Benchmarking B cell epitope prediction: underperformance of existing methods.
Sequence profiling is used routinely to predict the location of B-cell epitopes. In the postgenomic era, the need for reliable epitope prediction is clear. We assessed 484 amino acid propensity scales in combination with ranges of plotting parameters to examine exhaustively the correlation of peaks and epitope location within 50 proteins mapped for polyclonal responses. After examining more than 10(6) combinations, we found that even the best set of scales and parameters performed only marginally better than random. Our results confirm the null hypothesis: Single-scale amino acid propensity profiles cannot be used to predict epitope location reliably. The implication for studies using such methods is obvious.
Blythe
Martin J
MJ
Edward Jenner Institute for Vaccine Research, High Street, Compton, Berkshire, RG20 7NN, UK. martin.blythe@jenner.ac.uk
Flower
Darren R
DR
D000596:Amino Acids / Q000032:analysis; D019992:Databases as Topic; D030562:Databases, Protein; D018604:Epitope Mapping; D018985:Epitopes, B-Lymphocyte / Q000032:analysis*; D006801:Humans; D016014:Linear Models; D012680:Sensitivity and Specificity
D000596:Amino Acids; D018985:Epitopes, B-Lymphocyte