IEDB Analysis Resource

MHCI Weekly Benchmark results


Overall scores

Overall scores based on data sets submitted to the IED for the last at least 5 references. The overall scores in the SRCC and AUC columns are calculated using performance values for only SRCC or AUC respectively. In the overall column, both evaluation types are used.

Server Overall SRCC AUC
ANN 3.4 68 68 68
ANN 4.0 61 57 65
ARB 24 23 25
DeepSeqPa - - -
IEDB Consensus 40 40 40
NetMHCcons 72 70 74
NetMHCpan 2.8 75 75 75
NetMHCpan 3.0 60 59 61
NetMHCpan 4.0 58 57 59
NetMHCpan 4.1 - - -
PickPocket 36 35 38
SMM 48 46 50
SMMPMBEC 66 63 68
mhcflurry 1.2.0 84 88 81

Data set specific results

Detailed information for the evaluated data sets used in the calculation of the overall scores in the table above. Predictions from each participating server for the data sets listed below may be downloaded here

Datasets displayed in gray showed poor performance across all of the available predictors and are excluded from the overall ranking, pending further analysis.


IEDB
Reference
Allele Peptide
Length
Peptide
Count
Positive
Count
Measurement
type
ANN 3.4 ANN 4.0 ARB DeepSeqPa IEDB Consensus NetMHCcons NetMHCpan 2.8 NetMHCpan 3.0 NetMHCpan 4.0 NetMHCpan 4.1 PickPocket SMM SMMPMBEC mhcflurry 1.2.0
SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC SRCC AUC
 1038020   HLA-A*02:01   9   14   6   t1/2   -0.200   0.396   -0.215   0.396   -0.163   0.458   -   -   -0.303   0.354   -0.203   0.375   -0.123   0.417   -0.010   0.479   -0.010   0.479   -   -   -0.183   0.417   -0.295   0.354   -0.230   0.396   -   - 
 1038178   HLA-A*24:02   9   779   777   binary   0.078   0.945   0.081   0.961   0.085   0.986   -   -   0.082   0.966   0.080   0.958   0.081   0.965   0.078   0.945   0.069   0.896   -   -   0.074   0.924   0.082   0.970   0.085   0.985   0.116   0.974 
 1038478   HLA-A*02:01   9   25   12   binary   0.856   0.994   0.855   0.994   0.811   0.968   -   -   0.825   0.974   0.855   0.994   0.844   0.987   0.855   0.994   0.855   0.994   -   -   0.827   0.978   0.822   0.974   0.822   0.974   0.833   0.981 
 1038307   HLA-A*02:01   9   10   6   binary   0.711   0.917   0.711   0.917   0.569   0.833   -   -   -   -   0.711   0.917   0.782   0.958   0.711   0.917   0.782   0.958   -   -   0.711   0.917   0.711   0.917   0.711   0.917   0.782   0.958 
 1038759   H-2-Kb   9   12   7   binary   0.269   0.657   0.171   0.600   -0.220   0.371   -   -   0.074   0.543   0.367   0.714   0.367   0.714   0.196   0.614   0.171   0.600   -   -   0.073   0.543   0.073   0.543   0.269   0.657   0.416   0.743