基因组
微生物群
生物
生物标志物
胰腺癌
接收机工作特性
生物标志物发现
人口
人类微生物组计划
计算生物学
癌症
内科学
医学
生物信息学
人体微生物群
遗传学
基因
蛋白质组学
环境卫生
作者
Ece Kartal,Thomas Schmidt,Esther Molina‐Montes,Sandra Rodríguez,Jakob Wirbel,Oleksandr M. Maistrenko,Wasiu Akanni,Bilal Alashkar Alhamwe,Renato Alves,Alfredo Carrato,Hans‐Peter Erasmus,Lidia Estudillo,Fabian Finkelmeier,Anthony Fullam,Anna M Glazek,Paulina Gómez-Rubio,Rajna Hercog,Ferris Jung,Stefanie Kandels‐Lewis,Stephan Kersting
出处
期刊:Gut
[BMJ]
日期:2022-03-08
卷期号:71 (7): 1359-1372
被引量:292
标识
DOI:10.1136/gutjnl-2021-324755
摘要
BACKGROUND: Recent evidence suggests a role for the microbiome in pancreatic ductal adenocarcinoma (PDAC) aetiology and progression. OBJECTIVE: To explore the faecal and salivary microbiota as potential diagnostic biomarkers. METHODS: We applied shotgun metagenomic and 16S rRNA amplicon sequencing to samples from a Spanish case-control study (n=136), including 57 cases, 50 controls, and 29 patients with chronic pancreatitis in the discovery phase, and from a German case-control study (n=76), in the validation phase. RESULTS: Faecal metagenomic classifiers performed much better than saliva-based classifiers and identified patients with PDAC with an accuracy of up to 0.84 area under the receiver operating characteristic curve (AUROC) based on a set of 27 microbial species, with consistent accuracy across early and late disease stages. Performance further improved to up to 0.94 AUROC when we combined our microbiome-based predictions with serum levels of carbohydrate antigen (CA) 19-9, the only current non-invasive, Food and Drug Administration approved, low specificity PDAC diagnostic biomarker. Furthermore, a microbiota-based classification model confined to PDAC-enriched species was highly disease-specific when validated against 25 publicly available metagenomic study populations for various health conditions (n=5792). Both microbiome-based models had a high prediction accuracy on a German validation population (n=76). Several faecal PDAC marker species were detectable in pancreatic tumour and non-tumour tissue using 16S rRNA sequencing and fluorescence in situ hybridisation. CONCLUSION: Taken together, our results indicate that non-invasive, robust and specific faecal microbiota-based screening for the early detection of PDAC is feasible.
科研通智能强力驱动
Strongly Powered by AbleSci AI