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 Gomez‐Rubio,Rajna Hercog,Ferris Jung,Stefanie Kandels‐Lewis,Stephan Kersting,Melanie Langheinrich,Mirari Márquez,Xavier Molero,Askarbek Orakov,Thea Van Rossum,Raúl Torres,Anja Telzerow,Konrad Zych,Vladimı́r Beneš,Georg Zeller,Jonel Trebicka,Francisco X. Real,Núria Malats,Peer Bork
摘要
Recent evidence suggests a role for the microbiome in pancreatic ductal adenocarcinoma (PDAC) aetiology and progression.To explore the faecal and salivary microbiota as potential diagnostic biomarkers.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.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.Taken together, our results indicate that non-invasive, robust and specific faecal microbiota-based screening for the early detection of PDAC is feasible.