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rnorm(n=1000,m=0,sd=1)\n", "c = rnorm(n=1000,m=0,sd=1)\n", "head(a)\n", "head(b)\n", "head(c)\n", "par(mfrow=c(3,1))\n", "hist(a,breaks=20)\n", "hist(b,breaks=20)\n", "hist(c,breaks=20)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Plot with title “Histogram of sib2”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# create a series of sib pairs for which a common factor (a) ought to explain ~50% of variance in \"phenotype\"\n", "sib1 = a+b\n", "sib2 = a+c\n", "par(mfrow=c(2,1))\n", "hist(sib1,breaks=20)\n", "hist(sib2,breaks=20)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Call:\n", "lm(formula = sib2 ~ sib1)\n", "\n", "Residuals:\n", " Min 1Q Median 3Q Max \n", "-4.1182 -0.8284 0.0463 0.8092 3.6800 \n", "\n", "Coefficients:\n", " Estimate Std. Error t value Pr(>|t|) \n", "(Intercept) -0.02336 0.03849 -0.607 0.544 \n", "sib1 0.46836 0.02773 16.892 <2e-16 ***\n", "---\n", "Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n", "\n", "Residual standard error: 1.217 on 998 degrees of freedom\n", "Multiple R-squared: 0.2223,\tAdjusted R-squared: 0.2216 \n", "F-statistic: 285.3 on 1 and 998 DF, p-value: < 2.2e-16\n" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the correlation r between sib pairs\n", "correl = cor.test(sib1,sib2)\n", "r = round(as.numeric(correl$estimate),2)\n", "\n", "# Perform a linear regression of sib2 onto sib1\n", "m = lm(sib2~sib1)\n", "summary(m)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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regression\n", "slope = round(summary(m)$coefficients[2,1],2)\n", "\n", "# Get the coefficient of determination\n", "adj.rsq = round(summary(m)$adj.r.squared,2)\n", "\n", "# In this formulation the siblings share half their phenotype (a) and \n", "# (because we are talking about siblings) about half their genotype\n", "# Thus this experiment corresponds to a trait that could be up to 100% heritable\n", "\n", "# Plot the results\n", "plot(sib1,sib2,pch=19,main=\"made up sib correlation\",sub=paste(\"slope = \",slope,\" r = \",r,\" adj R^2=\",adj.rsq,sep=\"\"))\n", "abline(m,col=\"red\")\n", "\n", "# Which measure looks like the most accurate representation of heritability?" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "0.975975095029784" ], "text/latex": [ "0.975975095029784" ], "text/markdown": [ "0.975975095029784" ], "text/plain": [ "[1] 0.9759751" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/html": [ "2.68288668900622" ], "text/latex": [ "2.68288668900622" ], "text/markdown": [ "2.68288668900622" ], "text/plain": [ "[1] 2.682887" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ " Min. 1st Qu. Median Mean 3rd Qu. Max. \n", "-3.78000 -0.68820 -0.06808 -0.03925 0.59690 2.95100 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ " Min. 1st Qu. Median Mean 3rd Qu. Max. \n", "-5.350000 -1.119000 -0.099570 -0.003332 1.114000 5.386000 " ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "Plot with title “Histogram of e”" ] }, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# Exercise 3: Let's control the heritability around 50%\n", "# We can do this by constraining the random variables we created to represent phenotype\n", "\n", "# an example where the trait should be only ~50% heritable\n", "set.seed(2345)\n", "\n", "# Since siblings share 50% of their genetic material, we need them to share 25%\n", "# of their phenotypic variance for ~50% heritability\n", "# Can use algebra to determine how to mix d,e,f\n", "# 2d + e + f = 1 , e=f\n", "# 2d + 2e = 1\n", "# 2d = 1/4, i.e. 50% shared genetic material corresponds to 25% shared phenotypic variance\n", "# d = 1/8 , e = f = 3/8\n", "# Solving the system of equations, we see that e & f need to contribute\n", "# 3 times as much variation as d\n", "# Since we are sampling based on sd, we set sd=sqrt(3) to get the correct\n", "# proportion of variance\n", "d = rnorm(n=1000,m=0,sd=1)\n", "e = rnorm(n=1000,m=0,sd=1.7) # 1.7 ~ sqrt(3)\n", "f = rnorm(n=1000,m=0,sd=1.7)\n", "var(d)\n", "var(e)\n", "summary(d)\n", "summary(e)\n", "par(mfrow=c(1,2))\n", "hist(d,breaks=20,prob = T, ylim=c(0,0.42), xlim=c(-5,5))\n", "hist(e,breaks=20,prob = T, ylim=c(0,0.42), xlim=c(-5,5))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "0.263241573956573" ], "text/latex": [ "0.263241573956573" ], "text/markdown": [ "0.263241573956573" ], "text/plain": [ "[1] 0.2632416" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sib1 = d+e\n", "sib2 = d+f\n", "# this is 1/2 of the \"true\" heritability\n", "var(d)/var(c(sib1,sib2))\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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}, "metadata": { "image/svg+xml": { "isolated": true } }, "output_type": "display_data" } ], "source": [ "# now try to measure heritability by regression\n", "correl = cor.test(sib1,sib2)\n", "r = round(as.numeric(correl$estimate),2)\n", "m = lm(sib2~sib1)\n", "slope = round(summary(m)$coefficients[2,1],2)\n", "adj.rsq = round(summary(m)$adj.r.squared,2)\n", "plot(sib1,sib2,pch=19,main=\"another made up sib correlation\",sub=paste(\"slope = \",slope,\" r = \",r,\" adj R^2=\",adj.rsq,sep=\"\"))\n", "abline(m,col=\"red\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.2.3" } }, "nbformat": 4, "nbformat_minor": 0 }