I am trying to run the following code. But I end up with the same "biobase" error.

library(NMF)
library('readxl')

data <- read_excel("file.xlsx",sheet = 1)
rank = 2

res = nmf(data,rank)

#Output

Loading required package: Biobase
Error: package or namespace load failed for ‘NMF’ in .requirePackage(package):
 unable to find required package ‘Biobase’
In addition: Warning messages:
1: package ‘NMF’ was built under R version 4.1.3 
2: In library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE,  :
  there is no package called ‘Biobase’

Install the Biobase package

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("Biobase")

Then try again