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The quest for the needle (antigen) in the haystack (pathogen):
Immunoinformatics to the rescue
Nicholas Svitek, Lucilla Steinaa, Rosemary Saya, Elias Awino, Morten
Nielsen, Søren Buus, Vishvanath Nene
ILRI BioSciences Day, Nairobi, 27 November 2013
Immune Response Elicited during Theileria
parva Infection: Cellular Immunology 101
T. parva infected white blood cells

T. parva
T. parva
peptides

The butler

T CD8+= CTL
(killers of
infected cells)

The butler (the MHC class I molecule)
is serving T. parva peptides to the “Killer T cell”

Killing
The Challenge: Many Locks & Keys Are Available
and these need to be Tracked Down
CTL need to find infected cells through
a lock-key mechanism
T. parva

T. parva
T. parva
peptides

The butler

T. parva
peptides

The butler
The Challenge: Searching for an Antigen is
like Searching for a Needle in a Haystack
The Problem: using Conventional Methods for
Ag ID are Expensive & Time Consuming
Infection & Treatment Method (ITM)

Induction of lifelong CTL response
Restricting BoLA
class I molecule

214VGYPKVKEEML
224

Tp2

27SHEELKKLGML
37

3) 2*01201

Tp2

49KSSHGMGKVGK
59

4) BoLA-T2c

Tp2

96FAQSLVCVL
104

5) BoLA-T5

Tp5

87SKADVIAKY
95

6) 3*00101

Tp8

379CGAELNHFL
387

7) 1*02301

Oxytetracycline

Tp1

2) 6*04101

+

CTL Epitope

1) 6*01301

Muguga
cocktail

T. parva
antigen

Tp9

199AKFPGMKKSK
208
Reverse Immunology as a Method to Speed
Up Antigen Identification
Whole Genome Sequence
from T. parva

In silico antigen predictions

In vitro characterization of
predicted antigens

Computer algorithms
trained on biological data

Selection of
immunodominant peptides

Challenge with T. parva

Vaccinate
Naïve cattle
Reverse Immunology :
the NetMHCpan Platform
T. parva genome
Prediction of parasite peptides
that binds to
bovine MHC class I molecules

Immunoinformatics

Computer algorithms
trained on biological data
(NetMHCpan)
Results 1: The True CTL Epitope that Binds to
BoLA-6*04101 is Tp229-37
NetMHCpan:
Antigen

Binder

Tp2

27SHEELKKLGML

Tp2

29EELKKLGML

37

6*04101

NO (FP 0.058)

37

6*04101

YES (FP 0.002)

Binding assay:
0.9

O.D. (@450 nm)

0.8
0.7
0.6

Tp2.29-37 (Alt)
Tp229-37

0.5

Tp2.27-37
Tp2

27-37

0.4
0.3
0.2
0.1
0

[Peptide]

Variants:
SHEELKKLGML
Var1 SDEELKKLGML
Var2 SDDELDTLGML
Var3 SNEELKKLGMV
Var4 TNEELKKLGMV
Using peptide-MHC Class I Tetramers to Confirm
CTL Specificity towards Predicted Epitope
Tetramerization

Recombinant MHC Production

Incubation for
24-48 hours
β2m

CD8+/Tetramer +

CD8+

CD8
http://flow.csc.mrc.ac.uk/?page_id=852
Results 2: Identification of Tp1 p-MHC
Tetramer Positive Cells in Ex Vivo Assays
Animal 1

Animal 2

Animal 3

Tp1+ (PE)

Day 8 p.i.

Day 15-17 p.i.

CD8+
(PerCP)
Conclusion

• Immunoinformatic (NetMHCpan) can potentially
be used to identify new CTL epitopes.
• p-MHC class I tetramers & NetMHCpan can be
used for correct epitope mapping.
Where to from now?
- Combining NetMHCpan with other prediction
parameters; in collaboration with Dr. Morten Nielsen:
•
•
•

Amino acid composition
Protein functional category
Subcellular localization

- T. parva comparative genomics to identify proteins that
are under positive selection [potential targets of the
immune response] ; in collaboration with Dr. Joana Silva.
- Use of immunoinformatics for ASF virus antigen
identification (Dr. Richard Bishop).
Acknowledgements
Søren Buus,
tetramers

Morten Nielsen,
NetMHCpan
Partners & Donors
better lives through livestock
ilri.org

The presentation has a Creative Commons licence. You are free to re-use or distribute this work, provided credit is given to ILRI.

