Allegheny Health Network Cancer Institute, Allegheny Health Network, Pittsburgh, PA, USA.
Department of Molecular Diagnostics and Experimental Therapeutics, Beckman Research Institute of City of Hope, Monrovia, CA, USA.
Br J Cancer. 2022 Nov;127(11):2016-2024. doi: 10.1038/s41416-022-01974-5. Epub 2022 Sep 12.
Emerging evidence indicates the potential clinical significance of specific microbial signatures as diagnostic and prognostic biomarkers, in multiple cancers. However, to date, no studies have systematically interrogated circulating metagenome profiling in oesophageal adenocarcinoma (EAC) patients, particularly as novel non-invasive, early detection, surveillance and prognostic classifiers.
Metagenome sequencing was performed on 81 serum specimens collected across EAC spectrum, with sequencing reads classified using Bracken and MetaPhlAn3. Followed by the Linear Discriminant Analysis effect size (LEfSe) method to identify microbial profiles between groups. Logistic regression and Kaplan-Meier analyses were used to build classifiers.
A significant loss of alpha and beta diversity was identified in serum specimens from EAC patients. We observed a shift in microbial taxa between each group-at the phylum, genus, and species level-with Lactobacillus sakei as the most prominent species in gastroesophageal reflux (GERD) vs other patient groups. Interestingly, LEfSe analysis identified a complete loss of Lactobacillus (L. Sakei and L. Curvatus), Collinsella stercoris and Bacteroides stercoris but conversely a significant increase in Escherichia coli in patients with EAC. Finally, we developed a metagenome panel that discriminated EAC from GERD patients with an AUC value of 0.89 (95% CI: 0.78-0.95; P < 0.001) and this panel in conjunction with the TNM stage was a robust predictor of overall survival (≥24 months; AUC = 0.84 (95% CI: 0.66-0.92; P = 0.006)).
This study firstly describes unique blood-based microbial profiles in patients across EAC carcinogenesis, that are further utilised to establish a novel circulating diagnostic and prognostic metagenomic signature for EAC.
Accumulating data indicates the clinical relevance of specific microbial signatures as diagnostic and prognostic biomarkers, in multiple cancers. However, to date, no studies have systematically interrogated circulating metagenome profiling in patients with oesophageal adenocarcinoma (EAC). Herein, we performed metagenome sequencing in serum specimens from EAC patients 81 collected across EAC spectrum and observed a significant loss of alpha and beta diversity, with a shift in microbial taxa between each group-at the phylum, genus, and species level-with Lactobacillus sakei as the most prominent species in gastroesophageal reflux (GERD) vs other patient groups. Interestingly, LEfSe analysis identified a complete loss of Lactobacillus (L. Sakei and L. Curvatus), Collinsella stercoris and Bacteroides stercoris but conversely a significant increase in Escherichia coli in patients with EAC. Finally, we developed a metagenome panel that discriminated EAC from GERD patients with an AUC value of 0.89 and this panel, in conjunction with the TNM stage, was a robust predictor of overall survival. This study for the first time describes unique blood-based microbial profiles in patients across EAC carcinogenesis, that are further utilised to establish a novel circulating diagnostic and prognostic metagenomic signature for EAC.
越来越多的证据表明,特定微生物特征作为诊断和预后生物标志物,在多种癌症中具有潜在的临床意义。然而,迄今为止,尚无研究系统地研究食管腺癌(EAC)患者的循环宏基因组分析,特别是作为新型非侵入性、早期检测、监测和预后分类器。
对 81 份来自 EAC 谱的血清标本进行宏基因组测序,使用 Bracken 和 MetaPhlAn3 对测序reads 进行分类。然后使用线性判别分析效应大小(LEfSe)方法来识别组间的微生物特征。使用逻辑回归和 Kaplan-Meier 分析来构建分类器。
EAC 患者的血清标本中发现明显的α和β多样性丧失。我们观察到每个组之间的微生物分类群发生了变化-在门、属和种水平上-胃食管反流病(GERD)与其他患者组相比,乳杆菌属最显著。有趣的是,LEfSe 分析发现 EAC 患者中乳杆菌属(L. sakei 和 L. curvatus)、柯林斯氏菌属和拟杆菌属完全丧失,但大肠杆菌的数量显著增加。最后,我们开发了一个宏基因组面板,能够区分 EAC 与 GERD 患者,AUC 值为 0.89(95%CI:0.78-0.95;P<0.001),并且该面板与 TNM 分期相结合是总体生存的有力预测因子(≥24 个月;AUC=0.84(95%CI:0.66-0.92;P=0.006))。
本研究首次描述了 EAC 发生过程中患者血液中独特的微生物特征,并进一步利用这些特征建立了一种新型的用于 EAC 的循环诊断和预后宏基因组特征。
“EAC”:即 esophageal adenocarcinoma,食管腺癌。
“GERD”:即 gastroesophageal reflux,胃食管反流。
“AUC”:Area Under the Curve 的缩写,即曲线下面积。