Code.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Statisical Genetics Final Project\n",
    "\n",
    "## Pedigree file correction\n",
    "\n",
    "First we update the fam file with the cases and controls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "fam = pd.read_csv(\"GWAS_data.fam\", sep=\"\\t\", header=None)\n",
    "csv = pd.read_csv(\"Clinical_Asthma.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>FamID</th>\n",
       "      <th>CAD</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>tg</th>\n",
       "      <th>hdl</th>\n",
       "      <th>ldl</th>\n",
       "      <th>Asthma_1Control_2Case</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10002</td>\n",
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       "      <th>1</th>\n",
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       "      <td>10004</td>\n",
       "      <td>1</td>\n",
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       "      <td>50</td>\n",
       "      <td>55.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10005</td>\n",
       "      <td>10005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>105.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>69.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>10007</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>52</td>\n",
       "      <td>314.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>108.0</td>\n",
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       "    <tr>\n",
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       "      <td>10008</td>\n",
       "      <td>10008</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>161.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>2</td>\n",
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       "      <td>11591</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>34.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>11592</td>\n",
       "      <td>11592</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>69.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>11593</td>\n",
       "      <td>11593</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>59</td>\n",
       "      <td>77.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>1399</th>\n",
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       "      <td>11594</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1400</th>\n",
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       "      <td>64</td>\n",
       "      <td>224.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1401 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID  FamID  CAD  sex  age     tg    hdl    ldl  Asthma_1Control_2Case\n",
       "0     10002  10002    1    1   60    NaN    NaN    NaN                      2\n",
       "1     10004  10004    1    2   50   55.0   23.0   75.0                      2\n",
       "2     10005  10005    1    1   55  105.0   37.0   69.0                      1\n",
       "3     10007  10007    1    1   52  314.0   54.0  108.0                      1\n",
       "4     10008  10008    1    1   58  161.0   40.0   94.0                      2\n",
       "...     ...    ...  ...  ...  ...    ...    ...    ...                    ...\n",
       "1396  11591  11591    0    2   59   34.0   44.0   89.0                      1\n",
       "1397  11592  11592    1    1   45   69.0  101.0   77.0                      1\n",
       "1398  11593  11593    1    1   59   77.0   27.0   41.0                      2\n",
       "1399  11594  11594    1    1   30    NaN    NaN    NaN                      1\n",
       "1400  11596  11596    0    1   64  224.0   35.0   96.0                      2\n",
       "\n",
       "[1401 rows x 9 columns]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "          0  1  2  3  4  5\n",
       "0     10002  1  0  0  1  2\n",
       "1     10004  1  0  0  2  2\n",
       "2     10005  1  0  0  1  1\n",
       "3     10007  1  0  0  1  1\n",
       "4     10008  1  0  0  1  2\n",
       "...     ... .. .. .. .. ..\n",
       "1396  11591  1  0  0  2  1\n",
       "1397  11592  1  0  0  1  1\n",
       "1398  11593  1  0  0  1  2\n",
       "1399  11594  1  0  0  1  1\n",
       "1400  11596  1  0  0  1  2\n",
       "\n",
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     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fam.iloc[:,5] = csv[\"Asthma_1Control_2Case\"]\n",
    "fam"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "fam.to_csv(\"GWAS_data.fam\", sep=\"\\t\", index=False, header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5\n",
       "2    721\n",
       "1    680\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Balance check between case & controls\n",
    "fam.iloc[:,5].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quality Control\n",
    "\n",
    "We make plink bed files\n",
    "\n",
    "```bash\n",
    "plink --bfile GWAS_data --make-bed --out data\n",
    "```\n",
    "\n",
    "We compute the statistics\n",
    "```bash\n",
    "plink --bfile data --missing --freq --hardy --het --out stats\n",
    "```\n",
    "We read the computed statistics and then we plot them to choose the filter thresholds. The thresholds are arbitrary, thus we choose them based on the graphs (except for HWE, where we choose a $p$-value threshold of $1\\times10^{-6}$) and draw them as dashed lines."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "imiss = pd.read_csv('stats.imiss', sep='\\\\s+')\n",
    "lmiss = pd.read_csv('stats.lmiss', sep='\\\\s+')\n",
