{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>X</th><th scope=col>sex</th><th scope=col>sbp</th><th scope=col>dbp</th><th scope=col>snp1</th><th scope=col>snp2</th><th scope=col>snp3</th><th scope=col>snp4</th><th scope=col>snp5</th><th scope=col>snp6</th><th scope=col>snp7</th><th scope=col>snp8</th><th scope=col>snp9</th><th scope=col>snp10</th><th scope=col>snp11</th><th scope=col>bmi</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>1</td><td>FEMALE</td><td>171</td><td>89</td><td>CC</td><td>TT</td><td>TT</td><td>TT</td><td>CC</td><td>GG</td><td>AA</td><td>TT</td><td>TT</td><td>CC</td><td>TT</td><td>25</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2</td><td>MALE</td><td>160</td><td>99</td><td>TT</td><td>TT</td><td>CC</td><td>NA</td><td>CC</td><td>AG</td><td>AT</td><td>CC</td><td>CT</td><td>CC</td><td>CT</td><td>35</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>3</td><td>FEMALE</td><td>142</td><td>83</td><td>CT</td><td>TT</td><td>TC</td><td>CT</td><td>CC</td><td>AG</td><td>TT</td><td>CC</td><td>TT</td><td>CT</td><td>TT</td><td>34</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>4</td><td>MALE</td><td>126</td><td>71</td><td>CT</td><td>TT</td><td>CC</td><td>NA</td><td>CC</td><td>AA</td><td>TT</td><td>CC</td><td>TT</td><td>CT</td><td>CT</td><td>32</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>5</td><td>FEMALE</td><td>126</td><td>82</td><td>CT</td><td>TT</td><td>CC</td><td>CC</td><td>CC</td><td>AA</td><td>TT</td><td>CC</td><td>TT</td><td>CT</td><td>CT</td><td>34</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>6</td><td>FEMALE</td><td>132</td><td>89</td><td>CT</td><td>TT</td><td>CC</td><td>CC</td><td>CC</td><td>NA</td><td>TT</td><td>CC</td><td>TT</td><td>TT</td><td>CT</td><td>25</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llllllllllllllll}\n",
       "  & X & sex & sbp & dbp & snp1 & snp2 & snp3 & snp4 & snp5 & snp6 & snp7 & snp8 & snp9 & snp10 & snp11 & bmi\\\\\n",
       "\\hline\n",
       "\t1 & 1 & FEMALE & 171 & 89 & CC & TT & TT & TT & CC & GG & AA & TT & TT & CC & TT & 25\\\\\n",
       "\t2 & 2 & MALE & 160 & 99 & TT & TT & CC & NA & CC & AG & AT & CC & CT & CC & CT & 35\\\\\n",
       "\t3 & 3 & FEMALE & 142 & 83 & CT & TT & TC & CT & CC & AG & TT & CC & TT & CT & TT & 34\\\\\n",
       "\t4 & 4 & MALE & 126 & 71 & CT & TT & CC & NA & CC & AA & TT & CC & TT & CT & CT & 32\\\\\n",
       "\t5 & 5 & FEMALE & 126 & 82 & CT & TT & CC & CC & CC & AA & TT & CC & TT & CT & CT & 34\\\\\n",
       "\t6 & 6 & FEMALE & 132 & 89 & CT & TT & CC & CC & CC & NA & TT & CC & TT & TT & CT & 25\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "  X    sex sbp dbp snp1 snp2 snp3 snp4 snp5 snp6 snp7 snp8 snp9 snp10 snp11 bmi\n",
       "1 1 FEMALE 171  89   CC   TT   TT   TT   CC   GG   AA   TT   TT    CC    TT  25\n",
       "2 2   MALE 160  99   TT   TT   CC <NA>   CC   AG   AT   CC   CT    CC    CT  35\n",
       "3 3 FEMALE 142  83   CT   TT   TC   CT   CC   AG   TT   CC   TT    CT    TT  34\n",
       "4 4   MALE 126  71   CT   TT   CC <NA>   CC   AA   TT   CC   TT    CT    CT  32\n",
       "5 5 FEMALE 126  82   CT   TT   CC   CC   CC   AA   TT   CC   TT    CT    CT  34\n",
       "6 6 FEMALE 132  89   CT   TT   CC   CC   CC <NA>   TT   CC   TT    TT    CT  25"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       " CC  TC  TT \n",
       "621 304  35 "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Analysis of blood pressure data\n",
    "# The bpdata.csv dataset contains diastolic and systolic blood pressure measurements for 1000 individuals, \n",
    "# and genotype data for 11 SNPs in a candidate gene for blood pressure. Covariates such as gender (sex) and \n",
    "# body mass index (bmi) are included as well. \n",
    "bpdata=read.csv(\"~/Dropbox/Teaching/2015/BMS262/Module1/Excercises/bpdata.csv\",header=TRUE)\n",
    "head(bpdata)\n",
    "table(bpdata$snp3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>(Intercept)</th><td>139.0030</td><td>141.8328</td></tr>\n",
