High-throughput stability screening of neoantigen/HLA complexes improves immunogenicity predictions

Dylan T. Blaha, Scott D. Anderson, Daniel M. Yoakum, Marlies V. Hager, Yuanyuan Zha, Thomas F. Gajewski, David M Kranz

Research output: Contribution to journalArticle

Abstract

Mutated peptides (neoantigens) from a patient's cancer genome can serve as targets for T-cell immunity, but identifying which peptides can be presented by an MHC molecule and elicit T cells has been difficult. Although algorithms that predict MHC binding exist, they are not yet able to distinguish experimental differences in halflives of the complexes (an immunologically relevant parameter, referred to here as kinetic stability). Improvement in determining actual neoantigen peptide/MHC stability could be important, as only a small fraction of peptides in most current vaccines are capable of eliciting CD8 + T-cell responses. Here, we used a rapid, highthroughput method to experimentally determine peptide/ HLA thermal stability on a scale that will be necessary for analysis of neoantigens from thousands of patients. The method combined the use of UV-cleavable peptide/ HLA class I complexes and differential scanning fluorimetry to determine the T m values of neoantigen complexes. Measured T m values were accurate and reproducible and were directly proportional to the half-lives of the complexes. Analysis of known HLA-A2-restricted immunogenic peptides showed that T m values better correlated with immunogenicity than algorithm-predicted binding affinities. We propose that temperature stability information can be used as a guide for the selection of neoantigens in cancer vaccines in order to focus attention on those mutated peptides with the highest probability of being expressed on the cell surface.

Original languageEnglish (US)
Pages (from-to)50-61
Number of pages12
JournalCancer Immunology Research
Volume7
Issue number1
DOIs
StatePublished - Jan 1 2019

Fingerprint

Peptides
T-Lymphocytes
Peptide T
HLA-A2 Antigen
Fluorometry
Cancer Vaccines
Immunity
Vaccines
Hot Temperature
Genome
Temperature
Neoplasms

ASJC Scopus subject areas

  • Immunology
  • Cancer Research

Cite this

High-throughput stability screening of neoantigen/HLA complexes improves immunogenicity predictions. / Blaha, Dylan T.; Anderson, Scott D.; Yoakum, Daniel M.; Hager, Marlies V.; Zha, Yuanyuan; Gajewski, Thomas F.; Kranz, David M.

In: Cancer Immunology Research, Vol. 7, No. 1, 01.01.2019, p. 50-61.

Research output: Contribution to journalArticle

Blaha, Dylan T. ; Anderson, Scott D. ; Yoakum, Daniel M. ; Hager, Marlies V. ; Zha, Yuanyuan ; Gajewski, Thomas F. ; Kranz, David M. / High-throughput stability screening of neoantigen/HLA complexes improves immunogenicity predictions. In: Cancer Immunology Research. 2019 ; Vol. 7, No. 1. pp. 50-61.
@article{c70f28a0486d49db8357e3c39c6c3515,
title = "High-throughput stability screening of neoantigen/HLA complexes improves immunogenicity predictions",
abstract = "Mutated peptides (neoantigens) from a patient's cancer genome can serve as targets for T-cell immunity, but identifying which peptides can be presented by an MHC molecule and elicit T cells has been difficult. Although algorithms that predict MHC binding exist, they are not yet able to distinguish experimental differences in halflives of the complexes (an immunologically relevant parameter, referred to here as kinetic stability). Improvement in determining actual neoantigen peptide/MHC stability could be important, as only a small fraction of peptides in most current vaccines are capable of eliciting CD8 + T-cell responses. Here, we used a rapid, highthroughput method to experimentally determine peptide/ HLA thermal stability on a scale that will be necessary for analysis of neoantigens from thousands of patients. The method combined the use of UV-cleavable peptide/ HLA class I complexes and differential scanning fluorimetry to determine the T m values of neoantigen complexes. Measured T m values were accurate and reproducible and were directly proportional to the half-lives of the complexes. Analysis of known HLA-A2-restricted immunogenic peptides showed that T m values better correlated with immunogenicity than algorithm-predicted binding affinities. We propose that temperature stability information can be used as a guide for the selection of neoantigens in cancer vaccines in order to focus attention on those mutated peptides with the highest probability of being expressed on the cell surface.",
author = "Blaha, {Dylan T.} and Anderson, {Scott D.} and Yoakum, {Daniel M.} and Hager, {Marlies V.} and Yuanyuan Zha and Gajewski, {Thomas F.} and Kranz, {David M}",
year = "2019",
month = "1",
day = "1",
doi = "10.1158/2326-6066.CIR-18-0395",
language = "English (US)",
volume = "7",
pages = "50--61",
journal = "Cancer Immunity",
issn = "2326-6066",
publisher = "American Association for Cancer Research Inc.",
number = "1",