    "maf = pd.read_csv('stats.frq', sep='\\\\s+')\n",
    "hwe =pd.read_csv('stats.hwe', sep='\\\\s+')\n",
    "ibc = pd.read_csv('stats.ibc', sep='\\\\s+')\n",
    "het =pd.read_csv('stats.het', sep='\\\\s+')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imiss.F_MISS.hist(bins=50)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.axvline(0.045, color='red', alpha=0.5, linestyle='--', label = '$x$=0.045')\n",
    "plt.title('Individual missingness histogram')\n",
    "plt.legend()\n",
    "plt.savefig('Plots/imiss.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lmiss.F_MISS.hist(bins=100)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.axvline(x=0.05, color='red', alpha=0.5, linestyle='--', label = '$x$=0.05')\n",
    "plt.title('SNP missingness histogram')\n",
    "plt.legend()\n",
    "plt.savefig('Plots/lmiss.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maf.MAF.hist(bins=100)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.axvline(0.01, color='red', linestyle='--', label = 'MAF=0.01')\n",
    "plt.title('MAF histogram')\n",
    "plt.legend()\n",
    "plt.savefig('Plots/maf.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hwe.P.hist(bins=75)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.title('HWE $p$-values histogram')\n",
    "plt.savefig('Plots/hwe.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We compute the heterozygosity rate with\n",
    "$$\\frac{N(NM)-O(HOM)}{N(NM)}$$\n",
    "where $N(NM)$ is the number of nonmissing genotypes and $O(HOM)$ the observed humber of homozygous genotypes.\n",
    "Making the assumption it follows a normal distribution, more than 99% of the values are going to be between\n",
    "$\\mu\\pm\\sigma^2$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:3: SyntaxWarning: invalid escape sequence '\\h'\n",
      "<>:3: SyntaxWarning: invalid escape sequence '\\h'\n",
      "/var/folders/zy/5y2l_rkj4f32jtwxywyysp2m0000gn/T/ipykernel_2329/1070171888.py:3: SyntaxWarning: invalid escape sequence '\\h'\n",
      "  plt.axvline(het.rate.mean() + 3 * het.rate.std(), color='red', alpha=0.5, linestyle='--', label = '$x=\\hat{\\mu}\\pm3\\hat{\\sigma}^2$')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "het['rate'] = (het['N(NM)'] - het['O(HOM)'])/het['N(NM)']\n",
    "het.rate.hist(bins=50)\n",
    "plt.axvline(het.rate.mean() + 3 * het.rate.std(), color='red', alpha=0.5, linestyle='--', label = '$x=\\hat{\\mu}\\pm3\\hat{\\sigma}^2$')\n",
    "plt.axvline(het.rate.mean() - 3 * het.rate.std(), color='red', alpha=0.5, linestyle='--')\n",
    "plt.title('Heterozygosity rate histogram')\n",
    "plt.legend()\n",
    "plt.savefig('Plots/rate.png', dpi=300)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot that compares individuals qc thresholds\n",
    "imiss['F_log'] = np.log10(imiss.F_MISS)\n",
    "plt.scatter(imiss.F_log, het.rate, alpha=0.7)\n",
    "plt.axhline(het.rate.mean() + 3 * het.rate.std(), color='red', alpha=0.5, linestyle='--')\n",
    "plt.axhline(het.rate.mean() - 3 * het.rate.std(), color='red', alpha=0.5, linestyle='--')\n",
    "plt.axvline(np.log10(0.045), color='red', linestyle='--', alpha=0.5)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.ylabel('Heterozygosity rate')\n",
    "plt.xlabel('Proportion of missing genotypes (log10)')\n",
    "plt.savefig('Plots/het_vs_imiss.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Samples failing the het QC\n",
    "het_fail = het[(het.rate > het.rate.mean() + 3 * het.rate.std()) | (het.rate < het.rate.mean() - 3 * het.rate.std())]\n",
    "het_fail.FID.to_csv('het_fail.txt', index=False, header=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We perform the QC following the thresholds \n",
    "```bash\n",
    "plink --bfile data --maf 0.01 --geno 0.05 --mind 0.045 --hwe 0.000001 --remove-fam het_fail.txt --make-bed --out qc\n",
    "```\n",
    "\n",
    "From the original 500,000 variants, we keep 382,054. From the 1,401 samples, we keep 1,375\n",
    "\n",
    "## Cryptic relatedness\n",
    "\n",
    "\n",
    "To compute the IBD, we first perform an LD-pruning. This will be also used to compute the PCs from the PCA\n",
    "\n",
    "```bash\n",
    "## LD pruning\n",
    "plink --bfile qc  --indep-pairwise 50 5 0.2 --out ld_qc   \n",
    "plink --bfile qc --extract ld_qc.prune.in --make-bed --out pruned\n",
    "\n",
    "## IBD check\n",
    "plink --bfile pruned --genome --out ibd\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>FID1</th>\n",
       "      <th>IID1</th>\n",
       "      <th>FID2</th>\n",
       "      <th>IID2</th>\n",
       "      <th>RT</th>\n",
       "      <th>EZ</th>\n",
       "      <th>Z0</th>\n",
       "      <th>Z1</th>\n",
       "      <th>Z2</th>\n",
       "      <th>PI_HAT</th>\n",
       "      <th>PHE</th>\n",
       "      <th>DST</th>\n",
       "      <th>PPC</th>\n",
       "      <th>RATIO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>10004</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9351</td>\n",
       "      <td>0.0649</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0324</td>\n",
       "      <td>1</td>\n",
       "      <td>0.764144</td>\n",
       "      <td>0.9992</td>\n",
       "      <td>2.2378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>10005</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9576</td>\n",
       "      <td>0.0424</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0212</td>\n",
       "      <td>0</td>\n",
       "      <td>0.764998</td>\n",
       "      <td>0.9983</td>\n",
