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同位素:癌症中 epiTOPEs 的 ISOform 指导预测。

ISOTOPE: ISOform-guided prediction of epiTOPEs in cancer.

机构信息

Josep Carreras Leukemia Research Institute, Badalona, Spain.

Australian National University, Canberra, Australia.

出版信息

PLoS Comput Biol. 2021 Sep 16;17(9):e1009411. doi: 10.1371/journal.pcbi.1009411. eCollection 2021 Sep.

Abstract

Immunotherapies provide effective treatments for previously untreatable tumors and identifying tumor-specific epitopes can help elucidate the molecular determinants of therapy response. Here, we describe a pipeline, ISOTOPE (ISOform-guided prediction of epiTOPEs In Cancer), for the comprehensive identification of tumor-specific splicing-derived epitopes. Using RNA sequencing and mass spectrometry for MHC-I associated proteins, ISOTOPE identified neoepitopes from tumor-specific splicing events that are potentially presented by MHC-I complexes. Analysis of multiple samples indicates that splicing alterations may affect the production of self-epitopes and generate more candidate neoepitopes than somatic mutations. Although there was no difference in the number of splicing-derived neoepitopes between responders and non-responders to immune therapy, higher MHC-I binding affinity was associated with a positive response. Our analyses highlight the diversity of the immunogenic impacts of tumor-specific splicing alterations and the importance of studying splicing alterations to fully characterize tumors in the context of immunotherapies. ISOTOPE is available at https://github.com/comprna/ISOTOPE.

摘要

免疫疗法为以前无法治疗的肿瘤提供了有效的治疗方法,而鉴定肿瘤特异性表位可以帮助阐明治疗反应的分子决定因素。在这里,我们描述了一个管道,即 ISOTOPE(肿瘤特异性剪接衍生表位的免疫球蛋白轻链引导预测),用于全面鉴定肿瘤特异性剪接衍生的表位。使用 RNA 测序和 MHC-I 相关蛋白的质谱分析,ISOTOPE 从肿瘤特异性剪接事件中鉴定出潜在由 MHC-I 复合物呈递的新表位。对多个样本的分析表明,剪接改变可能会影响自身表位的产生,并产生比体细胞突变更多的候选新表位。尽管免疫治疗的应答者和无应答者之间的剪接衍生新表位数量没有差异,但更高的 MHC-I 结合亲和力与阳性反应相关。我们的分析强调了肿瘤特异性剪接改变的免疫影响的多样性,以及研究剪接改变以在免疫治疗背景下全面描述肿瘤的重要性。ISOTOPE 可在 https://github.com/comprna/ISOTOPE 上获得。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/274d/8478223/f360c7f6a251/pcbi.1009411.g001.jpg

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