TY - JOUR
T1 - Metagenomic Identification of Microbial Signatures Predicting Pancreatic Cancer From a Multinational Study
AU - Nagata, Naoyoshi
AU - Nishijima, Suguru
AU - Kojima, Yasushi
AU - Hisada, Yuya
AU - Imbe, Koh
AU - Miyoshi-Akiyama, Tohru
AU - Suda, Wataru
AU - Kimura, Moto
AU - Aoki, Ryo
AU - Sekine, Katsunori
AU - Ohsugi, Mitsuru
AU - Miki, Kuniko
AU - Osawa, Tsuyoshi
AU - Ueki, Kohjiro
AU - Oka, Shinichi
AU - Mizokami, Masashi
AU - Kartal, Ece
AU - Schmidt, Thomas S.B.
AU - Molina-Montes, Esther
AU - Estudillo, Lidia
AU - Malats, Nuria
AU - Trebicka, Jonel
AU - Kersting, Stephan
AU - Langheinrich, Melanie
AU - Bork, Peer
AU - Uemura, Naomi
AU - Itoi, Takao
AU - Kawai, Takashi
N1 - Publisher Copyright:
© 2022 The Authors
PY - 2022/7
Y1 - 2022/7
N2 - Background & Aims: To identify gut and oral metagenomic signatures that accurately predict pancreatic ductal carcinoma (PDAC) and to validate these signatures in independent cohorts. Methods: We conducted a multinational study and performed shotgun metagenomic analysis of fecal and salivary samples collected from patients with treatment-naïve PDAC and non-PDAC controls in Japan, Spain, and Germany. Taxonomic and functional profiles of the microbiomes were characterized, and metagenomic classifiers to predict PDAC were constructed and validated in external datasets. Results: Comparative metagenomics revealed dysbiosis of both the gut and oral microbiomes and identified 30 gut and 18 oral species significantly associated with PDAC in the Japanese cohort. These microbial signatures achieved high area under the curve values of 0.78 to 0.82. The prediction model trained on the Japanese gut microbiome also had high predictive ability in Spanish and German cohorts, with respective area under the curve values of 0.74 and 0.83, validating its high confidence and versatility for PDAC prediction. Significant enrichments of Streptococcus and Veillonella spp and a depletion of Faecalibacterium prausnitzii were common gut signatures for PDAC in all the 3 cohorts. Prospective follow-up data revealed that patients with certain gut and oral microbial species were at higher risk of PDAC-related mortality. Finally, 58 bacteriophages that could infect microbial species consistently enriched in patients with PDAC across the 3 countries were identified. Conclusions: Metagenomics targeting the gut and oral microbiomes can provide a powerful source of biomarkers for identifying individuals with PDAC and their prognoses. The identification of shared gut microbial signatures for PDAC in Asian and European cohorts indicates the presence of robust and global gut microbial biomarkers.
AB - Background & Aims: To identify gut and oral metagenomic signatures that accurately predict pancreatic ductal carcinoma (PDAC) and to validate these signatures in independent cohorts. Methods: We conducted a multinational study and performed shotgun metagenomic analysis of fecal and salivary samples collected from patients with treatment-naïve PDAC and non-PDAC controls in Japan, Spain, and Germany. Taxonomic and functional profiles of the microbiomes were characterized, and metagenomic classifiers to predict PDAC were constructed and validated in external datasets. Results: Comparative metagenomics revealed dysbiosis of both the gut and oral microbiomes and identified 30 gut and 18 oral species significantly associated with PDAC in the Japanese cohort. These microbial signatures achieved high area under the curve values of 0.78 to 0.82. The prediction model trained on the Japanese gut microbiome also had high predictive ability in Spanish and German cohorts, with respective area under the curve values of 0.74 and 0.83, validating its high confidence and versatility for PDAC prediction. Significant enrichments of Streptococcus and Veillonella spp and a depletion of Faecalibacterium prausnitzii were common gut signatures for PDAC in all the 3 cohorts. Prospective follow-up data revealed that patients with certain gut and oral microbial species were at higher risk of PDAC-related mortality. Finally, 58 bacteriophages that could infect microbial species consistently enriched in patients with PDAC across the 3 countries were identified. Conclusions: Metagenomics targeting the gut and oral microbiomes can provide a powerful source of biomarkers for identifying individuals with PDAC and their prognoses. The identification of shared gut microbial signatures for PDAC in Asian and European cohorts indicates the presence of robust and global gut microbial biomarkers.
KW - Bacteriophage
KW - Biomarker
KW - Microbiome
KW - Pancreatic cancer
KW - Shotgun metagenomics
UR - https://www.scopus.com/pages/publications/85129299637
U2 - 10.1053/j.gastro.2022.03.054
DO - 10.1053/j.gastro.2022.03.054
M3 - Article
C2 - 35398347
AN - SCOPUS:85129299637
SN - 0016-5085
VL - 163
SP - 222
EP - 238
JO - Gastroenterology
JF - Gastroenterology
IS - 1
ER -