       "      <td>2.2189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>10007</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9382</td>\n",
       "      <td>0.0618</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0309</td>\n",
       "      <td>0</td>\n",
       "      <td>0.765583</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>2.1983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>10008</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9358</td>\n",
       "      <td>0.0642</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>1</td>\n",
       "      <td>0.765979</td>\n",
       "      <td>0.9944</td>\n",
       "      <td>2.1878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>10009</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9564</td>\n",
       "      <td>0.0436</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0218</td>\n",
       "      <td>1</td>\n",
       "      <td>0.763529</td>\n",
       "      <td>0.8155</td>\n",
       "      <td>2.0642</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944620</th>\n",
       "      <td>11592</td>\n",
       "      <td>1</td>\n",
       "      <td>11594</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9535</td>\n",
       "      <td>0.0465</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0233</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.762197</td>\n",
       "      <td>0.5965</td>\n",
       "      <td>2.0171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944621</th>\n",
       "      <td>11592</td>\n",
       "      <td>1</td>\n",
       "      <td>11596</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9768</td>\n",
       "      <td>0.0179</td>\n",
       "      <td>0.0054</td>\n",
       "      <td>0.0143</td>\n",
       "      <td>0</td>\n",
       "      <td>0.764722</td>\n",
       "      <td>0.9188</td>\n",
       "      <td>2.1008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944622</th>\n",
       "      <td>11593</td>\n",
       "      <td>1</td>\n",
       "      <td>11594</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9544</td>\n",
       "      <td>0.0456</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>0</td>\n",
       "      <td>0.763463</td>\n",
       "      <td>0.9991</td>\n",
       "      <td>2.2346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944623</th>\n",
       "      <td>11593</td>\n",
       "      <td>1</td>\n",
       "      <td>11596</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.9623</td>\n",
       "      <td>0.0335</td>\n",
       "      <td>0.0042</td>\n",
       "      <td>0.0210</td>\n",
       "      <td>1</td>\n",
       "      <td>0.765859</td>\n",
       "      <td>0.9322</td>\n",
       "      <td>2.1081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>944624</th>\n",
       "      <td>11594</td>\n",
       "      <td>1</td>\n",
       "      <td>11596</td>\n",
       "      <td>1</td>\n",
       "      <td>UN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.761186</td>\n",
       "      <td>0.3209</td>\n",
       "      <td>1.9679</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>944625 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         FID1  IID1   FID2  IID2  RT  EZ      Z0      Z1      Z2  PI_HAT  PHE  \\\n",
       "0       10002     1  10004     1  UN NaN  0.9351  0.0649  0.0000  0.0324    1   \n",
       "1       10002     1  10005     1  UN NaN  0.9576  0.0424  0.0000  0.0212    0   \n",
       "2       10002     1  10007     1  UN NaN  0.9382  0.0618  0.0000  0.0309    0   \n",
       "3       10002     1  10008     1  UN NaN  0.9358  0.0642  0.0000  0.0321    1   \n",
       "4       10002     1  10009     1  UN NaN  0.9564  0.0436  0.0000  0.0218    1   \n",
       "...       ...   ...    ...   ...  ..  ..     ...     ...     ...     ...  ...   \n",
       "944620  11592     1  11594     1  UN NaN  0.9535  0.0465  0.0000  0.0233   -1   \n",
       "944621  11592     1  11596     1  UN NaN  0.9768  0.0179  0.0054  0.0143    0   \n",
       "944622  11593     1  11594     1  UN NaN  0.9544  0.0456  0.0000  0.0228    0   \n",
       "944623  11593     1  11596     1  UN NaN  0.9623  0.0335  0.0042  0.0210    1   \n",
       "944624  11594     1  11596     1  UN NaN  1.0000  0.0000  0.0000  0.0000    0   \n",
       "\n",
       "             DST     PPC   RATIO  \n",
       "0       0.764144  0.9992  2.2378  \n",
       "1       0.764998  0.9983  2.2189  \n",
       "2       0.765583  0.9961  2.1983  \n",
       "3       0.765979  0.9944  2.1878  \n",
       "4       0.763529  0.8155  2.0642  \n",
       "...          ...     ...     ...  \n",
       "944620  0.762197  0.5965  2.0171  \n",
       "944621  0.764722  0.9188  2.1008  \n",
       "944622  0.763463  0.9991  2.2346  \n",
       "944623  0.765859  0.9322  2.1081  \n",
       "944624  0.761186  0.3209  1.9679  \n",
       "\n",
       "[944625 rows x 14 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ibd = pd.read_csv('ibd.genome', sep='\\\\s+')\n",
    "ibd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(0, 1)\n",
    "plt.ylim(0, 1)\n",
    "plt.scatter(ibd.Z0, ibd.Z1, alpha=0.7, s=10)\n",
    "plt.grid(alpha=0.3)\n",
    "x = np.linspace(0, 1, 100)\n",
    "y = -2*x + 163/100 ## Treshold for proportion IBD 0.185\n",
    "plt.plot(x,y, color='red', alpha=0.5, linestyle='--', label='Proportion IBD = 0.185')\n",
    "plt.xlabel('Z0')\n",
    "plt.ylabel('Z1')\n",
    "plt.title('IBD')\n",
    "plt.legend()\n",
