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A faecal microbiota signature with high specificity for pancreatic cancer
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 t...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9185815/ https://www.ncbi.nlm.nih.gov/pubmed/35260444 http://dx.doi.org/10.1136/gutjnl-2021-324755 |
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author | Kartal, Ece Schmidt, Thomas S B Molina-Montes, Esther Rodríguez-Perales, Sandra Wirbel, Jakob Maistrenko, Oleksandr M Akanni, Wasiu A Alashkar Alhamwe, Bilal Alves, Renato J Carrato, Alfredo Erasmus, Hans-Peter Estudillo, Lidia Finkelmeier, Fabian Fullam, Anthony Glazek, Anna M Gómez-Rubio, Paulina Hercog, Rajna Jung, Ferris Kandels, Stefanie Kersting, Stephan Langheinrich, Melanie Márquez, Mirari Molero, Xavier Orakov, Askarbek Van Rossum, Thea Torres-Ruiz, Raul Telzerow, Anja Zych, Konrad Benes, Vladimir Zeller, Georg Trebicka, Jonel Real, Francisco X Malats, Nuria Bork, Peer |
author_facet | Kartal, Ece Schmidt, Thomas S B Molina-Montes, Esther Rodríguez-Perales, Sandra Wirbel, Jakob Maistrenko, Oleksandr M Akanni, Wasiu A Alashkar Alhamwe, Bilal Alves, Renato J Carrato, Alfredo Erasmus, Hans-Peter Estudillo, Lidia Finkelmeier, Fabian Fullam, Anthony Glazek, Anna M Gómez-Rubio, Paulina Hercog, Rajna Jung, Ferris Kandels, Stefanie Kersting, Stephan Langheinrich, Melanie Márquez, Mirari Molero, Xavier Orakov, Askarbek Van Rossum, Thea Torres-Ruiz, Raul Telzerow, Anja Zych, Konrad Benes, Vladimir Zeller, Georg Trebicka, Jonel Real, Francisco X Malats, Nuria Bork, Peer |
author_sort | Kartal, Ece |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9185815 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-91858152022-06-16 A faecal microbiota signature with high specificity for pancreatic cancer Kartal, Ece Schmidt, Thomas S B Molina-Montes, Esther Rodríguez-Perales, Sandra Wirbel, Jakob Maistrenko, Oleksandr M Akanni, Wasiu A Alashkar Alhamwe, Bilal Alves, Renato J Carrato, Alfredo Erasmus, Hans-Peter Estudillo, Lidia Finkelmeier, Fabian Fullam, Anthony Glazek, Anna M Gómez-Rubio, Paulina Hercog, Rajna Jung, Ferris Kandels, Stefanie Kersting, Stephan Langheinrich, Melanie Márquez, Mirari Molero, Xavier Orakov, Askarbek Van Rossum, Thea Torres-Ruiz, Raul Telzerow, Anja Zych, Konrad Benes, Vladimir Zeller, Georg Trebicka, Jonel Real, Francisco X Malats, Nuria Bork, Peer Gut Pancreas 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. BMJ Publishing Group 2022-07 2022-03-08 /pmc/articles/PMC9185815/ /pubmed/35260444 http://dx.doi.org/10.1136/gutjnl-2021-324755 Text en © Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY. Published by BMJ. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits others to copy, redistribute, remix, transform and build upon this work for any purpose, provided the original work is properly cited, a link to the licence is given, and indication of whether changes were made. See: https://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Pancreas Kartal, Ece Schmidt, Thomas S B Molina-Montes, Esther Rodríguez-Perales, Sandra Wirbel, Jakob Maistrenko, Oleksandr M Akanni, Wasiu A Alashkar Alhamwe, Bilal Alves, Renato J Carrato, Alfredo Erasmus, Hans-Peter Estudillo, Lidia Finkelmeier, Fabian Fullam, Anthony Glazek, Anna M Gómez-Rubio, Paulina Hercog, Rajna Jung, Ferris Kandels, Stefanie Kersting, Stephan Langheinrich, Melanie Márquez, Mirari Molero, Xavier Orakov, Askarbek Van Rossum, Thea Torres-Ruiz, Raul Telzerow, Anja Zych, Konrad Benes, Vladimir Zeller, Georg Trebicka, Jonel Real, Francisco X Malats, Nuria Bork, Peer A faecal microbiota signature with high specificity for pancreatic cancer |
title | A faecal microbiota signature with high specificity for pancreatic cancer |
title_full | A faecal microbiota signature with high specificity for pancreatic cancer |
title_fullStr | A faecal microbiota signature with high specificity for pancreatic cancer |
title_full_unstemmed | A faecal microbiota signature with high specificity for pancreatic cancer |
title_short | A faecal microbiota signature with high specificity for pancreatic cancer |
title_sort | faecal microbiota signature with high specificity for pancreatic cancer |
topic | Pancreas |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9185815/ https://www.ncbi.nlm.nih.gov/pubmed/35260444 http://dx.doi.org/10.1136/gutjnl-2021-324755 |
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