Metagenomic Identification of Microbial Signatures Predicting Pancreatic Cancer From a Multinational Study

  • Naoyoshi Nagata
  • , Suguru Nishijima
  • , Yasushi Kojima
  • , Yuya Hisada
  • , Koh Imbe
  • , Tohru Miyoshi-Akiyama
  • , Wataru Suda
  • , Moto Kimura
  • , Ryo Aoki
  • , Katsunori Sekine
  • , Mitsuru Ohsugi
  • , Kuniko Miki
  • , Tsuyoshi Osawa
  • , Kohjiro Ueki
  • , Shinichi Oka
  • , Masashi Mizokami
  • , Ece Kartal
  • , Thomas S.B. Schmidt
  • , Esther Molina-Montes
  • , Lidia Estudillo
  • Nuria Malats, Jonel Trebicka, Stephan Kersting, Melanie Langheinrich, Peer Bork, Naomi Uemura, Takao Itoi, Takashi Kawai

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
Pages (from-to)222-238
Number of pages17
JournalGastroenterology
Volume163
Issue number1
DOIs
Publication statusPublished - Jul 2022
Externally publishedYes

Keywords

  • Bacteriophage
  • Biomarker
  • Microbiome
  • Pancreatic cancer
  • Shotgun metagenomics

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