R pheatmap:更改注释颜色并防止图形窗口弹出

时间:2017-01-13 06:15:38

标签: r colors heatmap pheatmap

跟进this question后,我找到了pheatmap函数(它为我提供了比hotmap.2更多的控件。)

我有两个问题:

1-我无法更改注释(类别)的颜色

2-即使我将输出保存在png文件中,图形窗口也会不断弹出

这是我的MWE:

library(pheatmap)
library(RColorBrewer)
cols <- colorRampPalette(brewer.pal(9, "Set1"))

mymat <- matrix(rexp(600, rate=.1), ncol=12)
colnames(mymat) <- c(rep("treatment_1", 3), rep("treatment_2", 3), rep("treatment_3", 3), rep("treatment_4", 3))
rownames(mymat) <- paste("gene", 1:dim(mymat)[1], sep="_")

annotdf <- data.frame(row.names = paste("gene", 1:dim(mymat)[1], sep="_"), category = c(rep("CATEGORY_1", 10), rep("CATEGORY_2", 10), rep("CATEGORY_3", 10), rep("CATEGORY_4", 10), rep("CATEGORY_5", 10)))

mycolors <- cols(length(unique(annotdf$category)))
names(mycolors) <- unique(annotdf$category)
mycolors <- list(mycolors = mycolors)

pheatmap(mymat,
     color=greenred(75),
     scale="row",
     cluster_rows = FALSE,
     cluster_cols = FALSE,
     gaps_row=c(10,20,30,40),
     gaps_col=c(3,6,9),
     cellheight = 6,
     cellwidth = 20,
     border_color=NA,
     fontsize_row = 6,
     main="Genes grouped by categories",
     filename = "TEST.png",
     annotation_row = annotdf,
     annotation_colors = mycolors
)

产生:

TEST

正如您所看到的,颜色显然不是我指定的Set1调色板,而是默认的pheatmap颜色(您将获得删除annotation_colors行的相同结果)。

colors

所以我的问题是:如何在pheatmap中指定annotation_colors ??

另一方面,即使我将pheatmap输出保存在png文件中,图形窗口也会不断弹出,我该如何防止这种情况发生?

谢谢!

> sessionInfo()
R version 3.3.1 (2016-06-21)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 16.04.1 LTS

locale:
 [1] LC_CTYPE=en_SG.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_SG.UTF-8        LC_COLLATE=en_SG.UTF-8    
 [5] LC_MONETARY=en_SG.UTF-8    LC_MESSAGES=en_SG.UTF-8   
 [7] LC_PAPER=en_SG.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_SG.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] gplots_3.0.1       RColorBrewer_1.1-2 pheatmap_1.0.8    

loaded via a namespace (and not attached):
 [1] compiler_3.3.1     colorspace_1.2-6   scales_0.4.0       plyr_1.8.3        
 [5] tools_3.3.1        gtable_0.2.0       Rcpp_0.12.7        KernSmooth_2.23-15
 [9] gdata_2.17.0       grid_3.3.1         caTools_1.17.1     bitops_1.0-6      
[13] munsell_0.4.3      gtools_3.5.0

1 个答案:

答案 0 :(得分:3)

  1. 要获得更多类别的更多颜色,您需要使用不同的调色板。有许多连续的调色板可以让你超过12(与RColorBrewer一样)。

  2. 如果您在MWE中按原样运行代码,则不应弹出R图形窗口。我运行了你的例子,它生成了所需的文件,没有打开图形设备到控制台。如果您想比较,下面是我的sessioInfo()。我会尝试关闭所有设备(dev.off(),直到收到无法关闭空设备的警告),然后运行热图代码以查看是否能解决问题。我还会检查以确保您在当前工作的目录中具有写权限???

  3. 正如@cuttlefish在评论中所说,要获得自定义行/列颜色以显示颜色列表中的名称,必须填写注释数据框的colnames

  4. 超过12种颜色

    mymat <- matrix(rexp(720, rate=.1), ncol=12)
    colnames(mymat) <- c(rep("treatment_1", 3), rep("treatment_2", 3), rep("treatment_3", 3), rep("treatment_4", 3))
    rownames(mymat) <- paste("gene", 1:dim(mymat)[1], sep="_")
    
    annotdf <- data.frame(row.names = rownames(mymat), 
                          category = rep(paste0("Category_", seq(12)), each=5) )  
    
    newCols <- colorRampPalette(grDevices::rainbow(length(unique(annotdf$category))))
    mycolors <- newCols(length(unique(annotdf$category)))
    names(mycolors) <- unique(annotdf$category)
    mycolors <- list(category = mycolors)
    
    pheatmap(mymat,
             color=greenred(75),
             scale="row",
             cluster_rows = FALSE,
             cluster_cols = FALSE,
             gaps_row=c(5,10,15,20,25,30,35,40,45,50, 55),
             gaps_col=c(3,6,9),
             cellheight = 6,
             cellwidth = 20,
             border_color=NA,
             fontsize_row = 6,
             main="Genes grouped by categories",
             filename = "TEST_12cat.png",
             annotation_row = annotdf,
             annotation_colors = mycolors
    )
    

    enter image description here

    SessionInfo

    R version 3.3.0 (2016-05-03)
    Platform: x86_64-apple-darwin13.4.0 (64-bit)
    Running under: OS X 10.11.6 (El Capitan)
    
    locale:
    [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
    
    attached base packages:
    [1] stats     graphics  grDevices utils     datasets  methods   base     
    
    other attached packages:
    [1] pheatmap_1.0.8     RColorBrewer_1.1-2 gplots_3.0.1      
    
    loaded via a namespace (and not attached):
     [1] colorspace_1.3-0   scales_0.4.1       colorRamps_2.3     plyr_1.8.4         tools_3.3.0       
     [6] gtable_0.2.0       Rcpp_0.12.7        KernSmooth_2.23-15 gdata_2.17.0       grid_3.3.0        
    [11] caTools_1.17.1     munsell_0.4.3      bitops_1.0-6       gtools_3.5.0