CODEWITHSUNDEEP
rggplot2
biobudhan
biobudhan

Reputation: 309

boxplot for single value containing data

i have a dataframe where gene names are the column headers and sample names as rownames. they have one value for every cell. example:

           G1         G2       G3
S1  0.19021657  0.129541639 0.741696359
S2  0.431098317 0.791633452 0.502163442
S3  0.433107132 0.085196075 0.071400934
S4  0.800781053 0.221191986 0.918588422

I would like to do a boxplot for every column (gene) - all plotted on one graph.

I tried to reshape the dataframe and then use ggplot, but I couldnt achieve the desired result. is there an elegant way to do this with ggplot?

Upvotes: 1

Views: 249

Answers (2)

Rui Barradas
Rui Barradas

Reputation: 76432

This type of problems generally has to do with reshaping the data. The format should be the long format and the data is in wide format. See this post on how to reshape the data from wide to long format.

I will use the new pipe operator introduced in R 4.1.0.

library(ggplot2)

df1 |>
  tidyr::pivot_longer(G1:G3, names_to = "Group") |>
  ggplot(aes(Group, value)) +
  geom_boxplot()

enter image description here

Data

df1 <- read.table(text = "
           G1         G2       G3
S1  0.19021657  0.129541639 0.741696359
S2  0.431098317 0.791633452 0.502163442
S3  0.433107132 0.085196075 0.071400934
S4  0.800781053 0.221191986 0.918588422
", header = TRUE)

Upvotes: 2

akrun
akrun

Reputation: 887148

We can just use boxplot from base R on a data.frame. By default, it gives the boxplot for each columns of the dataset

boxplot(df1)

data

df1 <- structure(list(G1 = c(0.19021657, 0.431098317, 0.433107132, 0.800781053
), G2 = c(0.129541639, 0.791633452, 0.085196075, 0.221191986), 
    G3 = c(0.741696359, 0.502163442, 0.071400934, 0.918588422
    )), class = "data.frame", row.names = c("S1", "S2", "S3", 
"S4"))

Upvotes: 2

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