Class I T-cell epitope prediction: improvements using a combination of proteasome cleavage, TAP affinity, and MHC binding.

Abstract:

:Cleavage by the proteasome is responsible for generating the C terminus of T-cell epitopes. Modeling the process of proteasome cleavage as part of a multi-step algorithm for T-cell epitope prediction will reduce the number of non-binders and increase the overall accuracy of the predictive algorithm. Quantitative matrix-based models for prediction of the proteasome cleavage sites in a protein were developed using a training set of 489 naturally processed T-cell epitopes (nonamer peptides) associated with HLA-A and HLA-B molecules. The models were validated using an external test set of 227 T-cell epitopes. The performance of the models was good, identifying 76% of the C-termini correctly. The best model of proteasome cleavage was incorporated as the first step in a three-step algorithm for T-cell epitope prediction, where subsequent steps predicted TAP affinity and MHC binding using previously derived models.

journal_name

Mol Immunol

journal_title

Molecular immunology

authors

Doytchinova IA,Flower DR

doi

10.1016/j.molimm.2005.12.013

subject

Has Abstract

pub_date

2006-05-01 00:00:00

pages

2037-44

issue

13

eissn

0161-5890

issn

1872-9142

pii

S0161-5890(06)00011-3

journal_volume

43

pub_type

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