Banerjee Rakhee, Wehrle Chase J, Wang Zeneng, Wilcox Jennifer D, Uppin Vinayak, Varadharajan Venkateshwari, Mrdjen Marko, Hershberger Courtney, Reizes Ofer, Yu Jennifer S, Lathia Justin D, Rotroff Daniel M, Hazen Stanley L, Tang W H Wilson, Aucejo Federico, Brown J Mark
Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA.
Center for Microbiome and Human Health, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44106, USA.
Biomedicines. 2024 Aug 26;12(9):1946. doi: 10.3390/biomedicines12091946.
Hepatocellular carcinoma (HCC) is the third leading cause of cancer death worldwide. The gut microbiome has been implicated in outcomes for HCC, and gut microbe-derived products may serve as potential non-invasive indices for early HCC detection. This study evaluated differences in plasma concentrations of gut microbiota-derived metabolites.
Forty-one patients with HCC and 96 healthy controls were enrolled from surgical clinics at the Cleveland Clinic from 2016 to 2020. Gut microbiota-derived circulating metabolites detectable in plasma were compared between patients with HCC and healthy controls. Hierarchical clustering was performed for generating heatmaps based on circulating metabolite concentrations using ClustVis, with Euclidean and Ward settings and significant differences between metabolite concentrations were tested using a binary logistic regression model.
In patients with HCC, 25 (61%) had histologically confirmed cirrhosis. Trimethylamine (TMA)-related metabolites were found at higher concentrations in those with HCC, including choline ( < 0.001), betaine ( < 0.001), carnitine ( = 0.007), TMA ( < 0.001) and trimethylamine N-oxide (TMAO, < 0.001). Notably, concentrations of P-cresol glucuronide ( < 0.001), indole-lactic acid ( = 0.038), 5-hydroxyindoleacetic acid ( < 0.0001) and 4-hydroxyphenyllactic acid ( < 0.001) were also increased in those with HCC compared to healthy controls. Hierarchical clustering of the metabolite panel separated patients based on the presence of HCC ( < 0.001), but was not able to distinguish between patients with HCC based on the presence of cirrhosis ( = 0.42).
Gut microbiota-derived metabolites were differentially abundant in patients with HCC versus healthy controls. The observed perturbations of the TMAO pathway in HCC seem particularly promising as a target of future research and may have both diagnostic and therapeutic implications.
肝细胞癌(HCC)是全球第三大癌症死亡原因。肠道微生物群与HCC的预后有关,肠道微生物衍生产品可能作为早期HCC检测的潜在非侵入性指标。本研究评估了肠道微生物群衍生代谢物血浆浓度的差异。
2016年至2020年从克利夫兰诊所的外科门诊招募了41例HCC患者和96例健康对照。比较了HCC患者和健康对照中血浆中可检测到的肠道微生物群衍生的循环代谢物。使用ClustVis基于循环代谢物浓度生成热图进行层次聚类,采用欧几里得和沃德设置,并使用二元逻辑回归模型测试代谢物浓度之间的显著差异。
在HCC患者中,25例(61%)经组织学证实有肝硬化。在HCC患者中发现三甲胺(TMA)相关代谢物浓度较高,包括胆碱(<0.001)、甜菜碱(<0.001)、肉碱(=0.007)、TMA(<0.001)和氧化三甲胺(TMAO,<0.001)。值得注意的是,与健康对照相比,HCC患者中对甲酚葡萄糖醛酸(<0.001)、吲哚-乳酸(=0.038)、5-羟基吲哚乙酸(<0.0001)和4-羟基苯乳酸(<0.001)的浓度也升高。代谢物面板的层次聚类根据是否存在HCC将患者分开(<0.001),但无法根据是否存在肝硬化区分HCC患者(=0.42)。
与健康对照相比,HCC患者中肠道微生物群衍生的代谢物丰度存在差异。在HCC中观察到的TMAO途径的扰动作为未来研究的靶点似乎特别有前景,可能具有诊断和治疗意义。