Prediction of Post-translational Modificaitons

Dataset download

  • The reference dataset used in PostMod can be downloaded from following link
  • [Dataset download]

Source code download

Performance variation- Kinase: Accuracy, Precision, Recall

  • CDK_group: 0.93, 0.61, 0.79
  • GSK-3_group: 0.92, 0.64, 0.21
  • PLK1: 0.91, 0.5, 0.02
  • GRK_group: 0.91, 0.6, 0.08
  • EGFR: 0.92, 0.67, 0.23
  • MAPK14: 0.92, 0.59, 0.52
  • InsR: 0.93, 0.67, 0.36
  • CK2_group: 0.95, 0.75, 0.6
  • AMPK_group: 0.93, 0.85, 0.29
  • MAPKAPK2: 0.91, 0.5, 0.12
  • CK1_group: 0.91, 0.45, 0.15
  • PKA_group: 0.95, 0.82, 0.55
  • PKC: 0.93, 0.75, 0.27
  • Syk: 0.94, 0.76, 0.51
  • Fyn: 0.91, 0.64, 0.14
  • MAPK_group: 0.93, 0.62, 0.56
  • MAPK3: 0.95, 0.71, 0.74
  • MAPK1: 0.94, 0.68, 0.75
  • MAPK8: 0.93, 0.61, 0.64
  • Lck: 0.93, 0.82, 0.26
  • PKC_group: 0.93, 0.81, 0.25
  • Src: 0.92, 0.63, 0.19
  • IGF1R: 0.93, 0.65, 0.42
  • ATM: 0.94, 0.8, 0.49
  • Abl: 0.92, 0.67, 0.21
  • PDK-1: 0.95, 0.77, 0.66
  • PKA: 0.94, 0.91, 0.32
  • IKK_group: 0.91, 0.45, 0.14
  • CaM-KIIalpha: 0.91, 0.5, 0.15
  • GSK-3beta: 0.91, 0.57, 0.15
  • CaM-KII_group: 0.93, 0.88, 0.27
  • PKB_group: 0.94, 0.78, 0.43
  • CDK1: 0.94, 0.62, 0.8
  • CDK2: 0.95, 0.68, 0.81
  • CK2: 0.94, 0.8, 0.53
  • Lyn: 0.92, 0.75, 0.13
  • RSK_group: 0.92, 0.63, 0.43
  • DNA-PK: 0.9, 0.4, 0.29
  • Aurora: 0.94, 0.94, 0.31
  • Met: 0.96, 0.73, 0.85
  • PHK_group: 0.89, 0.25, 0.1
  • GRK-2: 0.91, 0.44, 0.14
  • ROCK_group: 0.93, 0.86, 0.26
  • FGFR1: 0.93, 0.78, 0.3
  • PDGFR: 0.94, 1, 0.33
  • CK1: 0.9, 0.38, 0.08
  • CDK5: 0.95, 0.75, 0.68
  • PAK1: 0.92, 0.63, 0.18