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2020-02-23 代作图 heatmap & dotbar

2020-02-23 代作图 heatmap & dotbar

作者: my_derek | 来源:发表于2020-02-23 19:42 被阅读0次

    花了半天功夫才画出2幅图,用ggplot画图效率低下啊。。


    Xnip2020-02-23_19-28-31.jpg Xnip2020-02-23_19-32-57.jpg
    library(readxl)
    library(stringr)
    library(ggplot2)
    library(pheatmap)
    library(reshape2)
    
    #prepare data
    rt <- read.table("m6Aexp.txt",header = T,row.names = 1,sep = "\t")
    g <- read_xlsx("ER.xlsx",col_names = T)
    colnames(rt) <- substr(colnames(rt),1,12)
    class(colnames(rt))
    colnames(rt) <- str_replace_all(colnames(rt),"[.]","-")
    m <- g$Id %in% colnames(rt)
    g <- g[m,]
    m2 <- na.omit(match(g$Id,colnames(rt)))
    rt <- rt[,m2]
    identical(colnames(rt),g$Id)
    rt <- as.matrix(rt)
    
    #Heatmap
    annotation_col = data.frame(Type = c(rep("ER-", 221), rep("ER+", 987-221))) 
    rownames(annotation_col) = colnames(rt)
    pdf("Heatmap.pdf",width = 7,height = 3)
    pheatmap(log(rt),main="TCGA dataset",
             fontsize = 10,
             scale="row",
             annotation_col = annotation_col,
             color = colorRampPalette(c("#053061", "white", "firebrick3"))(24),
             cluster_rows = F,
             cluster_cols = F,
             show_colnames = F,
             gaps_col =  221,
             annotation_colors=list(Type = c(`ER-` = "#43a2ca", 
                                             `ER+` = "#f03b20")), 
             legend = T)
    dev.off()
    
    
    #dotbar plot
    df <- as.data.frame(t(rt))
    df$group <- factor(annotation_col$Type)
    df_p <- melt(df)
    pdf("dotbar.pdf",width = 14,height = 6)
    p <- ggplot(df_p,aes(x=variable,y=log(value),color=group))+
      scale_color_manual(values = c("#43a2ca","#f03b20"))+
      geom_point(alpha=0.2,
                 position = position_jitterdodge(),
                 size=1)+
      geom_boxplot(alpha=0)+
      xlab(NULL)+
      ylab("Relative mRNA expression")+
      scale_y_continuous(expand = c(0, 0))+
      theme_bw()
    p
    dev.off()
    
    #coded by Dk QQ1962369
    

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