Characterizing the cancer-associated microbiome with small RNA sequencing data

被引:8
作者
Lee, Wei-Hao [1 ]
Chen, Kai-Pu [2 ]
Wang, Kai [3 ]
Huang, Hsuan-Cheng [4 ]
Juan, Hsueh-Fen [1 ,2 ]
机构
[1] Natl Taiwan Univ, Inst Mol & Cellular Biol, Dept Life Sci, Taipei 10617, Taiwan
[2] Natl Taiwan Univ, Grad Inst Biomed Elect & Bioinformat, Taipei 10617, Taiwan
[3] Inst Syst Biol, Seattle, WA 98109 USA
[4] Natl Yang Ming Univ, Inst Biomed Informat, 155,Sec 2,Linong St, Taipei 11221, Taiwan
关键词
Microbiome; Small RNA; Colorectal cancer; The cancer genome Atlas; miRNA sequencing; HUMAN GUT MICROBIOME;
D O I
10.1016/j.bbrc.2019.11.166
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The microbiome is recognized as a quasi-organ in the human body. When dysbiosis of the microbiome occurs, this variation may contribute to alterations in the microenvironment, potentially inducing an inflammatory immune response and providing a niche for neoplastic growth. However, there is limited evidence regarding the correlation and interaction between the microbiome and tumorigenesis. By utilizing microRNA sequencing data of patients with colon and rectal cancer from The Cancer Genome Atlas, we designed a novel analytical process to extract non-human small RNA sequences and align them with the microbial genome to obtain a comprehensive view of the cancer-associated microbiome. In the present study, we identified >1000 genera among 630 colorectal samples and clustered these samples into three distinctive colorectal enterotypes. Furthermore, we found 12 genera from these clusters that are associated with cancer stages and revealed their putative functions. Our results indicate that the proposed analytical approach can effectively determine the cancer-associated microbiome. It may be readily applied to explore other types of cancer, in which specimens of the microbiome are difficult to collect. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:776 / 782
页数:7
相关论文
共 34 条
[1]   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
[2]  
[Anonymous], NAT MED
[3]  
[Anonymous], RTCGA CANC GENOME AT
[4]   Enterotypes of the human gut microbiome [J].
Arumugam, Manimozhiyan ;
Raes, Jeroen ;
Pelletier, Eric ;
Le Paslier, Denis ;
Yamada, Takuji ;
Mende, Daniel R. ;
Fernandes, Gabriel R. ;
Tap, Julien ;
Bruls, Thomas ;
Batto, Jean-Michel ;
Bertalan, Marcelo ;
Borruel, Natalia ;
Casellas, Francesc ;
Fernandez, Leyden ;
Gautier, Laurent ;
Hansen, Torben ;
Hattori, Masahira ;
Hayashi, Tetsuya ;
Kleerebezem, Michiel ;
Kurokawa, Ken ;
Leclerc, Marion ;
Levenez, Florence ;
Manichanh, Chaysavanh ;
Nielsen, H. Bjorn ;
Nielsen, Trine ;
Pons, Nicolas ;
Poulain, Julie ;
Qin, Junjie ;
Sicheritz-Ponten, Thomas ;
Tims, Sebastian ;
Torrents, David ;
Ugarte, Edgardo ;
Zoetendal, Erwin G. ;
Wang, Jun ;
Guarner, Francisco ;
Pedersen, Oluf ;
de Vos, Willem M. ;
Brunak, Soren ;
Dore, Joel ;
Weissenbach, Jean ;
Ehrlich, S. Dusko ;
Bork, Peer .
NATURE, 2011, 473 (7346) :174-180
[5]   Role of the Microbiota in Immunity and Inflammation [J].
Belkaid, Yasmine ;
Hand, Timothy W. .
CELL, 2014, 157 (01) :121-141
[6]   GMPR: A robust normalization method for zero-inflated count data with application to microbiome sequencing data [J].
Chen, Li ;
Reeve, James ;
Zhang, Lujun ;
Huang, Shengbing ;
Wang, Xuefeng ;
Chen, Jun .
PEERJ, 2018, 6
[7]   Human Intestinal Lumen and Mucosa-Associated Microbiota in Patients with Colorectal Cancer [J].
Chen, Weiguang ;
Liu, Fanlong ;
Ling, Zongxin ;
Tong, Xiaojuan ;
Xiang, Charlie .
PLOS ONE, 2012, 7 (06)
[8]   Gut-brain: how the microbiome influences anxiety and depression [J].
Foster, Jane A. ;
Neufeld, Karen-Anne McVey .
TRENDS IN NEUROSCIENCES, 2013, 36 (05) :305-312
[9]   Microbiota disbiosis is associated with colorectal cancer [J].
Gao, Zhiguang ;
Guo, Bomin ;
Gao, Renyuan ;
Zhu, Qingchao ;
Qin, Huanlong .
FRONTIERS IN MICROBIOLOGY, 2015, 6
[10]   Potential role of intratumor bacteria in mediating tumor resistance to the chemotherapeutic drug gemcitabine [J].
Geller, Leore T. ;
Barzily-Rokni, Michal ;
Danino, Tal ;
Jonas, Oliver H. ;
Shental, Noam ;
Nejman, Deborah ;
Gavert, Nancy ;
Zwang, Yaara ;
Cooper, Zachary A. ;
Shee, Kevin ;
Thaiss, Christoph A. ;
Reuben, Alexandre ;
Livny, Jonathan ;
Avraham, Roi ;
Frederick, Dennie T. ;
Ligorio, Matteo ;
Chatman, Kelly ;
Johnston, Stephen E. ;
Mosher, Carrie M. ;
Brandis, Alexander ;
Fuks, Garold ;
Gurbatri, Candice ;
Gopalakrishnan, Vancheswaran ;
Kim, Michael ;
Hurd, Mark W. ;
Katz, Matthew ;
Fleming, Jason ;
Maitra, Anirban ;
Smith, David A. ;
Skalak, Matt ;
Bu, Jeffrey ;
Michaud, Monia ;
Trauger, Sunia A. ;
Barshack, Iris ;
Golan, Talia ;
Sandbank, Judith ;
Flaherty, Keith T. ;
Mandinova, Anna ;
Garrett, Wendy S. ;
Thayer, Sarah P. ;
Ferrone, Cristina R. ;
Huttenhower, Curtis ;
Bhatia, Sangeeta N. ;
Gevers, Dirk ;
Wargo, Jennifer A. ;
Golub, Todd R. ;
Straussman, Ravid .
SCIENCE, 2017, 357 (6356) :1156-+