}

TY - JOUR

T1 - High-throughput stability screening of neoantigen/HLA complexes improves immunogenicity predictions

AU - Blaha, Dylan T.

AU - Anderson, Scott D.

AU - Yoakum, Daniel M.

AU - Hager, Marlies V.

AU - Zha, Yuanyuan

AU - Gajewski, Thomas F.

AU - Kranz, David M

PY - 2019/1/1

Y1 - 2019/1/1

N2 - Mutated peptides (neoantigens) from a patient's cancer genome can serve as targets for T-cell immunity, but identifying which peptides can be presented by an MHC molecule and elicit T cells has been difficult. Although algorithms that predict MHC binding exist, they are not yet able to distinguish experimental differences in halflives of the complexes (an immunologically relevant parameter, referred to here as kinetic stability). Improvement in determining actual neoantigen peptide/MHC stability could be important, as only a small fraction of peptides in most current vaccines are capable of eliciting CD8 + T-cell responses. Here, we used a rapid, highthroughput method to experimentally determine peptide/ HLA thermal stability on a scale that will be necessary for analysis of neoantigens from thousands of patients. The method combined the use of UV-cleavable peptide/ HLA class I complexes and differential scanning fluorimetry to determine the T m values of neoantigen complexes. Measured T m values were accurate and reproducible and were directly proportional to the half-lives of the complexes. Analysis of known HLA-A2-restricted immunogenic peptides showed that T m values better correlated with immunogenicity than algorithm-predicted binding affinities. We propose that temperature stability information can be used as a guide for the selection of neoantigens in cancer vaccines in order to focus attention on those mutated peptides with the highest probability of being expressed on the cell surface.

AB - Mutated peptides (neoantigens) from a patient's cancer genome can serve as targets for T-cell immunity, but identifying which peptides can be presented by an MHC molecule and elicit T cells has been difficult. Although algorithms that predict MHC binding exist, they are not yet able to distinguish experimental differences in halflives of the complexes (an immunologically relevant parameter, referred to here as kinetic stability). Improvement in determining actual neoantigen peptide/MHC stability could be important, as only a small fraction of peptides in most current vaccines are capable of eliciting CD8 + T-cell responses. Here, we used a rapid, highthroughput method to experimentally determine peptide/ HLA thermal stability on a scale that will be necessary for analysis of neoantigens from thousands of patients. The method combined the use of UV-cleavable peptide/ HLA class I complexes and differential scanning fluorimetry to determine the T m values of neoantigen complexes. Measured T m values were accurate and reproducible and were directly proportional to the half-lives of the complexes. Analysis of known HLA-A2-restricted immunogenic peptides showed that T m values better correlated with immunogenicity than algorithm-predicted binding affinities. We propose that temperature stability information can be used as a guide for the selection of neoantigens in cancer vaccines in order to focus attention on those mutated peptides with the highest probability of being expressed on the cell surface.

UR - http://www.scopus.com/inward/record.url?scp=85059463717&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85059463717&partnerID=8YFLogxK

U2 - 10.1158/2326-6066.CIR-18-0395

DO - 10.1158/2326-6066.CIR-18-0395

M3 - Article

VL - 7

SP - 50

EP - 61

JO - Cancer Immunity

JF - Cancer Immunity

SN - 2326-6066

IS - 1

ER -