i3S-Instituto de Investigação e Inovação em Saúde, Universidade do Porto, 4200-135 Porto, Portugal.
Bioinf2Bio LDA, 4200-150 Porto, Portugal.
Int J Mol Sci. 2023 May 18;24(10):8961. doi: 10.3390/ijms24108961.
Transfer RNA fragments (tRFs) have gene silencing effects similarly to miRNAs, can be sorted into extracellular vesicles (EVs) and are emerging as potential circulating biomarkers for cancer diagnoses. We aimed at analyzing the expression of tRFs in gastric cancer (GC) and understanding their potential as biomarkers. We explored miRNA datasets from gastric tumors and normal adjacent tissues (NATs) from TCGA repository, as well as proprietary 3D-cultured GC cell lines and corresponding EVs, in order to identify differentially represented tRFs using MINTmap and R/Bioconductor packages. Selected tRFs were validated in patient-derived EVs. We found 613 Differentially Expressed (DE)-tRFs in the TCGA dataset, of which 19 were concomitantly upregulated in TCGA gastric tumors and present in 3D cells and EVs, but barely expressed in NATs. Moreover, 20 tRFs were expressed in 3D cells and EVs and downregulated in TCGA gastric tumors. Of these 39 DE-tRFs, 9 tRFs were also detected in patient-derived EVs. Interestingly, the targets of these 9 tRFs affect neutrophil activation and degranulation, cadherin binding, focal adhesion and the cell-substrate junction, highlighting these pathways as major targets of EV-mediated crosstalk with the tumor microenvironment. Furthermore, as they are present in four distinct GC datasets and can be detected even in low quality patient-derived EV samples, they hold promise as GC biomarkers. By repurposing already available NGS data, we could identify and cross-validate a set of tRFs holding potential as GC diagnosis biomarkers.
转移 RNA 片段(tRFs)具有类似于 miRNA 的基因沉默作用,可以被分类到细胞外囊泡(EVs)中,并作为癌症诊断的潜在循环生物标志物而出现。我们旨在分析胃癌(GC)中 tRFs 的表达,并了解它们作为生物标志物的潜力。我们探索了 TCGA 存储库中来自胃肿瘤和正常相邻组织(NATs)的 miRNA 数据集,以及专有的 3D 培养 GC 细胞系和相应的 EVs,以便使用 MINTmap 和 R/Bioconductor 包来识别差异表达的 tRFs。选择的 tRFs 在患者衍生的 EVs 中进行了验证。我们在 TCGA 数据集中发现了 613 个差异表达(DE)-tRFs,其中 19 个在 TCGA 胃肿瘤中同时上调,并存在于 3D 细胞和 EVs 中,但在 NATs 中几乎不表达。此外,20 个 tRFs 在 3D 细胞和 EVs 中表达并在 TCGA 胃肿瘤中下调。在这 39 个 DE-tRFs 中,有 9 个 tRFs也存在于患者衍生的 EVs 中。有趣的是,这些 9 个 tRFs 的靶标影响中性粒细胞的激活和脱颗粒、钙粘蛋白结合、焦点粘连和细胞-基质连接,突出了这些途径作为 EV 与肿瘤微环境之间的串扰的主要靶标。此外,由于它们存在于四个不同的 GC 数据集,并且即使在低质量的患者衍生的 EV 样本中也可以检测到,因此它们有望成为 GC 生物标志物。通过重新利用已经可用的 NGS 数据,我们可以识别并交叉验证一组具有 GC 诊断生物标志物潜力的 tRFs。