       "\t<tr><th scope=row>n.minor</th><td>0.4750661</td><td>4.6362049</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & 2.5 % & 97.5 %\\\\\n",
       "\\hline\n",
       "\t(Intercept) & 139.0030 & 141.8328\\\\\n",
       "\tn.minor & 0.4750661 & 4.6362049\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 139.002968520706\n",
       "2. 0.475066102271155\n",
       "3. 141.832848830637\n",
       "4. 4.63620486754337\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  2.5 %     97.5 %\n",
       "(Intercept) 139.0029685 141.832849\n",
       "n.minor       0.4750661   4.636205"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ n.minor, data = bpdata)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-55.974 -12.418  -0.974  10.582  60.582 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept) 140.4179     0.7219 194.506   <2e-16 ***\n",
       "n.minor       2.5556     1.0615   2.407   0.0163 *  \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.33 on 958 degrees of freedom\n",
       "  (40 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.006014,\tAdjusted R-squared:  0.004976 \n",
       "F-statistic: 5.796 on 1 and 958 DF,  p-value: 0.01625\n"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot with title “Histogram of lm1$residuals”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exercise 1: linear regression different models\n",
    "# Perform a linear regression in R of systolic blood pressure (sbp) on SNP3\n",
    "# using lm(). Compare the estimates, intervals and p-values you get using:\n",
    "# additive (linear) model \n",
    "# dominant model \n",
    "# recessive model\n",
    "# 2 parameter (genotypic) model\n",
    "\n",
    "# Additive model\n",
    "bpdata$n.minor <- (bpdata$snp3==\"TC\") + 2*(bpdata$snp3==\"TT\")\n",
    "lm1 = lm(sbp~n.minor, data=bpdata)\n",
    "\n",
    "# Obtain a confidence interval for the linear regression paramaters\n",
    "confint.default(lm1)\n",
    "summary(lm1)\n",
    "qqnorm(lm1$residuals)\n",
    "qqline(lm1$residuals,col=\"red\")\n",
    "hist(lm1$residuals, breaks=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       snp3\n",
       "domvar   CC  TC  TT\n",
       "  FALSE 621   0   0\n",
       "  TRUE    0 304  35"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>(Intercept)</th><td>138.9858</td><td>141.8709</td></tr>\n",
       "\t<tr><th scope=row>domvarTRUE</th><td>0.3624521</td><td>5.2174433</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & 2.5 % & 97.5 %\\\\\n",
       "\\hline\n",
       "\t(Intercept) & 138.9858 & 141.8709\\\\\n",
       "\tdomvarTRUE & 0.3624521 & 5.2174433\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 138.985818619874\n",
       "2. 0.36245214724044\n",
       "3. 141.870864149852\n",
       "4. 5.21744325412469\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  2.5 %     97.5 %\n",
       "(Intercept) 138.9858186 141.870864\n",
       "domvarTRUE    0.3624521   5.217443"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ domvar, data = bpdata)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-56.218 -12.428  -0.823  10.572  60.572 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept)  140.428      0.736 190.801   <2e-16 ***\n",
       "domvarTRUE     2.790      1.238   2.253   0.0245 *  \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.34 on 958 degrees of freedom\n",
       "  (40 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.005269,\tAdjusted R-squared:  0.00423 \n",
       "F-statistic: 5.074 on 1 and 958 DF,  p-value: 0.02451\n"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "Plot with title “Histogram of lm2$residuals”"
      ]
     },
     "metadata": {
      "image/svg+xml": {
       "isolated": true
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dominant effect of T\n",
    "bpdata$domvar <- (bpdata$snp3==\"TC\") | (bpdata$snp3==\"TT\")\n",
    "with(bpdata, table(domvar, snp3))\n",
    "\n",
    "lm2 <- lm(sbp~domvar, data=bpdata)\n",
