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. Author manuscript; available in PMC: 2017 Sep 1.
Published in final edited form as: IEEE J Biomed Health Inform. 2016 May 27;20(5):1225–1231. doi: 10.1109/JBHI.2016.2574201

TABLE V.

Performance Comparison Based on the Optimal Number of Features Selected in the TU Cohort

TU Cohort Metabolomics Integrated
(P + G + M)
Accuracy 0.86 0.90
Sensitivity 0.91 0.91
Specificity 0.84 0.89
AUC (95% CI) 0.93 (0.84, 0.97) 0.99 (0.95, 0.99)
Optimal # of Features 14/50 21/233
Selected Featuresb
  • L-glutamic acida

  • L-valinea

  • L-(+) lactic acida

  • N-acetyl-5-hydroxytryptamine

  • L-threonine

  • Diglycerol

  • Urea

  • Arachidic acid

  • Trans-aconitic acid

  • L-proline

  • N, N-dimethyl-1 4-phenylenediamine

  • D-glucose

  • L-serine

  • L-cystine

a

Significant (p value ≤ 0.05) in univariate statistical analysis

b

N-glycans are characterized by GlcNAc, mannose, galactose, fucose, and NeuNAc, and proteins are indicated by Uniprot IDs

The results of best performing methods are marked in bold.