n",
    "for i in range(num_labels):\n",
    "    for j in range(i + 1, num_labels):\n",
    "        try:\n",
    "            adjacency_matrix[i, j] = counts[labels[i]][labels[j]]\n",
    "        except KeyError:\n",
    "            adjacency_matrix[i, j] = 0\n",
    "\n",
    "adjacency_matrix = np.maximum(adjacency_matrix, adjacency_matrix.transpose())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f2820aa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<defs>\n",
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       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-71.396303)\" font-family=\"Arial\">TRAV17</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-77.978345)\" font-family=\"Arial\">TRAV19</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-84.560387)\" font-family=\"Arial\">TRAV20</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(83.850000)\" font-family=\"Arial\">TRAV21</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(70.257359)\" font-family=\"Arial\">TRAV24</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(61.672289)\" font-family=\"Arial\">TRAV26</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(52.085704)\" font-family=\"Arial\">TRAV27</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(46.505176)\" font-family=\"Arial\">TRAV29</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(42.927676)\" font-family=\"Arial\">TRAV30</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(39.350176)\" font-family=\"Arial\">TRAV35</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(34.771162)\" font-family=\"Arial\">TRAV38</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(30.192148)\" font-family=\"Arial\">TRAV39</text>\n",
       "<text x=\"-330.0000000000001\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(25.613134)\" font-family=\"Arial\">TRAV4</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(20.032606)\" font-family=\"Arial\">TRAV5</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(16.455106)\" font-family=\"Arial\">TRAV6</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(13.879120)\" font-family=\"Arial\">TRAV7</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(8.298592)\" font-family=\"Arial\">TRAV8</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(1.716549)\" font-family=\"Arial\">TRAV9</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-2.862465)\" font-family=\"Arial\">TRBV1</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-8.442993)\" font-family=\"Arial\">TRBV10</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-17.028063)\" font-family=\"Arial\">TRBV11</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-24.611620)\" font-family=\"Arial\">TRBV12</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-31.193662)\" font-family=\"Arial\">TRBV13</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-38.777218)\" font-family=\"Arial\">TRBV17</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-52.369859)\" font-family=\"Arial\">TRBV19</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-63.959472)\" font-family=\"Arial\">TRBV2</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-66.535458)\" font-family=\"Arial\">TRBV20</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-69.111444)\" font-family=\"Arial\">TRBV25</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-72.688944)\" font-family=\"Arial\">TRBV27</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-78.269472)\" font-family=\"Arial\">TRBV28</text>\n",
       "<text x=\"-330.0\" y=\"0\" font-size=\"12\" text-anchor=\"end\" dominant-baseline=\"middle\" transform=\"rotate(-84.851514)\" font-family=\"Arial\">TRBV29</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-270.432042)\" font-family=\"Arial\">TRBV30</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-275.011057)\" font-family=\"Arial\">TRBV4</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-280.591585)\" font-family=\"Arial\">TRBV5</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-307.203909)\" font-family=\"Arial\">TRBV6</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-342.829859)\" font-family=\"Arial\">TRBV7</text>\n",
       "<text x=\"330.0\" y=\"0\" font-size=\"12\" text-anchor=\"start\" dominant-baseline=\"middle\" transform=\"rotate(-357.424014)\" font-family=\"Arial\">TRBV9</text>\n",
       "</svg>"
      ],
      "text/plain": [
       "<drawsvg.drawing.Drawing at 0x7f8c906ac040>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = openchord.Chord(adjacency_matrix, labels)\n",
    "\n",
    "fig.colormap = ['#636EFA',\n",
    "                '#EF553B',\n",
    "                '#00CC96',\n",
    "                '#AB63FA',\n",
    "                '#FFA15A',\n",
    "                '#19D3F3',\n",
    "                '#FF6692',\n",
    "                '#B6E880',\n",
    "                '#FF97FF',\n",
    "                '#FECB52']\n",
    "\n",
    "fig.radius = 300\n",
    "fig.padding = 150\n",
    "fig.font_size = 12\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7e177581",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(apo_holo_summary_non_redundant_pmhcs['mhc_slug'].dropna()\n",
    "                                                 .map(mhc_slug_to_code)\n",
    "                                                 .value_counts()\n",
