## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you

## Warning in sparseMatrix(i = indices[] + 1, p = indptr[], x = as.numeric(x =
## counts[]), : 'giveCsparse' has been deprecated; setting 'repr = "T"' for you
## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')

## Warning: Feature names cannot have underscores ('_'), replacing with dashes
## ('-')
##         sdata.SScILD_S19584_Tripleminus_AAACCTGAGAAAGTGG-1
## MT-TF                                                    0
## MT-RNR1                                                  2
## MT-TV                                                    2
## MT-RNR2                                                  4
## MT-TL1                                                   1
## MT-ND1                                                   4
## MT-TI                                                    0
## MT-TQ                                                    0
## MT-TM                                                    0
## MT-ND2                                                   2
##         sdata.SScILD_S19584_Tripleminus_AAACCTGAGCTCCCAG-1
## MT-TF                                                    0
## MT-RNR1                                                  2
## MT-TV                                                    7
## MT-RNR2                                                  2
## MT-TL1                                                   0
## MT-ND1                                                   3
## MT-TI                                                    0
## MT-TQ                                                    0
## MT-TM                                                    1
## MT-ND2                                                   5
##                                                                   orig.ident
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGAAAGTGG-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGCTCCCAG-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGGATGTAT-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGTTAGGTA-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGAAT-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGTCT-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACGGTGTC-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTCGACG-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTTGGAT-1 SScILD_S19584_Tripleminus
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAGTGAGTG-1 SScILD_S19584_Tripleminus
##                                                    nCount_RNA nFeature_RNA
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGAAAGTGG-1       1335          572
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGCTCCCAG-1        759          479
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGGATGTAT-1       3732         1464
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGTTAGGTA-1        783          473
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGAAT-1       7493         2080
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGTCT-1       9782         2262
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACGGTGTC-1       7133         2678
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTCGACG-1       4650         1549
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTTGGAT-1        582          241
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAGTGAGTG-1      12683         2507
##                                                    disease patient    type
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGAAAGTGG-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGCTCCCAG-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGGATGTAT-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGAGTTAGGTA-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGAAT-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAATGGTCT-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACGGTGTC-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTCGACG-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCACTTGGAT-1 SSc-ILD  S19584 Triple-
## sdata.SScILD_S19584_Tripleminus_AAACCTGCAGTGAGTG-1 SSc-ILD  S19584 Triple-
##  [1] "MT-TF"   "MT-RNR1" "MT-TV"   "MT-RNR2" "MT-TL1"  "MT-ND1"  "MT-TI"  
##  [8] "MT-TQ"   "MT-TM"   "MT-ND2"
##  [1] "RPL23AP53" "RPL14P3"   "RPL23AP83" "RPL30P4"   "RPS2P28"   "RPL12P47" 
##  [7] "RPL26P30"  "RPL6P8"    "RPL5P2"    "RPLP0P6"

Quality control

Plot QC

calculate the percentage of mitocondrial and ribosomal genes per cell and plot some of the QC-features as violin plots.