How to normalize NCI-60 gene expression data
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If data are already standardized, then you should check how the z-scores were calculated.
Usually z-scoring means subtracting population mean and then dividing by standard deviation, but for gene expression can also mean subtracting row mean and dividing by row SD. See here.
If you can't find these info you can explore the data in R and check mean median and SD.