Ong Leana Rich Herrera
Department of Biochemistry and Molecular Biology, College of Medicine, University of the Philippines Manila, Manila City, Philippines.
Asian Pac J Cancer Prev. 2025 Jul 1;26(7):2413-2423. doi: 10.31557/APJCP.2025.26.7.2413.
Lung, pancreatic, and colorectal cancers continue to rank among the most lethal malignancies. Despite the availability of advanced treatments, these cancer types demand more effective immunotherapeutic solutions. Neoantigen formation is a common feature of cancer mechanisms, with the Kirsten rat sarcoma viral oncogene homolog (KRAS) being the most frequently mutated oncogene in various cancers. This study employed immunoinformatic tools and databases to identify and analyze potential cytotoxic T-cell neoepitopes derived from KRAS hotspot mutations.
Experimentally validated neoepitopes were obtained from NEPdb. Key parameters such as IC50 values, differential agretopicity, mutation positions, and immunogenicity of the neoepitopes were determined. Results from this analysis, combined with additional factors recommended in the literature, were used to identify and characterize potential KRAS neoepitopes. Sequences with G12A, G12C, G12D, G12S, G12V, G12R, G13D, and A59T mutations were prepared. IC50 values and differential agretopicity were analyzed using NetMHCPan4.1. The epitopes' safety profiles and population coverage were assessed, and the top recommended neoepitopes were docked to calculate the dissociation constant (KD) and Gibbs free energy of binding (ΔGbind).
Twenty-one candidate KRAS CD8+ neoepitopes were identified. The recommended neoepitopes (KLVVVGAAGV, LVVVGAAGV, LVVVGACGV, KLVVVGADGV, LVVVGADGV, KLVVVGASGV, KLVVVGAV, KLVVVGAVGV, LVVVGAVGV, and VVGAVGVGK) exhibit TCR-facing mutated residues, significant differential agretopicity, and higher binding affinity compared to their wild-type counterparts. Safety and population coverage analyses suggest that these candidate KRAS neoepitopes are unlikely to cause allergy, toxicity, or cross-reactivity, and they demonstrate coverage across a substantial proportion of the population.
This study introduced a preliminary integrative workflow for neoepitope identification. Findings indicate that the 21 candidate KRAS neoepitopes have the potential to be recognized by cytotoxic lymphocytes and trigger immune response. This positions them as promising elements for anti-cancer vaccine formulations, pending successful in vitro, animal, and clinical studies.
肺癌、胰腺癌和结直肠癌仍然是最致命的恶性肿瘤之一。尽管有先进的治疗方法,但这些癌症类型仍需要更有效的免疫治疗方案。新抗原形成是癌症机制的一个共同特征,其中 Kirsten 大鼠肉瘤病毒癌基因同源物(KRAS)是各种癌症中最常发生突变的癌基因。本研究利用免疫信息学工具和数据库来识别和分析源自 KRAS 热点突变的潜在细胞毒性 T 细胞新抗原表位。
从 NEPdb 获得经实验验证的新抗原表位。确定了新抗原表位的关键参数,如 IC50 值、差异结合基序性、突变位置和免疫原性。该分析结果与文献中推荐的其他因素相结合,用于识别和表征潜在的 KRAS 新抗原表位。制备了具有 G12A、G12C、G12D、G12S、G12V、G12R、G13D 和 A59T 突变的序列。使用 NetMHCPan4.1 分析 IC50 值和差异结合基序性。评估了表位的安全性概况和人群覆盖率,并对接推荐的顶级新抗原表位以计算解离常数(KD)和结合吉布斯自由能(ΔGbind)。
鉴定出 21 个候选 KRAS CD8+新抗原表位。推荐的新抗原表位(KLVVVGAAGV、LVVVGAAGV、LVVVGACGV、KLVVVGADGV、LVVVGADGV、KLVVVGASGV、KLVVVGAV、KLVVVGAVGV、LVVVGAVGV 和 VVGAVGVGK)与野生型对应物相比,表现出面向 TCR 的突变残基、显著的差异结合基序性和更高的结合亲和力。安全性和人群覆盖率分析表明,这些候选 KRAS 新抗原表位不太可能引起过敏、毒性或交叉反应,并且它们在相当大比例的人群中具有覆盖率。
本研究介绍了一种用于新抗原表位鉴定的初步综合工作流程。研究结果表明,这 21 个候选 KRAS 新抗原表位有可能被细胞毒性淋巴细胞识别并触发免疫反应。在成功进行体外、动物和临床研究之前,它们有望成为抗癌疫苗制剂的有前景的元素。