    "plt.savefig('Plots/ibd.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ibd.PI_HAT.hist(bins=50)\n",
    "plt.grid(alpha=0.3)\n",
    "plt.axvline(0.185, color='red', alpha=0.5, linestyle='--')\n",
    "plt.title('Proportion IBD histogram')\n",
    "plt.savefig('Plots/ibd_hist.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We exclude one sample of the pairs with proportion IBD > 0.185:\n",
    "\n",
    "```bash\n",
    "plink --bfile pruned --genome --min 0.185 --out related\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   FID1 IID1   FID2 IID2 RT    EZ      Z0      Z1      Z2  PI_HAT PHE       DST     PPC   RATIO\n",
      "  10347   1  10447   1 UN    NA  0.6178  0.3822  0.0000  0.1911   0  0.780480  1.0000  3.0705\n"
     ]
    }
   ],
   "source": [
    "!cat related.genome"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we just have one pair, we manually check the misingness to keep the one that has the lowest missingness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  10347    1          N    20256   500000  0.04051\n",
      "  11262    1          N    10347   500000  0.02069\n",
      "\n",
      "\n",
      "  10447    1          N    18935   500000  0.03787\n"
     ]
    }
   ],
   "source": [
    "!grep 10347 stats.imiss\n",
    "!echo '\\n'\n",
    "!grep 10447 stats.imiss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sample with the FID 10447 is the one we are keeping\n",
    "```bash\n",
    "touch related.txt ## We write the FID in the terminal\n",
    "plink --bfile qc --remove-fam related.txt --make-bed --out qc_final\n",
    "plink --bfile pruned --remove-fam related.txt --make-bed --out pruned_final\n",
    "```\n",
    "\n",
    "## PCA\n",
    "\n",
    "We compute the PCs and choose how many to keep based on the elbow plot\n",
    "\n",
    "```bash\n",
    "plink --bfile pruned_final --pca 'header' --out pca\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "eigenvals = pd.read_csv('pca.eigenval', header=None)\n",
    "eigenvals.index = eigenvals.index + 1\n",
    "plt.plot(eigenvals[:7], marker='o')\n",
    "plt.grid(alpha=0.3)\n",
    "plt.ylabel('Eigenvalue')\n",
    "plt.xlabel('PC')\n",
    "plt.title('Elbow plot')\n",
    "plt.savefig('Plots/elbow.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>FID</th>\n",
       "      <th>IID</th>\n",
       "      <th>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>PC4</th>\n",
       "      <th>PC5</th>\n",
       "      <th>PC6</th>\n",
       "      <th>PC7</th>\n",
       "      <th>PC8</th>\n",
       "      <th>...</th>\n",
       "      <th>PC12</th>\n",
       "      <th>PC13</th>\n",
       "      <th>PC14</th>\n",
       "      <th>PC15</th>\n",
       "      <th>PC16</th>\n",
       "      <th>PC17</th>\n",
       "      <th>PC18</th>\n",
       "      <th>PC19</th>\n",
       "      <th>PC20</th>\n",
       "      <th>Phenotype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10002</td>\n",
       "      <td>1</td>\n",
       "      <td>0.010622</td>\n",
       "      <td>-0.019708</td>\n",
       "      <td>-0.000968</td>\n",
       "      <td>-0.015180</td>\n",
       "      <td>-0.028861</td>\n",
       "      <td>0.061959</td>\n",
       "      <td>-0.041192</td>\n",
       "      <td>-0.000290</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003319</td>\n",
       "      <td>-0.035749</td>\n",
       "      <td>-0.021902</td>\n",
       "      <td>-0.008621</td>\n",
       "      <td>-0.016814</td>\n",
       "      <td>-0.008368</td>\n",
       "      <td>-0.002673</td>\n",
       "      <td>-0.033697</td>\n",
       "      <td>-0.020062</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10004</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.011390</td>\n",
       "      <td>0.003167</td>\n",
       "      <td>-0.009742</td>\n",
       "      <td>-0.007170</td>\n",
       "      <td>0.005146</td>\n",
       "      <td>0.007745</td>\n",
       "      <td>0.001465</td>\n",
       "      <td>-0.039716</td>\n",
       "      <td>...</td>\n",
       "      <td>0.020830</td>\n",
       "      <td>0.033591</td>\n",
       "      <td>0.039445</td>\n",
       "      <td>0.061568</td>\n",
       "      <td>0.025238</td>\n",
       "      <td>-0.023004</td>\n",
       "      <td>0.016150</td>\n",
       "      <td>0.045722</td>\n",
       "      <td>0.018477</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10005</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.016076</td>\n",
       "      <td>0.007812</td>\n",
       "      <td>0.021501</td>\n",
       "      <td>0.021494</td>\n",
       "      <td>-0.017418</td>\n",
       "      <td>-0.003204</td>\n",
       "      <td>-0.001178</td>\n",
       "      <td>-0.014044</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011248</td>\n",
       "      <td>0.045166</td>\n",
       "      <td>-0.000704</td>\n",
       "      <td>0.019956</td>\n",
       "      <td>-0.002039</td>\n",
       "      <td>-0.034345</td>\n",
       "      <td>-0.000683</td>\n",
       "      <td>0.014068</td>\n",
       "      <td>0.023224</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10007</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.010833</td>\n",
       "      <td>-0.010266</td>\n",
       "      <td>0.007993</td>\n",
       "      <td>-0.008843</td>\n",
       "      <td>-0.012555</td>\n",
       "      <td>-0.027863</td>\n",
       "      <td>0.015142</td>\n",
       "      <td>0.019861</td>\n",
       "      <td>...</td>\n",
       "      <td>0.007319</td>\n",