    "confint.default(lm2)\n",
    "summary(lm2)\n",
    "\n",
    "qqnorm(lm2$residuals)\n",
    "qqline(lm2$residuals,col=\"red\")\n",
    "hist(lm2$residuals, breaks=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       snp3\n",
       "recvar   CC  TC  TT\n",
       "  FALSE 621 304   0\n",
       "  TRUE    0   0  35"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>(Intercept)</th><td>140.0670</td><td>142.4347</td></tr>\n",
       "\t<tr><th scope=row>recvarTRUE</th><td>-1.73658</td><td>10.66353</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & 2.5 % & 97.5 %\\\\\n",
       "\\hline\n",
       "\t(Intercept) & 140.0670 & 142.4347\\\\\n",
       "\trecvarTRUE & -1.73658 & 10.66353\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 140.066968292829\n",
       "2. -1.73657989602214\n",
       "3. 142.434653328793\n",
       "4. 10.6635297029715\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                2.5 %    97.5 %\n",
       "(Intercept) 140.06697 142.43465\n",
       "recvarTRUE   -1.73658  10.66353"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ recvar, data = bpdata)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-54.251 -12.501  -1.251  10.749  59.749 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept)  141.251      0.604 233.854   <2e-16 ***\n",
       "recvarTRUE     4.463      3.163   1.411    0.159    \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.37 on 958 degrees of freedom\n",
       "  (40 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.002074,\tAdjusted R-squared:  0.001032 \n",
       "F-statistic: 1.991 on 1 and 958 DF,  p-value: 0.1586\n"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>(Intercept)</th><td>138.9856</td><td>141.8711</td></tr>\n",
       "\t<tr><th scope=row>snp3TC</th><td>-0.01405184</td><td> 5.01921118</td></tr>\n",
       "\t<tr><th scope=row>snp3TT</th><td>-0.9600769</td><td>11.5319655</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & 2.5 % & 97.5 %\\\\\n",
       "\\hline\n",
       "\t(Intercept) & 138.9856 & 141.8711\\\\\n",
       "\tsnp3TC & -0.01405184 &  5.01921118\\\\\n",
       "\tsnp3TT & -0.9600769 & 11.5319655\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 138.98560974705\n",
       "2. -0.0140518432599346\n",
       "3. -0.960076858174794\n",
       "4. 141.871073022676\n",
       "5. 5.0192111787968\n",
       "6. 11.5319655170198\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                   2.5 %     97.5 %\n",
       "(Intercept) 138.98560975 141.871073\n",
       "snp3TC       -0.01405184   5.019211\n",
       "snp3TT       -0.96007686  11.531966"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ snp3, data = bpdata)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-55.931 -12.428  -0.931  10.572  60.572 \n",
       "\n",
       "Coefficients:\n",
       "            Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept) 140.4283     0.7361 190.773   <2e-16 ***\n",
       "snp3TC        2.5026     1.2840   1.949   0.0516 .  \n",
       "snp3TT        5.2859     3.1868   1.659   0.0975 .  \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.34 on 957 degrees of freedom\n",
       "  (40 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.006019,\tAdjusted R-squared:  0.003942 \n",
       "F-statistic: 2.898 on 2 and 957 DF,  p-value: 0.05563\n"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Recessive model and two-degree of freedom model (genotypic model)\n",
    "bpdata$recvar <- (bpdata$snp3==\"TT\")\n",
    "with(bpdata, table(recvar, snp3))\n",
    "\n",
    "lm3 <- lm(sbp~recvar, data=bpdata)\n",
    "confint.default(lm3)\n",
    "summary(lm3)\n",
    "\n",
    "lm4 <- lm(sbp~snp3, data=bpdata)\n",
    "confint.default(lm4)\n",
    "summary(lm4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
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   "source": [
    "# Exercise 2: Provide plots illustrating the relationship between \n",
