R语言用EnhancedVolcano和ggplot画同一数据的火山图
作者:互联网
getwd()
#下载方式有很多,挑自己能下载的办法下载好几个包就好,我们用自带的数据就好
install.packages("SeuratData")
devtools::install_github('satijalab/seurat-data')
library(SeuratData)
library(Seurat)
library(airway)
library(magrittr)
#加载火山图的包
install.packages('BiocManager')
#install.packages("EnhancedVolcano")
devtools::install_github('kevinblighe/EnhancedVolcano')
library(EnhancedVolcano)
#控制数据大小(读取时间))
getOption('timeout')
options(otimeout=10000)
#载入PBMC3k数据,已经是一个seurat结构
#InstallData("pbmc3k")
data(pbmc3k)
pbmc3k
str(pbmc3k)
head(pbmc3k,5)#有一个注释群在
#final是处理过的pbmc3k数据
sce <- pbmc3k.final
#展示数据
sce
head(sce,5)#这个东西被降维,计算线粒体基因等一系列操作了
table(Idents(sce))#展示一下ident
pbmc3k@meta.data$seurat_annotations #展示一下注释
#寻找两个群之间的高变基因
deg = FindMarkers(sce,ident.1 = 'NK', ident.2 = 'B')
head(deg[order(deg$p_val),])#根据P值排序
这个包的内容非常丰富,有时间再多整理出来吧
#lab=rownames 设置标签(gene名字)
#xlim = c(-17, 13)、ylim=c(1,6):设置x、y轴的展示区间
#pCutoff = 0.001、FCcutoff = 2:自定义阈值线划分的范围,也就是那两个虚线。
#cutoffLineCol 自定义阈值线的颜色
#cutoffLineType 自定义阈值线的类型
#cutoffLineWidth 自定义阈值线的宽度
#pointSize 点的大小默认是2
#shape=19
#subtitle 是title下面那个title
#caption 是右下角的title
#titleLabSize,subtitleLabSize,captionLabSize三个标题的大小,默认是14
EnhancedVolcano(deg,
lab = rownames(deg),
#xlim = c(-5,7),
#ylim = c(0,100),
#pCutoff = 0.01,
#FCcutoff = 4,
x = 'avg_log2FC',
y = 'p_val_adj',
#subtitle = F,
#caption = "what",
#cutoffLineCol = "red",
#titleLabSize = 14,
#shape=16,
#pointSize=5,
title = "NK vs B",)
deg$p_val_adj
deg$avg_log2FC
#用ggplo去画图,同一组数据
deg$threshold<-as.factor(ifelse(deg$avg_log2FC >= 2,'Up',ifelse(deg$p_val_adj<0.05 & deg$avg_log2FC <= -2,'Down','Not')))
deg<-data.frame(deg)
ggplot(data=deg, aes(x=avg_log2FC, y=-log10(p_val_adj), colour=threshold, fill=threshold)) +
scale_color_manual(values=c("blue", "grey","red"))+
geom_point(alpha=0.6,size=2) +
#xlim(c(-6, 6)) +
#ylim(c(0, 300)) +
theme_bw(base_size = 12, base_family = "Times") +
geom_vline(xintercept=c(-2,2),lty=1,col=c("blue","red"),lwd=0.6)+
geom_hline(yintercept = -log10(0.05),lty=2,col="black",lwd=0.6)+
theme(legend.position="right",
panel.grid=element_blank(),
legend.title = element_blank(),
legend.text= element_text(face="bold", color="black",family = "Times", size=8),
plot.title = element_text(hjust = 0.5),
axis.text.x = element_text(color="black", size=12),
axis.text.y = element_text(color="black", size=12),
axis.title.x = element_text(face="bold", color="black", size=12),
axis.title.y = element_text(face="bold",color="black", size=12))+
labs(x="log2 (Fold Change)",y="-log10 (p-value)",title="NK vs B")
ggplot封装的东西比较少,还是没那么方便
标签:size,pbmc3k,title,text,ggplot,element,火山,EnhancedVolcano,deg 来源: https://blog.csdn.net/m0_58549466/article/details/122164677