       "      <td>0.021477</td>\n",
       "      <td>-0.016935</td>\n",
       "      <td>0.043146</td>\n",
       "      <td>0.011794</td>\n",
       "      <td>-0.000010</td>\n",
       "      <td>0.013464</td>\n",
       "      <td>-0.016521</td>\n",
       "      <td>0.017837</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10008</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.016318</td>\n",
       "      <td>0.000926</td>\n",
       "      <td>0.013182</td>\n",
       "      <td>0.008431</td>\n",
       "      <td>0.000395</td>\n",
       "      <td>-0.025256</td>\n",
       "      <td>-0.011626</td>\n",
       "      <td>-0.045288</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022652</td>\n",
       "      <td>-0.009592</td>\n",
       "      <td>0.023802</td>\n",
       "      <td>0.002863</td>\n",
       "      <td>0.023207</td>\n",
       "      <td>0.002861</td>\n",
       "      <td>0.053511</td>\n",
       "      <td>0.018130</td>\n",
       "      <td>-0.002929</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>11591</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.016729</td>\n",
       "      <td>0.003988</td>\n",
       "      <td>0.011666</td>\n",
       "      <td>-0.005225</td>\n",
       "      <td>0.045043</td>\n",
       "      <td>0.029872</td>\n",
       "      <td>-0.001005</td>\n",
       "      <td>-0.009348</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.003151</td>\n",
       "      <td>0.002687</td>\n",
       "      <td>0.003949</td>\n",
       "      <td>-0.022024</td>\n",
       "      <td>0.038177</td>\n",
       "      <td>-0.005146</td>\n",
       "      <td>0.014120</td>\n",
       "      <td>-0.028627</td>\n",
       "      <td>0.000306</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1370</th>\n",
       "      <td>11592</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.016319</td>\n",
       "      <td>0.005391</td>\n",
       "      <td>-0.070269</td>\n",
       "      <td>0.021226</td>\n",
       "      <td>-0.019021</td>\n",
       "      <td>0.024129</td>\n",
       "      <td>0.053517</td>\n",
       "      <td>-0.015282</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.046552</td>\n",
       "      <td>0.025109</td>\n",
       "      <td>-0.003441</td>\n",
       "      <td>0.034078</td>\n",
       "      <td>-0.008429</td>\n",
       "      <td>0.026057</td>\n",
       "      <td>0.022054</td>\n",
       "      <td>0.027734</td>\n",
       "      <td>0.023648</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1371</th>\n",
       "      <td>11593</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.017488</td>\n",
       "      <td>0.006322</td>\n",
       "      <td>0.002771</td>\n",
       "      <td>-0.022276</td>\n",
       "      <td>-0.032657</td>\n",
       "      <td>0.014362</td>\n",
       "      <td>0.005914</td>\n",
       "      <td>0.001097</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.021755</td>\n",
       "      <td>-0.021362</td>\n",
       "      <td>0.003496</td>\n",
       "      <td>-0.000677</td>\n",
       "      <td>-0.015808</td>\n",
       "      <td>-0.002049</td>\n",
       "      <td>0.004103</td>\n",
       "      <td>0.029106</td>\n",
       "      <td>-0.004654</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1372</th>\n",
       "      <td>11594</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.013147</td>\n",
       "      <td>0.006308</td>\n",
       "      <td>0.005023</td>\n",
       "      <td>0.042728</td>\n",
       "      <td>0.025542</td>\n",
       "      <td>0.012672</td>\n",
       "      <td>-0.036492</td>\n",
       "      <td>-0.001474</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018361</td>\n",
       "      <td>-0.056197</td>\n",
       "      <td>-0.030390</td>\n",
       "      <td>-0.012873</td>\n",
       "      <td>0.011724</td>\n",
       "      <td>-0.017111</td>\n",
       "      <td>-0.068490</td>\n",
       "      <td>0.084154</td>\n",
       "      <td>-0.001155</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1373</th>\n",
       "      <td>11596</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.012695</td>\n",
       "      <td>-0.004388</td>\n",
       "      <td>0.008681</td>\n",
       "      <td>-0.024528</td>\n",
       "      <td>0.002174</td>\n",
       "      <td>-0.013944</td>\n",
       "      <td>0.001213</td>\n",
       "      <td>0.019503</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001354</td>\n",
       "      <td>0.011986</td>\n",
       "      <td>0.011693</td>\n",
       "      <td>-0.009064</td>\n",
       "      <td>0.010928</td>\n",
       "      <td>-0.012581</td>\n",
       "      <td>0.006795</td>\n",
       "      <td>0.019752</td>\n",
       "      <td>-0.034571</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1374 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        FID  IID       PC1       PC2       PC3       PC4       PC5       PC6  \\\n",
       "0     10002    1  0.010622 -0.019708 -0.000968 -0.015180 -0.028861  0.061959   \n",
       "1     10004    1 -0.011390  0.003167 -0.009742 -0.007170  0.005146  0.007745   \n",
       "2     10005    1 -0.016076  0.007812  0.021501  0.021494 -0.017418 -0.003204   \n",
       "3     10007    1 -0.010833 -0.010266  0.007993 -0.008843 -0.012555 -0.027863   \n",
       "4     10008    1 -0.016318  0.000926  0.013182  0.008431  0.000395 -0.025256   \n",
       "...     ...  ...       ...       ...       ...       ...       ...       ...   \n",
