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.
- Kartal, E.
- Schmidt, T. S. B.
- Molina-Montes, E.
- Rodríguez-Perales, S.
- Wirbel, J.
- Maistrenko, O. M.
- Akanni, W. A.
- Alashkar Alhamwe, B.
- Alves, R. J.
- Carrato, A.
- Erasmus, H. P.
- Estudillo, L.
- Finkelmeier, F.
- Fullam, A.
- Glazek, A. M.
- Gómez-Rubio, P.
- Hercog, R.
- Jung, F.
- Kandels, S.
- Kersting, S.
- Langheinrich, M.
- Márquez, M.
- Molero, X.
- Orakov, A.
- Van Rossum, T.
- Torres-Ruiz, R.
- Telzerow, A.
- Zych, K.
- Benes, V.
- Zeller, G.
- Trebicka, J.
- Real, F. X.
- Malats, N.
- Bork, P.
Keywords
- cancer prevention
- intestinal microbiology
- pancreatic cancer
- pancreatic tumours
- screening