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推进黑色素瘤的个性化免疫疗法:将免疫信息学整合到多表位疫苗开发、通过二代测序进行新抗原鉴定以及免疫模拟评估中。

Advancing personalized immunotherapy for melanoma: Integrating immunoinformatics in multi-epitope vaccine development, neoantigen identification via NGS, and immune simulation evaluation.

作者信息

Kamali Mohammad Javad, Salehi Mohammad, Fath Mohsen Karami

机构信息

Department of Medical Genetics, School of Medicine, Babol University of Medical Science, Babol, Iran.

Department of Medical Genetics, School of Advanced Technologies in Medicine, Golestan University of Medical Sciences, Gorgan, Iran.

出版信息

Comput Biol Med. 2025 Apr;188:109885. doi: 10.1016/j.compbiomed.2025.109885. Epub 2025 Feb 25.

DOI:10.1016/j.compbiomed.2025.109885
PMID:40010174
Abstract

The use of cancer vaccines represents a promising avenue in cancer immunotherapy. Advances in next-generation sequencing (NGS) technology, coupled with the development of sophisticated analysis tools, have enabled the identification of somatic mutations by comparing genetic sequences between normal and tumor samples. Tumor neoantigens, derived from these mutations, have emerged as potential candidates for therapeutic cancer vaccines. In this study, raw NGS data from two melanoma patients (NCI_3903 and NCI_3998) were analyzed using publicly available SRA datasets from NCBI to identify patient-specific neoantigens. A comprehensive pipeline was employed to select candidate peptides based on their antigenicity, immunogenicity, physicochemical properties, and toxicity profiles. These validated epitopes were utilized to design multi-epitope chimeric vaccines tailored to each patient. Peptide linkers were employed to connect the epitopes, ensuring optimal vaccine structure and function. The two-dimensional (2D) and three-dimensional (3D) structures of the chimeric vaccines were predicted and refined to ensure structural stability and immunogenicity. Furthermore, molecular docking simulations were conducted to evaluate the binding interactions between the vaccine chimeras and the HLA class I receptors, confirming their potential to elicit a robust immune response. This work highlights a personalized approach to cancer vaccine development, demonstrating the feasibility of utilizing neoantigen-based immunoinformatics pipelines to design patient-specific therapeutic vaccines for melanoma.

摘要

癌症疫苗的使用是癌症免疫治疗中一条很有前景的途径。下一代测序(NGS)技术的进步,再加上先进分析工具的开发,使得通过比较正常样本和肿瘤样本之间的基因序列来识别体细胞突变成为可能。源自这些突变的肿瘤新抗原已成为治疗性癌症疫苗的潜在候选物。在本研究中,利用来自美国国立生物技术信息中心(NCBI)的公开可用序列读取存档(SRA)数据集,对两名黑色素瘤患者(NCI_3903和NCI_3998)的原始NGS数据进行分析,以识别患者特异性新抗原。采用了一个综合流程,根据候选肽的抗原性、免疫原性、物理化学性质和毒性特征来选择它们。这些经过验证的表位被用于设计针对每位患者的多表位嵌合疫苗。使用肽接头连接表位,以确保疫苗的最佳结构和功能。对嵌合疫苗的二维(2D)和三维(3D)结构进行了预测和优化,以确保结构稳定性和免疫原性。此外,进行了分子对接模拟,以评估疫苗嵌合体与HLA I类受体之间的结合相互作用,证实它们引发强烈免疫反应的潜力。这项工作突出了癌症疫苗开发的个性化方法,证明了利用基于新抗原的免疫信息学流程来设计针对黑色素瘤患者的特异性治疗疫苗的可行性。

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