From: Feature ranking based on synergy networks to identify prognostic markers in DPT-1
Performance | Individual | Network-based | Exhaustive | |||
---|---|---|---|---|---|---|
Measure | ranking | ranking | search | |||
Accuracy | 2-h glucose, IAA, ICA512, peakC-peptide, AUC C-peptide | 70.59% | 2-h glucose, IAA, fasting glucose (IVGTT), ICA512, peak C-peptide, AUC C-peptide, FPIR-to-HOMA-IR ratio | 73.40% | 2-h glucose, AUC C-peptide, BMI, FPIR-to-HOMA-IR ratio, fasting insulin (IVGTT), HOMAIR, HbA1c, IAA, ICA512, peak C-peptide | 73.48% |
AUC | age, 2-h glucose, IAA, ICA512, peak C-peptide, AUC C-peptide | 0.6779 | 2-h glucose, IAA, FPIR, fasting glucose (IVGTT), ICA512, peak C-peptide, AUCC-peptide, FPIR-to-HOMA-IR ratio | 0.7154 | 2-h glucose, age, FPIR-to-HOMA-IR ratio, fasting glucose (IVGTT), IAA, peak C-peptide, weight | 0.7227 |