PO.BCS01.09 · 生物信息与计算
DNA甲基化驱动的克隆性剪接新抗原可预测肺癌免疫治疗应答
DNA methylation driven clonal splicing neoantigens predict immunotherapy response in lung cancer
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摘要 Abstract
中文摘要
免疫治疗已改变了以往无法治疗的癌症的治疗格局,然而其疗效通常与高肿瘤突变负荷相关。然而,其他生物学过程可独立于DNA突变而产生免疫原性抗原。可变剪接作为转录组多样化的主要机制,可产生癌症特异性异构体,进而产生新抗原。新出现的证据表明,剪接来源的新抗原可能源于剪接因子的协同失调,包括DNA甲基化等表观遗传改变。在此,我们开发了一个整合的多组学框架,将配对的甲基化组和转录组数据结合起来,以鉴定由基因位点DNA甲基化改变驱动的癌症特异性、剪接来源的表位。我们将该框架应用于接受免疫检查点抑制剂(CPI)治疗的非小细胞肺癌(NSCLC)患者的DARWIN II队列,利用来自72名患者256个肿瘤区域的多区域配对RRBS和RNA-seq数据。采用这一方法,我们揭示了一系列与DNA甲基化改变相关的复发性克隆性剪接来源新抗原,其中若干可预测CPI治疗的临床获益。我们的研究结果表明,DNA甲基化介导的剪接调控是肺癌中克隆性新抗原的一个来源,为患者分层提供了新途径,并为未来疫苗和免疫治疗的开发提供了信息。
查看英文原文 English abstract
Immunotherapy has transformed the treatment landscape for previously untreatable cancers, yet its effectiveness is typically associated with high tumour mutational burden. However, additional biological processes can generate immunogenic antigens independently of DNA mutations. Alternative splicing, a major mechanism of transcriptome diversification, can produce cancer-specific isoforms that give rise to neoantigens. Emerging evidence suggests that splicing-derived neoantigens may arise from coordinated dysregulation of splicing factors, including epigenetic alterations such as DNA methylation. Here, we developed an integrated multi-omics framework that combines paired methylome and transcriptome data to identify cancer-specific, splicing-derived epitopes driven by DNA-methylation changes at gene loci. We applied this framework to the DARWIN II cohort of non-small cell lung cancer (NSCLC) patients treated with immune checkpoint inhibitors (CPI), leveraging multi-region paired RRBS and RNA-seq data from 256 tumour regions across 72 patients. Using this approach, we uncovered a compendium of recurrent clonal splicing-derived neoantigens linked to DNA-methylation alterations, several of which were predictive of clinical benefit from CPI therapy. Our findings demonstrate that DNA methylation-mediated splicing regulation represents a source of clonal neoantigens in lung cancer, providing new avenues for patient stratification and informing future vaccine and immunotherapy development.
利益披露 Disclosure
S. Saghafinia, None..
A. Ghorbanpour, None.
C. Swanton,
AstraZeneca ).
Boehringer Ingelheim ).
Pfizer ).
Achilles Therapeutics Stock Option.
Epic Bioscience Stock Option.
Bicycle Therapeutics Stock Option.
C. Hiley,
GenesisCare UK Other, paid advisory role.
AstraZeneca Other, speaker fees.
Merck Other, speaker fees.