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The quest for the needle (antigen) in the haystack (pathogen): Immunoinformatics to the rescue

  • 1. The quest for the needle (antigen) in the haystack (pathogen): Immunoinformatics to the rescue Nicholas Svitek, Lucilla Steinaa, Rosemary Saya, Elias Awino, Morten Nielsen, Søren Buus, Vishvanath Nene ILRI BioSciences Day, Nairobi, 27 November 2013
  • 2. Immune Response Elicited during Theileria parva Infection: Cellular Immunology 101 T. parva infected white blood cells T. parva T. parva peptides The butler T CD8+= CTL (killers of infected cells) The butler (the MHC class I molecule) is serving T. parva peptides to the “Killer T cell” Killing
  • 3. The Challenge: Many Locks & Keys Are Available and these need to be Tracked Down CTL need to find infected cells through a lock-key mechanism T. parva T. parva T. parva peptides The butler T. parva peptides The butler
  • 4. The Challenge: Searching for an Antigen is like Searching for a Needle in a Haystack
  • 5. The Problem: using Conventional Methods for Ag ID are Expensive & Time Consuming Infection & Treatment Method (ITM) Induction of lifelong CTL response Restricting BoLA class I molecule 214VGYPKVKEEML 224 Tp2 27SHEELKKLGML 37 3) 2*01201 Tp2 49KSSHGMGKVGK 59 4) BoLA-T2c Tp2 96FAQSLVCVL 104 5) BoLA-T5 Tp5 87SKADVIAKY 95 6) 3*00101 Tp8 379CGAELNHFL 387 7) 1*02301 Oxytetracycline Tp1 2) 6*04101 + CTL Epitope 1) 6*01301 Muguga cocktail T. parva antigen Tp9 199AKFPGMKKSK 208
  • 6. Reverse Immunology as a Method to Speed Up Antigen Identification Whole Genome Sequence from T. parva In silico antigen predictions In vitro characterization of predicted antigens Computer algorithms trained on biological data Selection of immunodominant peptides Challenge with T. parva Vaccinate Naïve cattle
  • 7. Reverse Immunology : the NetMHCpan Platform T. parva genome Prediction of parasite peptides that binds to bovine MHC class I molecules Immunoinformatics Computer algorithms trained on biological data (NetMHCpan)
  • 8. Results 1: The True CTL Epitope that Binds to BoLA-6*04101 is Tp229-37 NetMHCpan: Antigen Binder Tp2 27SHEELKKLGML Tp2 29EELKKLGML 37 6*04101 NO (FP 0.058) 37 6*04101 YES (FP 0.002) Binding assay: 0.9 O.D. (@450 nm) 0.8 0.7 0.6 Tp2.29-37 (Alt) Tp229-37 0.5 Tp2.27-37 Tp2 27-37 0.4 0.3 0.2 0.1 0 [Peptide] Variants: SHEELKKLGML Var1 SDEELKKLGML Var2 SDDELDTLGML Var3 SNEELKKLGMV Var4 TNEELKKLGMV
  • 9. Using peptide-MHC Class I Tetramers to Confirm CTL Specificity towards Predicted Epitope Tetramerization Recombinant MHC Production Incubation for 24-48 hours β2m CD8+/Tetramer + CD8+ CD8 http://flow.csc.mrc.ac.uk/?page_id=852
  • 10. Results 2: Identification of Tp1 p-MHC Tetramer Positive Cells in Ex Vivo Assays Animal 1 Animal 2 Animal 3 Tp1+ (PE) Day 8 p.i. Day 15-17 p.i. CD8+ (PerCP)
  • 11. Conclusion • Immunoinformatic (NetMHCpan) can potentially be used to identify new CTL epitopes. • p-MHC class I tetramers & NetMHCpan can be used for correct epitope mapping.
  • 12. Where to from now? - Combining NetMHCpan with other prediction parameters; in collaboration with Dr. Morten Nielsen: • • • Amino acid composition Protein functional category Subcellular localization - T. parva comparative genomics to identify proteins that are under positive selection [potential targets of the immune response] ; in collaboration with Dr. Joana Silva. - Use of immunoinformatics for ASF virus antigen identification (Dr. Richard Bishop).
  • 15. better lives through livestock ilri.org The presentation has a Creative Commons licence. You are free to re-use or distribute this work, provided credit is given to ILRI.