Class I pathway Prediction of proteasomal cleavage and TAP ...

Class I pathwayPrediction of proteasomal cleavage and

TAP binding

Outline

• MHC class I epitopes– Antigen processing

• Proteasome– Specificity and Polymorphism– Prediction methods

• TAP– Binding motif

• Evolution• Immune escape

Peptide generation in the class I pathway

Proteasomal cleavage

• ~20% of all peptide bonds are cleaved• Average peptide length 6-8 amino acids• Not all peptide bonds are equally likely cleaved

• Cleavage more likely after hydrophobic than after hydrophilic amino acids

Proteasome specificity

• Low polymorphism– Constitutive & Immuno-

proteasome

• Evolutionary conserved• Stochastic and low specificity

– Only 70-80% of the cleavage sites are reproduced in repeated experiments

Proteasome evolution (β1 unit)

Constitutive

Immuno

Human (Hs) - HumanDrosophila (Dm) - Fly

Bos Taurus (Bota) - CowOncorhynchus mykiss (Om) - FishArabidopsis thaliana (Didi)- Plant

Trichomonas vaginalis (SP)- Bacteria…

Immuno

Immuno- and Constitutive proteasome specificity

...LVGPTPVNIIGRNMLTQL..

P1 P1’

Constitutive

Immuno- and Constitutive proteasome specificity

...LVGPTPVNIIGRNMLTQL..

P1 P1’

Immuno Constitutive

• NetChop– Neural network based method

• PaProc– Partially non-linear method (a neural network

without hidden neurons????)• SMM (stabilized matrix method)• FragPredict

– Based on a statistical analysis of cleavage-determining amino acid motifs present around the scissile bond (i.e. also weight matrix like)

Predicting proteasomal cleavage

NetChop20S-3.0In vitro digest data from the constitutive proteasome

Toes et al., J.exp.med. 2001

NetChop 3.0 Cterm (MHC ligands)

LDFVRFMGVMSSCNNPA LVQEKYLEYRQVPDSDP RTQDENPVVHFFKNIVT TPLIPLTIFVGENTGVP LVPVEPDKVEEATEGEN YMLDLQPETTDLYCYEQ PVESMETTMRSPVFTDN ISEYRHYCYSLYGTTLE AAVDAGMAMAGQSPVLR QPKKVKRRLFETRELTD LGEFYNQMMVKAGLNDD GYGGRASDYKSAHKGLK KTKDIVNGLRSVQTFAD LVGFLLLKYRAREPVTK SVDPKNYPKKKMEKRFV SSSSTPLLYPSLALPAP FLYGALLLAEGFYTTGA

• NetChop-3.0 C-term– Trained on class I

epitopes– Most epitopes are

generated by the immunoproteasome

– Predicts the processing specificity

Predicting proteasomal cleavage

-0.450-0.225

00.2250.4500.6750.900

FragPredict

PAProCI

Netchop2.0NetChop3.0

Per

form

ance

SensSpecCC

0

0.23

0.45

0.68

0.90

FragPredict

PAProCI

Netchop20SNetChop20S-3.0

Per

form

ance

CCPCCAroc3-D Column 4

NetChop-3.0 NetChop20S--3.0

• Relative poor predictive performance–For MHC prediction CC~0.92 and AUC~0.95

Proteasome specificity

NetChop 3.2

What does TAP do?

TAP affinity prediction

• Transporter Associated with antigen Processing• Binds peptides 9-18 long• Binding determined mostly by N1-3 and C terminal amino acids

TAP binding motif matrix

Peters et el., 2003. JI, 171: 1741.

A low matrix entry corresponds to an amino acid well suited for TAP binding

TAP affinity prediction

Predicting TAP affinity

9 meric peptides >9 meric

Peters et el., 2003. JI, 171: 1741.

ILRGTSFVYV-0.11 + 0.09 - 0.42 - 0.3 = -0.74

Proteasome, TAP and MHC co-evolution

• Antigen processing and presentation is highly ineffective• Only 1 in 200 peptides will bind a given MHC complex• If proteasome and TAP do not effectively produce MHC restricted peptides, antigen processing would be a severe bottleneck for antigen recognition

Co-evolution of Proteasome, TAP and MHC

• CP-P1: Constitutive proteasome specificity at P1 position• TAP-9: TAP motif at P9 position• MHC-9: Average MHC motif at P9

Co-evolution of Proteasome, TAP and MHC

• IP-P1: Immuno proteasome specificity at P1 position• CP-P1: Constitutive proteasome specificity at P1 position• TAP-9: TAP motif at P9 position• MHC-9: Average MHC motif at P9

What is going on at the N terminal?

N terminal trimming

>50% need 2-3 amino acids N terminal trimming

S T R K F L D G N E M T L . . .

0.0101 0.6483 0.9955 0.9984 0.4299 0.2261

Immune escape

• Pathogens evolve under strong selection pressure to avoid CTL recognition

• Generate point mutations or insertions/deletions to disturb– Peptide binding to MHC– CTL recognition

• Only involve the antigenic peptide region– Antigen processing

• Can involve peptide flanking region

Immune escape via antigen processingHIV-1 Nef epitope VPLRPMTY (Milicic et al. JI, 2005, 4618)

IP

IP

CP

Summary

• The most important players (MHC, TAP and proteasome) in the MHC class I pathway have co evolved to a share a common C terminal pathway specificity

• We can predict (up to a degree) proteasomal cleavage

• TAP binding motif characterized in a weight matrix

– Binding mostly determined by the N1-3 and C terminal amino acids

• Proteasome produces and TAP transports precursor T cell epitopes of length 8-13 amino acids

• Epitope trimming in the ER by several amino peptidases (ERAP)

• We still do not understand everything

– Many more important players are involved in the class I path way