    "# sbp and the three genotypes at  SNP3\n",
    "plot(sbp~n.minor, data=bpdata,col=\"darkgreen\")\n",
    "\n",
    "plot(sbp~jitter(n.minor), data=bpdata,col=\"darkgreen\")\n",
    "abline(lm1, col=\"red\", lwd=2)\n",
    "\n",
    "boxplot(sbp~n.minor,data=bpdata, col=c(\"purple\",\"red\",\"darkblue\"))\n",
    "abline(lm1, lwd=2)\n",
    "\n",
    "boxplot(sbp~n.minor,data=bpdata, col=c(\"purple\",\"red\",\"darkblue\"),varwidth=T)\n",
    "abline(lm1, lwd=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>2.5 %</th><th scope=col>97.5 %</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>(Intercept)</th><td>139.9686</td><td>151.7390</td></tr>\n",
       "\t<tr><th scope=row>n.minor</th><td>0.5691929</td><td>4.7021366</td></tr>\n",
       "\t<tr><th scope=row>sexMALE</th><td>-7.081551</td><td>-2.470050</td></tr>\n",
       "\t<tr><th scope=row>bmi</th><td>-0.28420373</td><td> 0.08745441</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       "  & 2.5 % & 97.5 %\\\\\n",
       "\\hline\n",
       "\t(Intercept) & 139.9686 & 151.7390\\\\\n",
       "\tn.minor & 0.5691929 & 4.7021366\\\\\n",
       "\tsexMALE & -7.081551 & -2.470050\\\\\n",
       "\tbmi & -0.28420373 &  0.08745441\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "1. 139.968597132765\n",
       "2. 0.569192880977297\n",
       "3. -7.08155068977793\n",
       "4. -0.284203728844961\n",
       "5. 151.738996653356\n",
       "6. 4.70213657903762\n",
       "7. -2.47004972854023\n",
       "8. 0.0874544101039604\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "                  2.5 %       97.5 %\n",
       "(Intercept) 139.9685971 151.73899665\n",
       "n.minor       0.5691929   4.70213658\n",
       "sexMALE      -7.0815507  -2.47004973\n",
       "bmi          -0.2842037   0.08745441"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ n.minor + sex + bmi, data = bpdata)\n",
       "\n",
       "Residuals:\n",
       "   Min     1Q Median     3Q    Max \n",
       "-58.83 -12.81  -0.82  11.58  57.80 \n",
       "\n",
       "Coefficients:\n",
       "             Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept) 145.85380    3.00271  48.574  < 2e-16 ***\n",
       "n.minor       2.63566    1.05434   2.500   0.0126 *  \n",
       "sexMALE      -4.77580    1.17642  -4.060 5.32e-05 ***\n",
       "bmi          -0.09837    0.09481  -1.038   0.2997    \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.19 on 955 degrees of freedom\n",
       "  (41 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.02402,\tAdjusted R-squared:  0.02096 \n",
       "F-statistic: 7.836 on 3 and 955 DF,  p-value: 3.608e-05\n"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exercise 3 - redo the linear regression analysis of sbp from question 2 \n",
    "# for the additive model, but this time adjust for sex and bmi.   Do the results change?  \n",
    "lm1adj = lm(sbp~n.minor+sex+bmi, data=bpdata)\n",
    "\n",
    "#Get confidence intervals and summary data #\n",
    "confint.default(lm1adj)\n",
    "summary(lm1adj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       X              sex           sbp             dbp           snp1    \n",
       " Min.   :   1.0   FEMALE:468   Min.   : 87.0   Min.   : 47.00   CC  :119  \n",
       " 1st Qu.: 250.8   MALE  :532   1st Qu.:129.0   1st Qu.: 76.00   CT  :444  \n",
       " Median : 500.5                Median :140.0   Median : 82.00   TT  :425  \n",
       " Mean   : 500.5                Mean   :141.4   Mean   : 82.61   NA's: 12  \n",
       " 3rd Qu.: 750.2                3rd Qu.:152.0   3rd Qu.: 90.00             \n",
       " Max.   :1000.0                Max.   :202.0   Max.   :117.00             \n",
       "                                                                          \n",
       "   snp2       snp3       snp4       snp5       snp6       snp7       snp8    \n",
       " AA  : 30   CC  :621   CC  :368   CC  :742   AA  :521   AA  : 85   CC  :678  \n",
