pheatmap in R. How to get clusters

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Happy的楠姐
Happy的楠姐 2021-02-03 16:02

I\'m using pheatmap with large data. My purpose is to clusterize rows and columns and to analyze main clusters. I upload the data table and perform the heatmap as follows:

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  •  春和景丽
    2021-02-03 16:28

    Grab the result of pheatmap and use cutree. To extract 10 clusters e.g. you could do:

    library(pheatmap)
    res <- pheatmap(mtcars)
    mtcars.clust <- cbind(mtcars, 
                          cluster = cutree(res$tree_row, 
                                           k = 10))
    head(mtcars.clust)
    # mpg cyl disp  hp drat    wt  qsec vs am gear carb cluster
    # Mazda RX4         21.0   6  160 110 3.90 2.620 16.46  0  1    4    4       1
    # Mazda RX4 Wag     21.0   6  160 110 3.90 2.875 17.02  0  1    4    4       1
    # Datsun 710        22.8   4  108  93 3.85 2.320 18.61  1  1    4    1       2
    # Hornet 4 Drive    21.4   6  258 110 3.08 3.215 19.44  1  0    3    1       3
    # Hornet Sportabout 18.7   8  360 175 3.15 3.440 17.02  0  0    3    2       4
    # Valiant           18.1   6  225 105 2.76 3.460 20.22  1  0    3    1       3
    

    See ?pheatmap, ?hclust and ?cutree for the help.

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