Quantitative and Computational Biology Department, University of Southern California, Los Angeles, CA, United States.
Department of Pediatrics, Keck School of Medicine of the University of Southern California, Los Angeles, CA, United States.
Front Cell Infect Microbiol. 2022 Jun 15;12:918010. doi: 10.3389/fcimb.2022.918010. eCollection 2022.
The association of colorectal cancer (CRC) and the human gut microbiome dysbiosis has been the focus of several studies in the past. Many bacterial taxa have been shown to have differential abundance among CRC patients compared to healthy controls. However, the relationship between CRC and non-bacterial gut microbiome such as the gut virome is under-studied and not well understood. In this study we conducted a comprehensive analysis of the association of viral abundances with CRC using metagenomic shotgun sequencing data of 462 CRC subjects and 449 healthy controls from 7 studies performed in 8 different countries. Despite the high heterogeneity, our results showed that the virome alpha diversity was consistently higher in CRC patients than in healthy controls (p-value <0.001). This finding is in sharp contrast to previous reports of low alpha diversity of prokaryotes in CRC compared to healthy controls. In addition to the previously known association of , and with CRC, we further demonstrate that , a newly constructed viral family, is significantly depleted in CRC subjects. Our interkingdom association analysis reveals a less intertwined correlation between the gut virome and bacteriome in CRC compared to healthy controls. Furthermore, we show that the viral abundance profiles can be used to accurately predict CRC disease status (AUROC >0.8) in both within-study and cross-study settings. The combination of training sets resulted in rather generalized and accurate prediction models. Our study clearly shows that subjects with colorectal cancer harbor a distinct human gut virome profile which may have an important role in this disease.
过去的多项研究都集中在结直肠癌(CRC)与人类肠道微生物失调的关联上。与健康对照组相比,许多细菌分类群在 CRC 患者中存在差异丰度。然而,CRC 与非细菌肠道微生物组(如肠道病毒组)之间的关系尚未得到充分研究,也了解甚少。在这项研究中,我们使用来自 7 项在 8 个不同国家进行的研究的 462 名 CRC 患者和 449 名健康对照者的宏基因组鸟枪法测序数据,对病毒丰度与 CRC 的相关性进行了全面分析。尽管存在高度异质性,但我们的结果表明,CRC 患者的病毒组 alpha 多样性始终高于健康对照组(p 值<0.001)。这一发现与先前关于 CRC 中与健康对照组相比原核生物 alpha 多样性较低的报道形成鲜明对比。除了先前已知的与 CRC 相关的、和之外,我们还进一步证明,一个新构建的病毒家族在 CRC 患者中明显减少。我们的种间关联分析表明,与健康对照组相比,CRC 中肠道病毒组和细菌组之间的相关性不太紧密。此外,我们表明,病毒丰度谱可用于在研究内和研究间环境中准确预测 CRC 疾病状态(AUROC>0.8)。训练集的组合导致了相当通用和准确的预测模型。我们的研究清楚地表明,结直肠癌患者具有独特的人类肠道病毒组特征,这可能在该疾病中具有重要作用。