       " AT  :285   TC  :304   CT  :421   CT  :162   AG  :335   AT  :381   CT  :271  \n",
       " TT  :663   TT  : 35   TT  :139   TT  : 12   GG  : 73   TT  :520   TT  : 35  \n",
       " NA's: 22   NA's: 40   NA's: 72   NA's: 84   NA's: 71   NA's: 14   NA's: 16  \n",
       "                                                                             \n",
       "                                                                             \n",
       "                                                                             \n",
       "   snp9      snp10      snp11          bmi           n.minor      \n",
       " CC  : 30   CC  :296   CC  : 20   Min.   :16.00   Min.   :0.0000  \n",
       " CT  :239   CT  :475   CT  :264   1st Qu.:26.00   1st Qu.:0.0000  \n",
       " TT  :697   TT  :207   TT  :695   Median :29.00   Median :0.0000  \n",
       " NA's: 34   NA's: 22   NA's: 21   Mean   :30.26   Mean   :0.3896  \n",
       "                                  3rd Qu.:33.00   3rd Qu.:1.0000  \n",
       "                                  Max.   :51.00   Max.   :2.0000  \n",
       "                                  NA's   :1       NA's   :40      \n",
       "   recvar          domvar       \n",
       " Mode :logical   Mode :logical  \n",
       " FALSE:925       FALSE:621      \n",
       " TRUE :35        TRUE :339      \n",
       " NA's :40        NA's :40       \n",
       "                                \n",
       "                                \n",
       "                                "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exercise 4 - What proportion of the variance in sbp is explained by all of the 11 SNPs together? \n",
    "# Perform a linear regression for additive model using all SNPs\n",
    "ndf <- as.data.frame(bpdata[,c(\"sbp\")])\n",
    "colnames(ndf) <- \"sbp\"\n",
    "summary(bpdata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "      sbp             snp1             snp2             snp3       \n",
       " Min.   : 87.0   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:129.0   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :140.0   Median :1.0000   Median :0.0000   Median :0.0000  \n",
       " Mean   :141.4   Mean   :0.6903   Mean   :0.3528   Mean   :0.3896  \n",
       " 3rd Qu.:152.0   3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  \n",
       " Max.   :202.0   Max.   :2.0000   Max.   :2.0000   Max.   :2.0000  \n",
       "                 NA's   :12       NA's   :22       NA's   :40      \n",
       "      snp4             snp5             snp6             snp7       \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.0000   Min.   :0.0000  \n",
       " 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.0000  \n",
       " Median :1.0000   Median :0.0000   Median :0.0000   Median :0.0000  \n",
       " Mean   :0.7532   Mean   :0.2031   Mean   :0.5178   Mean   :0.5588  \n",
       " 3rd Qu.:1.0000   3rd Qu.:0.0000   3rd Qu.:1.0000   3rd Qu.:1.0000  \n",
       " Max.   :2.0000   Max.   :2.0000   Max.   :2.0000   Max.   :2.0000  \n",
       " NA's   :72       NA's   :84       NA's   :71       NA's   :14      \n",
       "      snp8             snp9            snp10           snp11       \n",
       " Min.   :0.0000   Min.   :0.0000   Min.   :0.000   Min.   :0.0000  \n",
       " 1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.000   1st Qu.:0.0000  \n",
       " Median :0.0000   Median :0.0000   Median :1.000   Median :0.0000  \n",
       " Mean   :0.3465   Mean   :0.3095   Mean   :0.909   Mean   :0.3105  \n",
       " 3rd Qu.:1.0000   3rd Qu.:1.0000   3rd Qu.:1.000   3rd Qu.:1.0000  \n",
       " Max.   :2.0000   Max.   :2.0000   Max.   :2.000   Max.   :2.0000  \n",
       " NA's   :16       NA's   :34       NA's   :22      NA's   :21      "
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert to minor allele counts\n",
    "ndf$snp1 <- (bpdata$snp1==\"CT\") + 2*(bpdata$snp1==\"CC\")\n",
    "ndf$snp2 <- (bpdata$snp2==\"AT\") + 2*(bpdata$snp2==\"AA\")\n",