       "1369  11591    1 -0.016729  0.003988  0.011666 -0.005225  0.045043  0.029872   \n",
       "1370  11592    1 -0.016319  0.005391 -0.070269  0.021226 -0.019021  0.024129   \n",
       "1371  11593    1 -0.017488  0.006322  0.002771 -0.022276 -0.032657  0.014362   \n",
       "1372  11594    1 -0.013147  0.006308  0.005023  0.042728  0.025542  0.012672   \n",
       "1373  11596    1 -0.012695 -0.004388  0.008681 -0.024528  0.002174 -0.013944   \n",
       "\n",
       "           PC7       PC8  ...      PC12      PC13      PC14      PC15  \\\n",
       "0    -0.041192 -0.000290  ...  0.003319 -0.035749 -0.021902 -0.008621   \n",
       "1     0.001465 -0.039716  ...  0.020830  0.033591  0.039445  0.061568   \n",
       "2    -0.001178 -0.014044  ... -0.011248  0.045166 -0.000704  0.019956   \n",
       "3     0.015142  0.019861  ...  0.007319  0.021477 -0.016935  0.043146   \n",
       "4    -0.011626 -0.045288  ...  0.022652 -0.009592  0.023802  0.002863   \n",
       "...        ...       ...  ...       ...       ...       ...       ...   \n",
       "1369 -0.001005 -0.009348  ... -0.003151  0.002687  0.003949 -0.022024   \n",
       "1370  0.053517 -0.015282  ... -0.046552  0.025109 -0.003441  0.034078   \n",
       "1371  0.005914  0.001097  ... -0.021755 -0.021362  0.003496 -0.000677   \n",
       "1372 -0.036492 -0.001474  ... -0.018361 -0.056197 -0.030390 -0.012873   \n",
       "1373  0.001213  0.019503  ... -0.001354  0.011986  0.011693 -0.009064   \n",
       "\n",
       "          PC16      PC17      PC18      PC19      PC20  Phenotype  \n",
       "0    -0.016814 -0.008368 -0.002673 -0.033697 -0.020062          2  \n",
       "1     0.025238 -0.023004  0.016150  0.045722  0.018477          2  \n",
       "2    -0.002039 -0.034345 -0.000683  0.014068  0.023224          1  \n",
       "3     0.011794 -0.000010  0.013464 -0.016521  0.017837          1  \n",
       "4     0.023207  0.002861  0.053511  0.018130 -0.002929          2  \n",
       "...        ...       ...       ...       ...       ...        ...  \n",
       "1369  0.038177 -0.005146  0.014120 -0.028627  0.000306          1  \n",
       "1370 -0.008429  0.026057  0.022054  0.027734  0.023648          1  \n",
       "1371 -0.015808 -0.002049  0.004103  0.029106 -0.004654          2  \n",
       "1372  0.011724 -0.017111 -0.068490  0.084154 -0.001155          1  \n",
       "1373  0.010928 -0.012581  0.006795  0.019752 -0.034571          2  \n",
       "\n",
       "[1374 rows x 23 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pruned = pd.read_csv('pruned_final.fam', sep='\\\\s+', header=None)\n",
    "pca = pd.read_csv('pca.eigenvec', sep='\\\\s+')\n",
    "pca['Phenotype'] = pruned.iloc[:,5]\n",
    "pca"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_max = 5\n",
    "plt.figure(figsize=(15,15))\n",
    "for i in range(1, n_max):\n",
    "    for j in range(1, n_max):\n",
    "        plt.subplot(n_max, n_max, j * n_max + i)\n",
    "        if i==j:\n",
    "            #pca.iloc[:,i+1].hist(bins=50)\n",
    "            plt.hist(pca.query('Phenotype==2').iloc[:,i+1], label='Cases', bins=50, density=True, alpha=0.3, color='red')\n",
    "            plt.hist(pca.query('Phenotype==1').iloc[:,i+1], label='Controls', bins=50, density=True, alpha=0.3, color='green')\n",
    "\n",
    "        else:\n",
    "            plt.scatter(pca.iloc[:,i+1], pca.iloc[:,j+1], s=10, alpha=0.7)\n",
    "            plt.grid(alpha=0.3)\n",
    "            plt.xlabel('PC'+str(i))\n",
    "            plt.ylabel('PC'+str(j))\n",
    "\n",
    "        ## Erases axis labels\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "plt.legend()\n",
    "plt.savefig('Plots/pca.png', dpi=300)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genome-Wide Association Study\n",
    "\n",
    "We choose to keep 4 PCs. We perform a logistic regression using an additive model\n",
    "\n",
    "```bash\n",
    "plink --bfile qc_final --logistic --covar pca.eigenvec --covar-number 3-6 --out gwas\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>CHR</th>\n",
       "      <th>SNP</th>\n",
       "      <th>BP</th>\n",
       "      <th>A1</th>\n",
       "      <th>TEST</th>\n",
       "      <th>NMISS</th>\n",
       "      <th>OR</th>\n",
       "      <th>STAT</th>\n",
       "      <th>P</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1359</td>\n",
       "      <td>0.87650</td>\n",
       "      <td>-0.7644</td>\n",
       "      <td>0.4446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>PC3</td>\n",
       "      <td>1359</td>\n",
       "      <td>0.05326</td>\n",
       "      <td>-1.4510</td>\n",
       "      <td>0.1468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>PC4</td>\n",
       "      <td>1359</td>\n",
       "      <td>0.13730</td>\n",
       "      <td>-0.9887</td>\n",
       "      <td>0.3228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>PC5</td>\n",
       "      <td>1359</td>\n",
       "      <td>0.46580</td>\n",
       "      <td>-0.3788</td>\n",
       "      <td>0.7048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>PC6</td>\n",
       "      <td>1359</td>\n",
       "      <td>2.77900</td>\n",
       "      <td>0.4934</td>\n",
       "      <td>0.6217</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>1910265</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1370</td>\n",
       "      <td>0.96440</td>\n",
       "      <td>-0.3229</td>\n",
       "      <td>0.7468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910266</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>PC3</td>\n",
