Multi-cohort analysis of colorectal cancer metagenome identified altered bacteria across populations and universal bacterial markers

被引:445
作者
Dai, Zhenwei [1 ,2 ,3 ]
Coker, Olabisi Oluwabukola [1 ,2 ,3 ]
Nakatsu, Geicho [1 ,2 ,3 ]
Wu, William K. K. [1 ,2 ,3 ]
Zhao, Liuyang [1 ,2 ,3 ]
Chen, Zigui [4 ]
Chan, Francis K. L. [1 ,2 ,3 ]
Kristiansen, Karsten [5 ,6 ]
Sung, Joseph J. Y. [1 ,2 ,3 ]
Wong, Sunny Hei [1 ,2 ,3 ]
Yu, Jun [1 ,2 ,3 ]
机构
[1] Li Ka Shing Inst Hlth Sci, State Key Lab Digest Dis, Inst Digest Dis, Shatin, Hong Kong, Peoples R China
[2] Li Ka Shing Inst Hlth Sci, State Key Lab Digest Dis, Dept Med & Therapeut, Shatin, Hong Kong, Peoples R China
[3] Chinese Univ Hong Kong, CUHK Shenzhen Res Inst, Pok Fu Lam, Hong Kong, Peoples R China
[4] Chinese Univ Hong Kong, Fac Med, Dept Microbiol, Pok Fu Lam, Hong Kong, Peoples R China
[5] Univ Copenhagen, Dept Biol, Lab Genom & Mol Biomed, Copenhagen, Denmark
[6] Inst Metagenom BGI Shenzhen, Shenzhen, Peoples R China
关键词
Colorectal cancer; Microbiota; Diagnostic marker; Ecology; ANTIBIOTIC-ASSOCIATED DIARRHEA; STREPTOCOCCUS-SALIVARIUS K12; INTESTINAL TUMORIGENESIS; FUSOBACTERIUM-NUCLEATUM; CLOSTRIDIUM-BUTYRICUM; ORAL-CAVITY; METAANALYSIS; PROBIOTICS; MICROBIOTA; GENES;
D O I
10.1186/s40168-018-0451-2
中图分类号
Q93 [微生物学];
学科分类号
071005 [微生物学];
摘要
Background: Alterations of gut microbiota are associated with colorectal cancer (CRC) in different populations and several bacterial species were found to contribute to the tumorigenesis. The potential use of gut microbes as markers for early diagnosis has also been reported. However, cohort specific noises may distort the structure of microbial dysbiosis in CRC and lead to inconsistent results among studies. In this regard, our study targeted at exploring changes in gut microbiota that are universal across populations at species level. Results: Based on the combined analysis of 526 metagenomic samples from Chinese, Austrian, American, and German and French cohorts, seven CRC-enriched bacteria (Bacteroides fragilis, Fusobacterium nucleatum, Porphyromonas asaccharolytica, Parvimonas micra, Prevotella intermedia, Alistipes finegoldii, and Thermanaerovibrio acidaminovorans) have been identified across populations. The seven enriched bacterial markers classified cases from controls with an area under the receiver-operating characteristics curve (AUC) of 0.80 across the different populations. Abundance correlation analysis demonstrated that CRC-enriched and CRC-depleted bacteria respectively formed their own mutualistic networks, in which the latter was disjointed in CRC. The CRC-enriched bacteria have been found to be correlated with lipopolysaccharide and energy biosynthetic pathways. Conclusions: Our study identified potential diagnostic bacterial markers that are robust across populations, indicating their potential universal use for non-invasive CRC diagnosis. We also elucidated the ecological networks and functional capacities of CRC-associated microbiota.
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页数:12
相关论文
共 51 条
[1]
Metabolic Reconstruction for Metagenomic Data and Its Application to the Human Microbiome [J].
Abubucker, Sahar ;
Segata, Nicola ;
Goll, Johannes ;
Schubert, Alyxandria M. ;
Izard, Jacques ;
Cantarel, Brandi L. ;
Rodriguez-Mueller, Beltran ;
Zucker, Jeremy ;
Thiagarajan, Mathangi ;
Henrissat, Bernard ;
White, Owen ;
Kelley, Scott T. ;
Methe, Barbara ;
Schloss, Patrick D. ;
Gevers, Dirk ;
Mitreva, Makedonka ;
Huttenhower, Curtis .
PLOS COMPUTATIONAL BIOLOGY, 2012, 8 (06)
[2]
Human Gut Microbiome and Risk for Colorectal Cancer [J].
Ahn, Jiyoung ;
Sinha, Rashmi ;
Pei, Zhiheng ;
Dominianni, Christine ;
Wu, Jing ;
Shi, Jianxin ;
Goedert, James J. ;
Hayes, Richard B. ;
Yang, Liying .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2013, 105 (24) :1907-1911
[3]
Rank products: a simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments [J].
Breitling, R ;
Armengaud, P ;
Amtmann, A ;
Herzyk, P .
FEBS LETTERS, 2004, 573 (1-3) :83-92
[4]
Safety assessment of the oral cavity probiotic Streptococcus salivarius K12 [J].
Burton, JP ;
Wescombe, PA ;
Moore, CJ ;
Chilcott, CN ;
Tagg, JR .
APPLIED AND ENVIRONMENTAL MICROBIOLOGY, 2006, 72 (04) :3050-3053
[5]
Comparison study of microarray meta-analysis methods [J].
Campain, Anna ;
Yang, Yee Hwa .
BMC BIOINFORMATICS, 2010, 11
[6]
Meta-analysis methods for combining multiple expression profiles: comparisons, statistical characterization and an application guideline [J].
Chang, Lun-Ching ;
Lin, Hui-Min ;
Sibille, Etienne ;
Tseng, George C. .
BMC BIOINFORMATICS, 2013, 14
[7]
VARIABLE SELECTION FOR SPARSE DIRICHLET-MULTINOMIAL REGRESSION WITH AN APPLICATION TO MICROBIOME DATA ANALYSIS [J].
Chen, Jun ;
Li, Hongzhe .
ANNALS OF APPLIED STATISTICS, 2013, 7 (01) :418-442
[8]
Probiotics Clostridium butyricum and Bacillus subtilis ameliorate intestinal tumorigenesis [J].
Chen, Zhao-Fei ;
Ai, Luo-Yan ;
Wang, Ji-Lin ;
Ren, Lin-Lin ;
Yu, Ya-Nan ;
Xu, Jie ;
Chen, Hao-Yan ;
Yu, Jun ;
Li, Min ;
Qin, Wen-Xin ;
Ma, Xiong ;
Shen, Nan ;
Chen, Ying-Xuan ;
Hong, Jie ;
Fang, Jing-Yuan .
FUTURE MICROBIOLOGY, 2015, 10 (09) :1433-1445
[9]
Effect of ethnicity and socioeconomic variation to the gut microbiota composition among pre-adolescent in Malaysia [J].
Chong, Chun Wie ;
Ahmad, Arine Fadzlun ;
Lim, Yvonne Ai Lian ;
Teh, Cindy Shuan Ju ;
Yap, Ivan Kok Seng ;
Lee, Soo Ching ;
Chin, Yuee Teng ;
Loke, P'ng ;
Chua, Kek Heng .
SCIENTIFIC REPORTS, 2015, 5
[10]
Neutrophils in cancer: neutral no more [J].
Coffelt, Seth B. ;
Wellenstein, Max D. ;
de Visser, Karin E. .
NATURE REVIEWS CANCER, 2016, 16 (07) :431-446