    "                                                 .plot.pie(figsize=(15, 15), autopct='%1.2f%%'))\n",
    "plt.title('Breakdown of the different MHC alleles in the data')\n",
    "plt.ylabel('')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "be18b2f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "sequences = apo_holo_summary_non_redundant_pmhcs['peptide_sequence'].dropna().values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4dd44dd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "with tempfile.TemporaryDirectory() as directory:\n",
    "    input_file = os.path.join(directory, 'input.fasta')\n",
    "    output_file = os.path.join(directory, 'output.fasta')\n",
    "\n",
    "    with open(input_file, 'w') as fh:\n",
    "        fh.write('\\n'.join([f'>{num}\\n{seq}\\n' for num, seq in enumerate(sequences, 1)]))\n",
    "\n",
    "    cmd = f'clustalw2 -INFILE={input_file} -OUTFILE={output_file} -OUTPUT=FASTA'\n",
    "    subprocess.run(cmd.split(), check=True, stdout=subprocess.DEVNULL)\n",
    "\n",
    "    with open(output_file, 'r') as fh:\n",
    "        aligned_sequences = [line.strip() for line in fh.readlines() if not line.startswith('>')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3018d5d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/project/koohylab/bmcmaste/miniconda3/envs/tcr-pmhc-interface-analysis/lib/python3.10/site-packages/logomaker/src/matrix.py:584: FutureWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  counts_df.loc[:, c] = tmp_mat.sum(axis=0).T\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "probs = logomaker.alignment_to_matrix(aligned_sequences, to_type='information')\n",
    "logomaker.Logo(probs, color_scheme='chemistry')\n",
    "\n",
    "plt.ylabel('Bits')\n",
    "plt.xticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ce0b4d36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The average levenshtein distance between all peptide sequences is 8.38 edits with an standard deviation of 1.78 edits.\n"
     ]
    }
   ],
   "source": [
    "distance_matrix = np.zeros((sequences.shape[0], sequences.shape[0]), dtype=int)\n",
    "\n",
    "for i in range(sequences.shape[0]):\n",
    "    for j in range(i + 1, sequences.shape[0]):\n",
    "        distance_matrix[i, j] = damerau_levenshtein_distance(sequences[i], sequences[j])\n",
    "\n",
    "distance_matrix = np.maximum(distance_matrix, distance_matrix.T)\n",
    "\n",
    "print(f'The average levenshtein distance between all peptide sequences is {np.average(distance_matrix):.2f} edits',\n",
    "      f'with an standard deviation of {np.std(distance_matrix):.2f} edits.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "56f2927b",
   "metadata": {},
   "outputs": [],
   "source": [
    "CUTOFF_PERCENT = 70\n",
    "\n",
    "sequence_lengths = np.array([len(seq) for seq in sequences])\n",
    "grid1, grid2 = np.meshgrid(sequence_lengths, sequence_lengths)\n",
    "\n",
    "max_lengths = np.maximum(grid1, grid2)\n",
    "sequence_percent_identities = ((max_lengths - distance_matrix) / max_lengths) * 100\n",
    "\n",
    "similar_peptides = sequence_percent_identities > CUTOFF_PERCENT\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "769ba2b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.Graph()\n",
    "G.add_nodes_from(range(sequences.shape[0]))\n",
    "\n",
    "for i in range(1, sequences.shape[0]):\n",
    "    for j in range(i + 1, sequences.shape[0]):\n",
    "        if similar_peptides[i, j]:\n",
    "            G.add_edge(i, j, weight=sequence_percent_identities[i, j] / 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f07358f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "mhc_slugs_for_sequences = apo_holo_summary_non_redundant_pmhcs[\n",
    "    ['peptide_sequence', 'mhc_slug']\n",
    "].query('peptide_sequence.notnull()')['mhc_slug'].values\n",
    "\n",
    "allele_options = sorted(list(set(list(mhc_slugs_for_sequences))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e72b3c82",
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib_colors = plt.rcParams['axes.prop_cycle'].by_key()['color']\n",
    "n = int(np.ceil(len(allele_options) / len(matplotlib_colors)))\n",
    "\n",
    "colour_palette = dict(zip(allele_options, matplotlib_colors * n))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b93193e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "node_colours = [colour_palette[slug] for slug in mhc_slugs_for_sequences]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "13497cb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "positions = nx.nx_agraph.graphviz_layout(G, prog=\"neato\")\n",
    "\n",
    "nx.draw(G, positions, node_color=node_colours, node_size=50)\n",
    "\n",
    "plt.title(f'Peptide repertoire of the TCR:pMHCs grouped at {CUTOFF_PERCENT}% identity')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
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   "source": [
    "## Conclusion\n",
    "\n",
    "Based on the plots and summary statistics in this notebook, it is evident that the dataset is quite biased towards certain TCR genes and MHC Alleles. The peptides are moderately well balanced. This will need to be taken into account in the conclusions drawn throughout the rest of the project."
   ]
  }
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