Table 3 Comparison of areas under the curve (AUC) of receiver operating characteristic plots for entropy versus spectral measures.

From: Neural complexity is a common denominator of human consciousness across diverse regimes of cortical dynamics

Train on

Feature selection

Cohort

N

Test

Larger AUC

PFDR

Entropy AUC

Spectral AUC

AS

PCA

AS

43

fcEntropy vs fcSpectral

Entropy

1.40E−41

0.938

0.747

AS

PCA

NT

37

fcEntropy vs fcSpectral

Entropy

2.40E−119

1.000

0.240

AS

PCA

Dup15q

11

fcEntropy vs fcSpectral

Entropy

2.70E−05

0.719

0.446

AS

PCA

AS

43

scEntropy vs scSpectralA

Entropy

4.75E−29

0.962

0.803

AS

PCA

NT

37

scEntropy vs scSpectralA

Entropy

2.40E−05

1.000

0.928

AS

PCA

Dup15q

11

scEntropy vs scSpectralA

Entropy

0.352

1.000

0.934

AS

PCA

AS

43

scEntropy vs scSpectralR

Entropy

1.11E−19

0.962

0.832

AS

PCA

NT

37

scEntropy vs scSpectralR

Entropy

0.557

1.000

0.988

AS

PCA

Dup15q

11

scEntropy vs scSpectralR

Entropy

0.002

1.000

0.802

AS

LMM

AS

43

fcEntropy vs fcSpectral

Entropy

3.16E−112

1.000

0.683

AS

LMM

NT

37

fcEntropy vs fcSpectral

Entropy

2.40E−119

1.000

0.156

AS

LMM

Dup15q

11

fcEntropy vs fcSpectral

Entropy

8.14E−12

0.818

0.380

AS

LMM

AS

43

scEntropy vs scSpectralA

Entropy

6.54E−77

1.000

0.738

AS

LMM

NT

37

scEntropy vs scSpectralA

Entropy

0.932

1.000

0.998

AS

LMM

Dup15q

11

scEntropy vs scSpectralA

Entropy

0.774

1.000

0.975

AS

LMM

AS

43

scEntropy vs scSpectralR

Entropy

6.19E−31

1.000

0.836

AS

LMM

NT

37

scEntropy vs scSpectralR

Entropy

0.916

1.000

0.997

AS

LMM

Dup15q

11

scEntropy vs scSpectralR

Entropy

0.142

1.000

0.901

  1. All P-values are FDR corrected (PFDR) for multiple testing.
  2. AS Angelman syndrome, NT neurotypical, Dup15q duplication 15q11.2-q13.1 syndrome, PCA principal components analysis, LMM linear mixed model, scEntropy single-channel entropy, fcEntropy entropy-based functional connectivity, scSpectralA absolute spectral power, scSpectralR relative spectral power, fcSpectral spectral-based functional connectivity.