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The following normalization methods will generate different results depending on whether the transformation was performed on samples or on features:
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Normalization Methods
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- Normalize the reads by the length of feature, it generate reads per kilobase
RPKsf = Xsf / Lf; - Sum up all the RPKsf in a sample
PRKs = ∑Ff=1 FRPKsf - Generate a scaling factor for each sample by normalizing the PRK of the sample to the sum PRK of all the samples
where TR is the total reads across all samples , - Divide raw reads by the scaling factor to get TPM
TXsf = Xsf/Ks
- Normalize the reads by the length of feature, it generate reads per kilobase
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