File:Genotype phenotype regression.svg

Original file ‎(SVG file, nominally 360 × 360 pixels, file size: 378 KB)

Summary

Description
English: Illustration of an association between phenotype and genotype. Data is simulated, actual associations detected in GWAS are usually much smaller. Fitted regression line shown in red and actual phenotype means for each genotype are shown in blue crosses.
Date
Source Own work
Author D Wells
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Source code
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R code

library(ggplot2)
set.seed(5678)
n = 1000
allele_freq = 0.3
genotypes = rbinom(n, size = 2, p = allele_freq) # assuming HWE
mean_phenotype = function(genotype) 0.1 + 0.3 * genotype
phenotypes = rnorm(n, mean_phenotype(genotypes))

svg("genotype_phenotype_regression.svg", width=4, height=4)
ggplot(data.frame(phenotypes, genotypes), aes(genotypes, phenotypes)) +
  geom_jitter(alpha=0.2, width=0.3) +
  geom_smooth(method="lm", colour="red3", fullrange=T, se=F) +
  stat_summary(fun = mean,  geom="point", shape="+", size=7, colour="blue3") +
  scale_x_continuous(breaks=c(0, 1, 2), labels=c("0 (CC)","1 (CT)","2 (TT)"), limits=c(-1,3)) +
  coord_cartesian(xlim=c(-0.5, 2.5))+
  theme_classic() +
  xlab("Number of T alleles") + ylab("Phenotype")
dev.off()

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Captions

Illustration of a hypothetical genotype by phenotype regression.

Items portrayed in this file

depicts

genome-wide association study

creator

some value

Wikimedia username: D Wells
URL: https://commons.wikimedia.org/wiki/User:D_Wells
author name string: D Wells

copyright status

copyrighted

copyright license

Creative Commons Attribution-ShareAlike 4.0 International

inception

5 October 2021

source of file

original creation by uploader

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Date/TimeThumbnailDimensionsUserComment
current22:58, 5 October 2021360 × 360 (378 KB)D WellsUploaded own work with UploadWizard
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