    "ndf$snp3 <- (bpdata$snp3==\"TC\") + 2*(bpdata$snp3==\"TT\")\n",
    "ndf$snp4 <- (bpdata$snp4==\"CT\") + 2*(bpdata$snp4==\"TT\")\n",
    "ndf$snp5 <- (bpdata$snp5==\"CT\") + 2*(bpdata$snp5==\"TT\")\n",
    "ndf$snp6 <- (bpdata$snp6==\"AG\") + 2*(bpdata$snp6==\"GG\")\n",
    "ndf$snp7 <- (bpdata$snp7==\"AT\") + 2*(bpdata$snp7==\"AA\")\n",
    "ndf$snp8 <- (bpdata$snp8==\"CT\") + 2*(bpdata$snp8==\"TT\")\n",
    "ndf$snp9 <- (bpdata$snp9==\"CT\") + 2*(bpdata$snp9==\"CC\")\n",
    "ndf$snp10 <- (bpdata$snp10==\"CT\") + 2*(bpdata$snp10==\"TT\")\n",
    "ndf$snp11 <- (bpdata$snp11==\"CT\") + 2*(bpdata$snp11==\"CC\")\n",
    "summary(ndf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ snp1 + snp2 + snp3 + snp4 + snp5 + snp6 + \n",
       "    snp7 + snp8 + snp9 + snp10 + snp11, data = ndf)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-53.638 -12.849  -0.522  11.032  61.683 \n",
       "\n",
       "Coefficients:\n",
       "             Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept) 140.20416    1.59651  87.819   <2e-16 ***\n",
       "snp1         -1.88456    4.03838  -0.467    0.641    \n",
       "snp2          1.95639    2.96674   0.659    0.510    \n",
       "snp3          4.60730    4.65652   0.989    0.323    \n",
       "snp4          0.05946    3.11138   0.019    0.985    \n",
       "snp5         -0.26494    2.58719  -0.102    0.918    \n",
       "snp6         -1.17284    1.80185  -0.651    0.515    \n",
       "snp7          0.28939    1.78362   0.162    0.871    \n",
       "snp8          0.70702    2.78030   0.254    0.799    \n",
       "snp9         -2.17197    2.54774  -0.853    0.394    \n",
       "snp10         0.60685    1.01229   0.599    0.549    \n",
       "snp11         0.39009    4.15347   0.094    0.925    \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.17 on 718 degrees of freedom\n",
       "  (270 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.01418,\tAdjusted R-squared:  -0.0009268 \n",
       "F-statistic: 0.9386 on 11 and 718 DF,  p-value: 0.5022\n"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lmall <- lm(sbp~snp1+snp2+snp3+snp4+snp5+snp6+snp7+snp8+snp9+snp10+snp11,data=ndf)\n",
    "summary(lmall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\n",
       "Call:\n",
       "lm(formula = sbp ~ ., data = ndf)\n",
       "\n",
       "Residuals:\n",
       "    Min      1Q  Median      3Q     Max \n",
       "-53.638 -12.849  -0.522  11.032  61.683 \n",
       "\n",
       "Coefficients:\n",
       "             Estimate Std. Error t value Pr(>|t|)    \n",
       "(Intercept) 140.20416    1.59651  87.819   <2e-16 ***\n",
       "snp1         -1.88456    4.03838  -0.467    0.641    \n",
       "snp2          1.95639    2.96674   0.659    0.510    \n",
       "snp3          4.60730    4.65652   0.989    0.323    \n",
       "snp4          0.05946    3.11138   0.019    0.985    \n",
       "snp5         -0.26494    2.58719  -0.102    0.918    \n",
       "snp6         -1.17284    1.80185  -0.651    0.515    \n",
       "snp7          0.28939    1.78362   0.162    0.871    \n",
       "snp8          0.70702    2.78030   0.254    0.799    \n",
       "snp9         -2.17197    2.54774  -0.853    0.394    \n",
       "snp10         0.60685    1.01229   0.599    0.549    \n",
       "snp11         0.39009    4.15347   0.094    0.925    \n",
       "---\n",
       "Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n",
       "\n",
       "Residual standard error: 18.17 on 718 degrees of freedom\n",
       "  (270 observations deleted due to missingness)\n",
       "Multiple R-squared:  0.01418,\tAdjusted R-squared:  -0.0009268 \n",
       "F-statistic: 0.9386 on 11 and 718 DF,  p-value: 0.5022\n"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lmall <- lm(sbp~.,data=ndf)\n",
    "summary(lmall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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   "source": []
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