Vermeirssen Vanessa, Deleu Jill, Morlion Annelien, Everaert Celine, De Wilde Jilke, Anckaert Jasper, Durinck Kaat, Nuytens Justine, Rishfi Muhammad, Speleman Frank, Van Droogenbroeck Hanne, Verniers Kimberly, Baietti Maria Francesca, Albersen Maarten, Leucci Eleonora, Post Edward, Best Myron G, Van Maerken Tom, De Wilde Bram, Vandesompele Jo, Decock Anneleen
Lab for Computational Biology, Integromics and Gene Regulation (CBIGR), Cancer Research Institute Ghent (CRIG), 9000, Ghent, Belgium.
Department of Biomedical Molecular Biology, Ghent University, 9000, Ghent, Belgium.
NAR Cancer. 2022 Nov 28;4(4):zcac037. doi: 10.1093/narcan/zcac037. eCollection 2022 Dec.
While cell-free DNA (cfDNA) is widely being investigated, free circulating RNA (extracellular RNA, exRNA) has the potential to improve cancer therapy response monitoring and detection due to its dynamic nature. However, it remains unclear in which blood subcompartment tumour-derived exRNAs primarily reside. We developed a host-xenograft deconvolution framework, exRNAxeno, with mapping strategies to either a combined human-mouse reference genome or both species genomes in parallel, applicable to exRNA sequencing data from liquid biopsies of human xenograft mouse models. The tool enables to distinguish (human) tumoural RNA from (murine) host RNA, to specifically analyse tumour-derived exRNA. We applied the combined pipeline to total exRNA sequencing data from 95 blood-derived liquid biopsy samples from 30 mice, xenografted with 11 different tumours. Tumoural exRNA concentrations are not determined by plasma platelet levels, while host exRNA concentrations increase with platelet content. Furthermore, a large variability in exRNA abundance and transcript content across individual mice is observed. The tumoural gene detectability in plasma is largely correlated with the RNA expression levels in the tumour tissue or cell line. These findings unravel new aspects of tumour-derived exRNA biology in xenograft models and open new avenues to further investigate the role of exRNA in cancer.
虽然游离DNA(cfDNA)正在被广泛研究,但游离循环RNA(细胞外RNA,exRNA)因其动态特性,在改善癌症治疗反应监测和检测方面具有潜力。然而,肿瘤来源的exRNAs主要存在于血液的哪个亚组分中仍不清楚。我们开发了一种宿主-异种移植反卷积框架exRNAxeno,其映射策略可用于人类-小鼠组合参考基因组或同时用于两个物种的基因组,适用于来自人类异种移植小鼠模型液体活检的exRNA测序数据。该工具能够区分(人类)肿瘤RNA和(小鼠)宿主RNA,以专门分析肿瘤来源的exRNA。我们将组合流程应用于来自30只小鼠的95份血液来源液体活检样本的总exRNA测序数据,这些小鼠移植了11种不同的肿瘤。肿瘤来源的exRNA浓度不受血浆血小板水平的影响,而宿主exRNA浓度随血小板含量增加。此外,观察到不同小鼠之间exRNA丰度和转录本含量存在很大差异。血浆中肿瘤基因的可检测性与肿瘤组织或细胞系中的RNA表达水平高度相关。这些发现揭示了异种移植模型中肿瘤来源的exRNA生物学的新方面,并为进一步研究exRNA在癌症中的作用开辟了新途径。