r - R中带有误差线的分组条形图

我想绘制带有误差线的分组条形图。这是我到目前为止所能掌握的那种身材，对于我所需要的是可以的:

这是我的脚本:

#create dataframe
Gene<-c("Gene1","Gene2","Gene1","Gene2")
count1<-c(12,14,16,34)
count2<-c(4,7,9,23)
count3<-c(36,22,54,12)
count4<-c(12,24,35,23)
Species<-c("A","A","B","B")
df<-data.frame(Gene,count1,count2,count3,count4,Species)
df

mean1<-mean(as.numeric(df[1,][c(2,3,4,5)]))
mean2<-mean(as.numeric(df[2,][c(2,3,4,5)]))
mean3<-mean(as.numeric(df[3,][c(2,3,4,5)]))
mean4<-mean(as.numeric(df[4,][c(2,3,4,5)]))
Gene1SpeciesA.stdev<-sd(as.numeric(df[1,][c(2,3,4,5)]))
Gene2SpeciesA.stdev<-sd(as.numeric(df[2,][c(2,3,4,5)]))
Gene1SpeciesB.stdev<-sd(as.numeric(df[3,][c(2,3,4,5)]))
Gene2SpeciesB.stdev<-sd(as.numeric(df[4,][c(2,3,4,5)]))

ToPlot<-c(mean1,mean2,mean3,mean4)

#plot barplot
plot<-matrix(ToPlot,2,2,byrow=TRUE)   #with 2 being replaced by the number of genes!
tplot<-t(plot)
BarPlot <- barplot(tplot, beside=TRUE,ylab="count",
                names.arg=c("Gene1","Gene2"),col=c("blue","red"))

#add legend
legend("topright",
       legend = c("SpeciesA","SpeciesB"),
       fill = c("blue","red"))

#add error bars
ee<-matrix(c(Gene1SpeciesA.stdev,Gene2SpeciesA.stdev,Gene1SpeciesB.stdev,Gene2SpeciesB.stdev),2,2,byrow=TRUE)*1.96/sqrt(4)
tee<-t(ee)
error.bar(BarPlot,tplot,tee)

问题是我需要对50个基因和4个物种进行此操作，所以我的脚本会变得 super 超长，我想这还没有优化……我试图找到帮助here但我不知道该怎么做。做我想要的更好的方法。如果我不需要错误条，我可以改用this script，但是棘手的部分是将ggplot漂亮的条状图和错误条混合在一起! ;)

如果您有优化我的脚本的想法，我将不胜感激! :)

非常感谢!

最佳答案

从df的定义开始，您可以执行以下几行:

library(ggplot2)

cols = c(2,3,4,5)
df1  = transform(df, mean=rowMeans(df[cols]), sd=apply(df[cols],1, sd))

# df1 looks like this
#   Gene count1 count2 count3 count4 Species  mean        sd
#1 Gene1     12      4     36     12       A 16.00 13.856406
#2 Gene2     14      7     22     24       A 16.75  7.804913
#3 Gene1     16      9     54     35       B 28.50 20.240224
#4 Gene2     34     23     12     23       B 23.00  8.981462

ggplot(df1, aes(x=as.factor(Gene), y=mean, fill=Species)) +
  geom_bar(position=position_dodge(), stat="identity", colour='black') +
  geom_errorbar(aes(ymin=mean-sd, ymax=mean+sd), width=.2,position=position_dodge(.9))

关于r - R中带有误差线的分组条形图，我们在Stack Overflow上找到一个类似的问题：https://stackoverflow.com/questions/29768219/