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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.