【R画图学习2.1】火山图-plot篇

今天学习画,分析转录组等数据时,最常见的火山图,其实就是优化的散点图而已,今天测试用plot实现,其实ggplot实现更方面,下篇测试如何用ggplot实现。

这个是我们今天测试的csv数据格式,就是普通的转录组数据的分析结果。

data <- read.csv("DEG.csv",row.names=1)

下面是没有调整之前,最基本的plot进行控制画的散点图。

plot(data$log2FoldChange,-log10(data$pvalue),pch = 16,cex = 0.5,xlim = c(-4,4), ylim = c(0,32),frame.plot = F,xlab = "log2FC", ylab = "-log10(Pvalue)", cex.axis = 1, cex.lab = 1.3)

其中,几个比较常见的几个参数控制:

pch  //点的形状

frame.plot   //是否显示图边框

cex  //字符或者形状大小,表示绘图符号相对于默认大小的缩放倍数。默认大小为1,1.5表示放大为默认值的1.5倍,0.5表示缩小为默认值的50%。

xlab,ylab  //X轴,y轴的名字

xlim,ylim  //X轴,y轴的大小范围


下面,我们来添加参考线,一般选取FC的2倍,也就是1,-1,pvalue的0.05添加:

abline(h = -log10(0.05),lwd = 2, lty = 3)

abline(v = c(-1,1),lwd = 2, lty = 3) 

其中:

lwd  //一般来设置粗细

lty  //设置形状类型

这样子,火山图的基本形状就出来了,下面来操作改变颜色,一般上升为红色,下降为蓝色,不变是灰色。

color <- rep("#999999",nrow(data))

color[data$pvalue <0.05 & data$log2FoldChange > 1] <- "#FC4E07"

color[data$pvalue <0.05 & data$log2FoldChange < -1] <- "#00AFBB"

#color[data$regulate=="Up"]<- "#FC4E07"

#color[data$regulate=="Down"]<- "#00AFBB"   //当然,也可以通过用户指定的candidate来定义颜色

plot(data$log2FoldChange,-log10(data$pvalue),pch = 16,cex = 0.5,xlim = c(-4,4), ylim = c(0,32),

frame.plot = F,xlab = "log2FC", ylab = "-log10(Pvalue)", cex.axis = 1, cex.lab = 1.3,col = color)

abline(h = -log10(0.05),lwd = 2, lty = 3) 

abline(v = c(-1,1),lwd = 2, lty = 3) 

这里就是通过plot的col来控制颜色的

最后一步就是添加图例legend了。

plot(data$log2FoldChange,-log10(data$pvalue),pch = 16,cex = 0.5,xlim = c(-5,5), ylim = c(0,35),

frame.plot = F,xlab = "log2FC", ylab = "-log10(Pvalue)", cex.axis = 1, cex.lab = 1.3,col = color)

abline(h = -log10(0.05),lwd = 2, lty = 3)

abline(v = c(-1,1),lwd = 2, lty = 3)

legend(x = 2.5, y = 34, pch=19,legend = c("Up","Normal","Down"), col = c("#FC4E07","#999999","#00AFBB"),x.intersp = 1,y.intersp = 1)

其中:

x.intersp = 1,  // 设置字与点之间的距离;

y.intersp = 1, // 设置点与点的高度差,相当于行距;

如果不想要边框的话:bty = "n" 可以实现


当然,我们也可以highlight一些gene,比如highlight前10行。

plot(data$log2FoldChange,-log10(data$pvalue),pch = 16,cex = 0.5,xlim = c(-5,5), ylim = c(0,35),

frame.plot = F,xlab = "log2FC", ylab = "-log10(Pvalue)", cex.axis = 1, cex.lab = 1.3,col = color)

abline(h = -log10(0.05),lwd = 2, lty = 3)

abline(v = c(-1,1),lwd = 2, lty = 3)

legend(x = 2.5, y = 34, pch=19,legend = c("Up","Normal","Down"), col = c("#FC4E07","#999999","#00AFBB"),

x.intersp = 1,y.intersp = 1,bty="n")


color[which(data[1:10,]$regulate == "Up")] = "#FC4E07"

color[which(data[1:10,]$regulate == "Down")] = "#00AFBB"

text(data$log2FoldChange[1:10],-log10(data$pvalue)[1:10],labels = data$row[1:10],adj = c(0,1.5),cex = 0.6,col = color)

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