PO.BCS01.02 · 生物信息与计算

儿童泛癌中转座元件的表征及其受种系TP53变异的调控

Pediatric pan-cancer characterization of transposable elements and their modulation by germline TP53 variants

海报缩略图:儿童泛癌中转座元件的表征及其受种系TP53变异的调控
编号 1421 展板 15 时间 4/20 09:00–12:00 区域 Section 3 主讲 Brianne Laverty, BS
分会场 Application of Bioinformatics to Cancer Biology 2
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作者与单位 Authors & Affiliations

Brianne Laverty1, Shilpa Yadahalli1, Safa Majeed1, Ashby Kissoondoyal1, Laura Raiti1, Ann Gong1, Noa Alon1, Kashif Daud1, Alexander Solovyov2, Scott Davidson1, Yisu Li1, Mehdi Layeghifard1, Adam Shlien1, David Malkin1, Vallijah Subasri3

1Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada,2Halvorsen Center for Computational Oncology, Memorial Sloan Kettering Cancer Center, New York, NY,3Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada

摘要 Abstract

中文摘要
转座元件(TEs)是通过表观遗传抑制而沉默的动态重复基因组区域。尽管TE激活是胚胎发育和成人癌症的公认特征,但其在儿童恶性肿瘤中的作用仍知之甚少。约15-18%的儿童癌症发生于遗传性癌症易感综合征背景下,如由种系TP53(gTP53)变异引起的Li-Fraumeni综合征。TP53与LINE1元件结合以抑制其转录,具有体细胞TP53突变的成人肿瘤表现出升高的TE活性。这些发现提示gTP53变异可能在发育过程中破坏TE调控,使组织易于发生恶性转化。为研究这一点,我们表征了一个儿童泛癌队列中种系和肿瘤的TE图景,并评估了gTP53变异的影响。 我们在456个种系和380个肿瘤样本中鉴定了TEs。种系ALU、LINE1、SVA元件使用MELT、xTEA和INSurVeyor检出,而肿瘤LINE1元件使用xTEA和TotalReCall检出。我们排除了96%的种系TE和23%的肿瘤TE,它们被归类为常见(>3%的gnomAD或我们额外的无癌队列(n=166))。 我们观察到gTP53携带者与非携带者之间的种系TE负荷无差异,这促使我们检查插入位点模式。受此前gTP53携带者中全局种系甲基化差异发现的启发,我们检验了gTP53变异是否改变种系插入位置。一个基于TE分布训练的支持向量机以0.74的AUPRC预测gTP53状态,提示gTP53变异影响种系插入的位置。无癌个体的种系TEs影响调控细胞周期和有丝分裂通路的调控区域,而癌症队列中的种系TEs破坏免疫相关调控元件(FDR < 0.05)。初步证据提示种系血液和成纤维细胞DNA中的免疫通路发生改变,表明存在系统性效应。 半数肿瘤携带至少一个插入,上皮来源癌症含有更多TEs,反映了成人发病癌症的特点。由于TEs在脑发育中活跃,我们额外分析了102个髓母细胞瘤样本,发现97%不含插入。与成人肿瘤不同,体细胞或种系TP53变异并未增加LINE1插入负荷。与代谢通路相关的调控区域在gTP53携带者中受到影响(FDR < 0.05)。 总体而言,我们发现gTP53变异不增加种系或肿瘤TE负荷,但强烈影响种系插入的位置分布。gTP53变异背景下的肿瘤含有影响代谢调控区域的TEs,凸显了这种改变的种系架构的后果。这项工作增进了我们对肿瘤易感性和TP53相关癌症的理解,为未来治疗提供指导。
查看英文原文 English abstract
Transposable elements (TEs) are dynamic repetitive genomic regions that are silenced through epigenetic repression. Although TE activation is a well-recognized feature of embryonic development and adult cancers, their role in pediatric malignancies is poorly understood. Approximately 15-18% of pediatric cancers arise in the context of hereditary cancer predisposition syndromes, such as Li-Fraumeni Syndrome, caused by germline TP53 (g TP53 ) variants. TP53 binds to LINE1 elements to suppress their transcription, and adult tumors with somatic TP53 mutations exhibit elevated TE activity. These findings suggest that g TP53 variants may disrupt TE regulation during development, predisposing tissues to malignant transformation. To investigate this, we characterized the germline and tumor TE landscape across a pediatric pan-cancer cohort and evaluated the impact of g TP53 variants. We identified TEs in 456 germline and 380 tumor samples. Germline ALU, LINE1, SVA elements were called using MELT, xTEA, and INSurVeyor, while tumor LINE1 elements were called with xTEA and TotalReCall. We excluded 96% of germline and 23% of tumor TEs classified as common (>3% of gnomAD or our additional cancer-free cohort (n=166)). We observed no difference in germline TE burden between g TP53 carriers and non-carriers, prompting us to examine insertion-site patterns. Motivated by prior findings of global germline methylation differences in g TP53 carriers, we tested if g TP53 variants alter germline insertion location. A support vector machine trained on TE distribution predicted g TP53 status with an AUPRC of 0.74, suggesting g TP53 variants influence the position of germline insertions. Germline TEs in cancer-free individuals affected regulatory regions governing cell cycle and mitotic pathways whereas germline TEs in the cancer cohort disrupted immune-related regulatory elements (FDR < 0.05). Preliminary evidence suggests immune pathways are altered in germline blood and fibroblast DNA, indicating a systemic effect. Half of tumors harboured at least one insertion, with epithelial-origin cancers containing more TEs, reflecting adults-onset cancers. As TEs are active in brain development, we analyzed an additional 102 medulloblastoma samples and found 97% contained no insertions. Unlike adult tumors, somatic or germline TP53 variants did not increase LINE1 insertion burden. Regulatory regions linked to metabolic pathways were affected in g TP53 carriers (FDR < 0.05). Overall, we found g TP53 variants do not increase germline or tumor TE burden but strongly influence the positional distribution of germline insertions. Tumors in the context of g TP53 variants contain TEs that affect metabolic regulatory regions , highlighting consequences of this altered germline architecture. This work enhances our understanding of tumour susceptibility and TP53 -associated cancers to guide future therapeutics.
利益披露 Disclosure
B. Laverty, None.. S. Yadahalli, None.. S. Majeed, None.. A. Kissoondoyal, None.. L. Raiti, None.. A. Gong, None.. N. Alon, None.. K. Daud, None.. A. Solovyov, None.. S. Davidson, None.. Y. Li, None.. M. Layeghifard, None.. A. Shlien, None.. D. Malkin, None.. V. Subasri, None.

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