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. 2018 Jul 25;9:1716. doi: 10.3389/fimmu.2018.01716

Table 1.

Summary of some of the most recent or most widely used human leukocyte antigen (HLA)-I predictors with available web interface or code repository.

Name Training data Output Algorithm Allele coverage Access Reference
NetMHC4.0 BA BA NN S http://www.cbs.dtu.dk/services/NetMHC/ (110)
NetMHCpan4.0 BA + MS R (BA) NN Pan http://www.cbs.dtu.dk/services/NetMHCpan-4.0/ (117)
MixMHCpred MS R PWM S https://github.com/GfellerLab/MixMHCpred (72, 120)
MHCflurry BA BA NN S https://github.com/openvax/mhcflurry (113)
PickPocket BA BA PWM Pan http://www.cbs.dtu.dk/services/PickPocket/ (107)
NetMHCstabpan BS BS NN Pan http://www.cbs.dtu.dk/services/NetMHCstabpan/ (118)
NetMHCstab BS BS NN S http://www.cbs.dtu.dk/services/NetMHCstab/ (111)
NetMHCcons BA BA C S http://www.cbs.dtu.dk/services/NetMHCcons/ (181)
IEDB consensus BA R C S http://tools.iedb.org/mhci/ (182)
SMMPMBEC BA R PWM S https://github.com/ykimbiology/smmpmbec (104)
MHCnuggets BA BA NN S https://github.com/KarchinLab/mhcnuggets-2.0 (183)
ConvMHC BA R NN Pan http://jumong.kaist.ac.kr:8080/convmhc (116)
HLA-CNN BA R NN S https://github.com/uci-cbcl/HLA-bind (114)
SYFPEITHI BA + MS R PWM S http://syfpeithi.de/0-Home.htm (106)
PSSMHCpan BA BA PWM Pan https://github.com/BGI2016/PSSMHCpan (184)

Column 2, BA, binding affinity; BS, binding stability; MS, HLA peptidomics data; column 3, BA, binding affinity; R, ranking; column 4, NN, Neural network (including deep networks); PWM, position weight matrices; C, consensus; column 5, S, allele specific; Pan, pan-class I.