Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi, China.
Shaanxi Key Laboratory of Gastrointestinal Motility Disorders, Xi'an, Shaanxi, China.
J Med Virol. 2024 Jul;96(7):e29809. doi: 10.1002/jmv.29809.
Pancreatic cancer (PC) is a highly aggressive malignancy with a poor prognosis, making early diagnosis crucial for improving patient outcomes. While the gut microbiome, including bacteria and viruses, is believed to be essential in cancer pathogenicity, the potential contribution of the gut virome to PC remains largely unexplored. In this study, we conducted a comparative analysis of the gut viral compositional and functional profiles between PC patients and healthy controls, based on fecal metagenomes from two publicly available data sets comprising a total of 101 patients and 82 healthy controls. Our results revealed a decreasing trend in the gut virome diversity of PC patients with disease severity. We identified significant alterations in the overall viral structure of PC patients, with a meta-analysis revealing 219 viral operational taxonomic units (vOTUs) showing significant differences in relative abundance between patients and healthy controls. Among these, 65 vOTUs were enriched in PC patients, and 154 were reduced. Host prediction revealed that PC-enriched vOTUs preferentially infected bacterial members of Veillonellaceae, Enterobacteriaceae, Fusobacteriaceae, and Streptococcaceae, while PC-reduced vOTUs were more likely to infect Ruminococcaceae, Lachnospiraceae, Clostridiaceae, Oscillospiraceae, and Peptostreptococcaceae. Furthermore, we constructed random forest models based on the PC-associated vOTUs, achieving an optimal average area under the curve (AUC) of up to 0.879 for distinguishing patients from controls. Through additional 10 public cohorts, we demonstrated the reproducibility and high specificity of these viral signatures. Our study suggests that the gut virome may play a role in PC development and could serve as a promising target for PC diagnosis and therapeutic intervention. Future studies should further explore the underlying mechanisms of gut virus-bacteria interactions and validate the diagnostic models in larger and more diverse populations.
胰腺癌(PC)是一种侵袭性很强、预后较差的恶性肿瘤,早期诊断对于改善患者预后至关重要。尽管肠道微生物群,包括细菌和病毒,被认为是癌症发病机制中的关键因素,但肠道病毒组对 PC 的潜在贡献在很大程度上仍未得到探索。在这项研究中,我们基于两个公开可用的数据集的粪便宏基因组,对 PC 患者和健康对照者的肠道病毒组成和功能谱进行了比较分析,这两个数据集共包含 101 名患者和 82 名健康对照者。我们的研究结果表明,随着疾病严重程度的增加,PC 患者的肠道病毒多样性呈下降趋势。我们发现 PC 患者的整体病毒结构发生了显著变化,通过荟萃分析,我们发现 219 个病毒操作分类单位(vOTUs)的相对丰度在患者和健康对照组之间存在显著差异。其中,65 个 vOTUs 在 PC 患者中富集,154 个 vOTUs减少。宿主预测表明,PC 富集的 vOTUs 优先感染韦荣球菌科、肠杆菌科、梭杆菌科和链球菌科的细菌成员,而 PC 减少的 vOTUs 更可能感染瘤胃球菌科、毛螺菌科、梭菌科、颤螺菌科和消化链球菌科。此外,我们基于与 PC 相关的 vOTUs 构建了随机森林模型,区分患者和对照组的最佳平均曲线下面积(AUC)高达 0.879。通过另外 10 个公共队列,我们证明了这些病毒特征的可重复性和高特异性。我们的研究表明,肠道病毒组可能在 PC 的发生发展中起作用,可能成为 PC 诊断和治疗干预的有前途的靶点。未来的研究应进一步探索肠道病毒-细菌相互作用的潜在机制,并在更大、更多样化的人群中验证这些诊断模型。