some feature names are not in columns, such as:
[1] "CellLine"
[2] "Barcode"
[3] "Spot"
[4] "Drug"
[5] "StainingSet"
[6] "395nm"
[7] "488nm"
[8] "555nm"
[9] "640nm"
[10] "750nm"
[11] "Spot_PA_SpotCellCount"
[12] "Nuclei_CP_Intensity_MedianIntensity_Dapi"
[13] "Nuclei_CP_Intensity_IntegratedIntensity_Dapi"
[14] "Nuclei_PA_Cycle_DNA2NProportion"
[15] "Nuclei_CP_Intensity_MedianIntensity_EdU"
[16] "Nuclei_PA_Gated_EdUPositiveProportion"
[17] "Nuclei_CP_Intensity_MedianIntensity_Fibrillarin"
[18] "Cytoplasm_CP_Intensity_MedianIntensity_KRT19"
[19] "Cytoplasm_PA_Gated_KRT19PositiveProportion"
[20] "Cytoplasm_CP_Intensity_MedianIntensity_KRT5"
[21] "Cytoplasm_PA_Gated_KRT5PositiveProportion"
[22] "Cytoplasm_CP_Intensity_MedianIntensity_MitoTracker"
[23] "Cytoplasm_CP_Intensity_MedianIntensity_CellMask"
[24] "Cytoplasm_CP_Intensity_MedianIntensity_Actin"
[25] "Nuclei_CP_AreaShape_Area"
[26] "Nuclei_CP_AreaShape_Perimeter"
[27] "Nuclei_PA_Cycle_DNA2NProportionLogitRUVLoessBacktransformed"
[28] "Nuclei_CP_Intensity_MedianIntensity_FibrillarinLog2RUVLoess"
[29] "Cytoplasm_CP_Intensity_MedianIntensity_CellMaskLog2RUVLoess"
[30] "Cytoplasm_CP_Intensity_MedianIntensity_ActinLog2RUVLoess"
[31] "Nuclei_PA_Gated_EdUPositiveProportionLogitRUVLoessBacktransformed"
[32] "Spot_PA_SpotCellCountNorm"
[33] "Nuclei_CP_Intensity_MedianIntensity_DapiNorm"
[34] "Nuclei_CP_Intensity_IntegratedIntensity_DapiNorm"
[35] "Nuclei_PA_Cycle_DNA2NProportionLogitNorm"
[36] "Nuclei_CP_Intensity_MedianIntensity_EdUNorm"
[37] "Nuclei_CP_Intensity_MedianIntensity_FibrillarinNorm"
[38] "Cytoplasm_CP_Intensity_MedianIntensity_KRT19Norm"
[39] "Cytoplasm_CP_Intensity_MedianIntensity_KRT5Norm"
[40] "Cytoplasm_CP_Intensity_MedianIntensity_MitoTrackerNorm"
[41] "Cytoplasm_CP_Intensity_MedianIntensity_CellMaskNorm"
[42] "Cytoplasm_CP_Intensity_MedianIntensity_ActinNorm"
[43] "Nuclei_CP_AreaShape_AreaNorm"
[44] "Nuclei_CP_AreaShape_PerimeterNorm"
These features do match:
[1] "Well"
[2] "MEP"
[3] "Ligand"
[4] "ECMp"
[5] "Spot_PA_SpotCellCountLog2RUVLoess"
[6] "Nuclei_CP_Intensity_MedianIntensity_DapiLog2RUVLoess"
[7] "Nuclei_CP_Intensity_IntegratedIntensity_DapiLog2RUVLoess"
[8] "Nuclei_CP_Intensity_MedianIntensity_EdULog2RUVLoess"
[9] "Cytoplasm_CP_Intensity_MedianIntensity_KRT19Log2RUVLoess"
[10] "Cytoplasm_CP_Intensity_MedianIntensity_KRT5Log2RUVLoess"
[11] "Cytoplasm_CP_Intensity_MedianIntensity_MitoTrackerLog2RUVLoess"
[12] "Nuclei_CP_AreaShape_AreaLog2RUVLoess"
[13] "Nuclei_CP_AreaShape_PerimeterLog2RUVLoess"
some feature names are not in columns, such as:
These features do match: