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Table 3 Performance metrics under simulation scenario 1 (distinct associations between cell types)

From: An evaluation of methods correcting for cell-type heterogeneity in DNA methylation studies

Method

Number of false positives

Power

KS

GIF

\(\hat {K}\) a

Unadjusted

248

0.208

0.168

1.60

–

Ref-based

14

0.146

0.026

0.92

–

Ref-free

375

0.248

0.097

1.33

13

SVA

32

0.124

0.021

1.05

10

ISVA

14

0.134

0.004

0.97

12

EWASher

3

0.036

0.044

0.92

–

CellCDec

7

0.094

0.008

0.98

–

Deconf

13

0.178

0.023

0.93

–

RUV

36

0.170

0.018

1.04

43

  1. KS Kolmogorov–Smirnov statistic, GIF genomic inflation factor
  2. aEstimated latent dimension