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Table 2 Comparison of sRNA normalization methodsa

From: Experimental design, preprocessing, normalization and differential expression analysis of small RNA sequencing experiments

Method Computational complexity Control required Units normalized
Total count scaling Low No Reads
Quantile-based scaling Medium No Reads
TMM High Yes Reads
Linear regression High Yes Reads
Nonlinear regression Very high Yes Genomic windows
  1. asRNA, small RNA; TMM, trimmed mean of M value.