       "      <td>1370</td>\n",
       "      <td>0.04926</td>\n",
       "      <td>-1.4910</td>\n",
       "      <td>0.1360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910267</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>PC4</td>\n",
       "      <td>1370</td>\n",
       "      <td>0.15080</td>\n",
       "      <td>-0.9411</td>\n",
       "      <td>0.3467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910268</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>PC5</td>\n",
       "      <td>1370</td>\n",
       "      <td>0.41750</td>\n",
       "      <td>-0.4347</td>\n",
       "      <td>0.6637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910269</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>PC6</td>\n",
       "      <td>1370</td>\n",
       "      <td>3.04000</td>\n",
       "      <td>0.5456</td>\n",
       "      <td>0.5853</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1910270 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CHR         SNP        BP A1 TEST  NMISS       OR    STAT       P\n",
       "0          1  rs12565286    721290  G  ADD   1359  0.87650 -0.7644  0.4446\n",
       "1          1  rs12565286    721290  G  PC3   1359  0.05326 -1.4510  0.1468\n",
       "2          1  rs12565286    721290  G  PC4   1359  0.13730 -0.9887  0.3228\n",
       "3          1  rs12565286    721290  G  PC5   1359  0.46580 -0.3788  0.7048\n",
       "4          1  rs12565286    721290  G  PC6   1359  2.77900  0.4934  0.6217\n",
       "...      ...         ...       ... ..  ...    ...      ...     ...     ...\n",
       "1910265   22  rs28729663  51219006  A  ADD   1370  0.96440 -0.3229  0.7468\n",
       "1910266   22  rs28729663  51219006  A  PC3   1370  0.04926 -1.4910  0.1360\n",
       "1910267   22  rs28729663  51219006  A  PC4   1370  0.15080 -0.9411  0.3467\n",
       "1910268   22  rs28729663  51219006  A  PC5   1370  0.41750 -0.4347  0.6637\n",
       "1910269   22  rs28729663  51219006  A  PC6   1370  3.04000  0.5456  0.5853\n",
       "\n",
       "[1910270 rows x 9 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gwas = pd.read_csv('gwas.assoc.logistic', sep='\\\\s+')\n",
    "gwas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we make the qq-plot and thw Manhattan Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>CHR</th>\n",
       "      <th>SNP</th>\n",
       "      <th>BP</th>\n",
       "      <th>A1</th>\n",
       "      <th>TEST</th>\n",
       "      <th>NMISS</th>\n",
       "      <th>OR</th>\n",
       "      <th>STAT</th>\n",
       "      <th>P</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>rs12565286</td>\n",
       "      <td>721290</td>\n",
       "      <td>G</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1359</td>\n",
       "      <td>0.8765</td>\n",
       "      <td>-0.7644</td>\n",
       "      <td>0.44460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>rs3094315</td>\n",
       "      <td>752566</td>\n",
       "      <td>C</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1360</td>\n",
       "      <td>1.0910</td>\n",
       "      <td>0.9021</td>\n",
       "      <td>0.36700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>rs2980319</td>\n",
       "      <td>777122</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1374</td>\n",
       "      <td>1.1610</td>\n",
       "      <td>1.3220</td>\n",
       "      <td>0.18620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>rs2980300</td>\n",
       "      <td>785989</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1357</td>\n",
       "      <td>1.2330</td>\n",
       "      <td>1.9000</td>\n",
       "      <td>0.05743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>rs11240777</td>\n",
       "      <td>798959</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1374</td>\n",
       "      <td>1.0350</td>\n",
       "      <td>0.3693</td>\n",
       "      <td>0.71190</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>1910245</th>\n",
       "      <td>22</td>\n",
       "      <td>rs9616906</td>\n",
       "      <td>51104680</td>\n",
       "      <td>T</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1373</td>\n",
       "      <td>0.9715</td>\n",
       "      <td>-0.3786</td>\n",
       "      <td>0.70500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910250</th>\n",
       "      <td>22</td>\n",
       "      <td>rs5770820</td>\n",
       "      <td>51150473</td>\n",
       "      <td>T</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1361</td>\n",
       "      <td>1.1930</td>\n",
       "      <td>1.8920</td>\n",
       "      <td>0.05848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910255</th>\n",
       "      <td>22</td>\n",
       "      <td>rs6010063</td>\n",
       "      <td>51156933</td>\n",
       "      <td>C</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1373</td>\n",
       "      <td>1.1340</td>\n",
       "      <td>1.6070</td>\n",
       "      <td>0.10810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910260</th>\n",
       "      <td>22</td>\n",
       "      <td>rs3810648</td>\n",
       "      <td>51175626</td>\n",
       "      <td>C</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1371</td>\n",
       "      <td>1.1510</td>\n",
       "      <td>0.8981</td>\n",
       "      <td>0.36910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910265</th>\n",
       "      <td>22</td>\n",
       "      <td>rs28729663</td>\n",
