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Published on: July 3, 2013
Rational discovery of a cancer neoepitope harboring the KRAS G12D driver mutation
Peng Bai1, Qiuping Zhou1, Pengcheng Wei1,2
1State Key Laboratory of Virology, Hubei Key Laboratory of Cell Homeostasis, College of Life Sciences, Wuhan University, Wuhan, 430072, China.
Abstract:
Cytotoxic T cells targeting cancer neoantigens harboring driver mutations can lead to durable tumor regression in an HLAI-dependent manner. However, it is difficult to extend the population of patients who are eligible for neoantigen-based immunotherapy, as immunogenic neoantigen-HLA pairs are rarely shared across different patients. Thus, a way to find other human leukocyte antigen (HLA) alleles that can also present a clinically effective neoantigen is needed. Recently, neoantigen-based immunotherapy targeting the KRAS G12D mutation in patients with HLA-C*08:02 has shown effectiveness. In a proof-of-concept study, we proposed a combinatorial strategy (the combination of phylogenetic and structural analyses) to find potential HLA alleles that could also present KRAS G12D neoantigen. Compared to in silico binding prediction, this strategy avoids the uneven accuracy across different HLA alleles. Our findings extend the population of patients who are potentially eligible for immunotherapy targeting the KRAS G12D mutation. Additionally, we provide an alternative way to predict neoantigen-HLA pairs, which maximizes the clinical usage of shared neoantigens.
Insights
This study introduces a new method to identify more human leukocyte antigen (HLA) alleles capable of presenting cancer neoantigens, expanding eligibility for neoantigen immunotherapies. This approach enhances the clinical utility of shared neoantigens for broader patient benefit.
Area of Science:
- Immunology
- Oncology
- Bioinformatics
Background:
- Cancer neoantigens presented by human leukocyte antigen (HLA) molecules are targets for cytotoxic T cells, potentially leading to durable tumor regression.
- Current neoantigen-based immunotherapies have limited patient eligibility due to the rarity of shared immunogenic neoantigen-HLA pairs across individuals.
- The KRAS G12D mutation is a target for neoantigen immunotherapy in patients with HLA-C*08:02, highlighting the need to identify additional presenting HLA alleles.
Purpose of the Study:
- To develop and validate a novel strategy for identifying alternative human leukocyte antigen (HLA) alleles that can present the KRAS G12D neoantigen.
- To expand the patient population eligible for neoantigen-based immunotherapy targeting the KRAS G12D mutation.
- To provide an alternative method for predicting neoantigen-HLA pairs that improves upon in silico binding predictions and maximizes the clinical utility of shared neoantigens.
Main Methods:
- A combinatorial strategy integrating phylogenetic and structural analyses was employed to identify potential HLA alleles capable of presenting the KRAS G12D neoantigen.
- This approach was designed to overcome the limitations of in silico binding predictions, which exhibit variable accuracy across different HLA alleles.
- The study focused on finding HLA alleles that could present the KRAS G12D neoantigen, building upon existing successful immunotherapies in HLA-C*08:02 positive patients.
Main Results:
- The proposed combinatorial strategy successfully identified potential alternative HLA alleles for presenting the KRAS G12D neoantigen.
- This method offers an alternative to traditional in silico binding predictions, providing more reliable identification of neoantigen-HLA pairs.
- The findings suggest an expanded patient population could benefit from immunotherapy targeting the KRAS G12D mutation.
Conclusions:
- The developed combinatorial strategy (phylogenetic and structural analyses) is effective in identifying novel HLA alleles for neoantigen presentation.
- This approach broadens the potential application of KRAS G12D-targeted neoantigen immunotherapy to a larger patient cohort.
- The study presents a valuable alternative method for neoantigen-HLA pair prediction, enhancing the clinical impact of shared neoantigens in cancer immunotherapy.
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