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

基因组 普氏粪杆菌 微生物群 生物 计算生物学 胰腺癌 人类微生物组计划 癌症 肠道菌群 生物信息学 遗传学 免疫学 基因
作者
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 Schmidt,Esther Molina‐Montes,Lidia Estudillo,Núria Malats,Jonel Trebicka,Stephan Kersting,Melanie Langheinrich,Peer Bork,Naomi Uemura,Takao Itoi,Takashi Kawai
出处
期刊:Gastroenterology [Elsevier BV]
卷期号:163 (1): 222-238 被引量:95
标识
DOI:10.1053/j.gastro.2022.03.054
摘要

To identify gut and oral metagenomic signatures that accurately predict pancreatic ductal carcinoma (PDAC) and to validate these signatures in independent cohorts.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.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.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.
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