       "      <td>51219006</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1370</td>\n",
       "      <td>0.9644</td>\n",
       "      <td>-0.3229</td>\n",
       "      <td>0.74680</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>382054 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         CHR         SNP        BP A1 TEST  NMISS      OR    STAT        P\n",
       "0          1  rs12565286    721290  G  ADD   1359  0.8765 -0.7644  0.44460\n",
       "5          1   rs3094315    752566  C  ADD   1360  1.0910  0.9021  0.36700\n",
       "10         1   rs2980319    777122  A  ADD   1374  1.1610  1.3220  0.18620\n",
       "15         1   rs2980300    785989  A  ADD   1357  1.2330  1.9000  0.05743\n",
       "20         1  rs11240777    798959  A  ADD   1374  1.0350  0.3693  0.71190\n",
       "...      ...         ...       ... ..  ...    ...     ...     ...      ...\n",
       "1910245   22   rs9616906  51104680  T  ADD   1373  0.9715 -0.3786  0.70500\n",
       "1910250   22   rs5770820  51150473  T  ADD   1361  1.1930  1.8920  0.05848\n",
       "1910255   22   rs6010063  51156933  C  ADD   1373  1.1340  1.6070  0.10810\n",
       "1910260   22   rs3810648  51175626  C  ADD   1371  1.1510  0.8981  0.36910\n",
       "1910265   22  rs28729663  51219006  A  ADD   1370  0.9644 -0.3229  0.74680\n",
       "\n",
       "[382054 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "snps = gwas[gwas['TEST']=='ADD'] ## Extracts p values for variants only\n",
    "snps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.308715521889576e-07"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sig = 0.05/snps['P'].size\n",
    "sig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/qmplot/modules/_manhattan.py:239: 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",
      "  data[[chrom]] = data[[chrom]].astype(str)  # make sure all the chromosome id are character.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from qmplot import manhattanplot, qqplot\n",
    "\n",
    "plt.figure(figsize=(20,15))\n",
    "manhattanplot(snps, chrom='CHR', pos='BP', snp='SNP',\n",
    "              sign_marker_p=sig,\n",
    "              is_annotate_topsnp=True,\n",
    "              ld_block_size=500000)\n",
    "plt.savefig('Plots/manhattan.png', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "qqplot(snps['P'])\n",
    "plt.savefig('Plots/qq.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since everything seems good and it doesn't seems to be population stratification, we extract the significant SNPs to conduct further investigation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "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>CHR</th>\n",
       "      <th>SNP</th>\n",
       "      <th>BP</th>\n",
       "      <th>A1</th>\n",
       "      <th>TEST</th>\n",
       "      <th>NMISS</th>\n",
       "      <th>OR</th>\n",
       "      <th>STAT</th>\n",
       "      <th>P</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>228115</th>\n",
       "      <td>2</td>\n",
       "      <td>rs1041973</td>\n",
       "      <td>102955468</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1363</td>\n",
       "      <td>0.5571</td>\n",
       "      <td>-6.482</td>\n",
       "      <td>9.066000e-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228205</th>\n",
       "      <td>2</td>\n",
       "      <td>rs10197310</td>\n",
       "      <td>103020030</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1355</td>\n",
       "      <td>0.5821</td>\n",
       "      <td>-5.434</td>\n",
       "      <td>5.501000e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599985</th>\n",
       "      <td>15</td>\n",
       "      <td>rs569207</td>\n",
       "      <td>78873119</td>\n",
       "      <td>A</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1367</td>\n",
       "      <td>0.5679</td>\n",
       "      <td>-6.115</td>\n",
       "      <td>9.645000e-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599990</th>\n",
       "      <td>15</td>\n",
       "      <td>rs938682</td>\n",
       "      <td>78896547</td>\n",
       "      <td>G</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1349</td>\n",
       "      <td>0.5394</td>\n",
       "      <td>-6.589</td>\n",
       "      <td>4.421000e-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599995</th>\n",
       "      <td>15</td>\n",
       "      <td>rs6495308</td>\n",
       "      <td>78907656</td>\n",
       "      <td>G</td>\n",
       "      <td>ADD</td>\n",
       "      <td>1367</td>\n",
       "      <td>0.5647</td>\n",
       "      <td>-6.141</td>\n",
       "      <td>8.184000e-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        CHR         SNP         BP A1 TEST  NMISS      OR   STAT             P\n",
       "228115    2   rs1041973  102955468  A  ADD   1363  0.5571 -6.482  9.066000e-11\n",
       "228205    2  rs10197310  103020030  A  ADD   1355  0.5821 -5.434  5.501000e-08\n",
       "1599985  15    rs569207   78873119  A  ADD   1367  0.5679 -6.115  9.645000e-10\n",
       "1599990  15    rs938682   78896547  G  ADD   1349  0.5394 -6.589  4.421000e-11\n",
       "1599995  15   rs6495308   78907656  G  ADD   1367  0.5647 -6.141  8.184000e-10"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "snps[snps['P']<sig]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "snps[snps['P']<sig].to_csv('SignificativeSNPS.tsv', sep='\\t', index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.12.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}