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Further analysis reveals new gut microbiome markers of type 2 diabetes mellitus

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Abstract

In recent years, metagenome-wide association studies have revealed potential relationships between intestinal microbiomes and the pathogenesis of type 2 diabetes mellitus (T2DM). However, considering the increase in volume of gene catalogues and algorithms, an updated analysis would be expected to confirm previous discoveries and provide new knowledge. We therefore constructed new profiles after mapping the recent catalogue of reference genes in the human gut microbiome to reanalyze samples from T2DM cases and controls in the Chinese population. We identified different compositions between Chinese controls and T2DM patients at the species and genus levels, especially in the case of butyrate-producing bacteria, Haemophilus, and Lactobacillus. An effective metagenomic linkage group random forest model was built to differentiate controls from T2DM cases in different cohorts. Functional markers from the Kyoto Encyclopedia of Genes and Genomes database were identified using new annotations. We also report 16 virulence factor markers and 22 antibiotic resistance markers associated with T2DM.

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References

  • Brook I (1995) Clostridial infection in children. J Med Microbiol 42(2):78–82

    Article  CAS  PubMed  Google Scholar 

  • Cani PD, Amar J, Iglesias MA, Poggi M, Knauf C, Bastelica D et al (2007) Metabolic endotoxemia initiates obesity and insulin resistance. Diabetes 56(7):1761–1772

    Article  CAS  PubMed  Google Scholar 

  • Chen L, Yang J, Yu J, Yao Z, Sun L, Shen Y et al (2005) Vfdb: a reference database for bacterial virulence factors. Nucleic Acids Res 333(Database issue):25–28

    Google Scholar 

  • Chen L, Xiong Z, Sun L, Yang J, Jin Q (2011) Vfdb 2012 update: toward the genetic diversity and molecular evolution of bacterial virulence factors. Nucleic Acids Res 40(Database issue):D641–D645

    PubMed  Google Scholar 

  • Dan K, Costello EK, Knight R (2011) Supervised classification of human microbiota. FEMS Microbiol Rev 35(2):343–359

    Article  Google Scholar 

  • Feng Q, Liang S, Jia H, Stadlmayr A, Tang L, Lan Z et al (2015) Gut microbiome development along the colorectal adenoma-carcinoma sequence. Nat Commun 6:6528

    Article  CAS  PubMed  Google Scholar 

  • Forslund K, Hildebrand F, Nielsen T, Falony G, Le CE, Sunagawa S et al (2015) Disentangling type 2 diabetes and metformin treatment signatures in the human gut microbiota. Nature 528(7581):262–266

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Karjalainen KM, Knuuttila ML, Käär ML (1996) Salivary factors in children and adolescents with insulin-dependent diabetes mellitus. Pediatr Dent 18(4):306–311

    CAS  PubMed  Google Scholar 

  • Karlsson FH, Fåk F, Nookaew I, Tremaroli V, Fagerberg B, Petranovic D et al (2012) Symptomatic atherosclerosis is associated with an altered gut metagenome. Nat Commun 3(4):1245

    Article  PubMed  PubMed Central  Google Scholar 

  • Karlsson FH, Tremaroli V, Nookaew I, Bergström G, Behre CJ, Fagerberg B, Nielsen J, Bäckhed F (2013) Gut metagenome in european women with normal, impaired and diabetic glucose control. Nature 498(7452):99–103

    Article  CAS  PubMed  Google Scholar 

  • Kultima JR, Sunagawa S, Li J, Chen W, Chen H, Mende DR et al (2012) Mocat: a metagenomics assembly and gene prediction toolkit. PLoS ONE 7(10):e47656

    Article  PubMed  PubMed Central  Google Scholar 

  • Kverka M, Zakostelska Z, Klimesova K, Sokol D, Hudcovic T, Hrncir T et al (2011) Oral administration of parabacteroides distasonis, antigens attenuates experimental murine colitis through modulation of immunity and microbiota composition. Clin Exp Immunol 163(2):250–259

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li R, Yu C, Li Y, Lam TW, Yiu SM, Kristiansen K et al (2009) Soap2: an improved ultrafast tool for short read alignment. Bioinformatics 25(15):1966–1967

    Article  CAS  PubMed  Google Scholar 

  • Li J, Jia H, Cai X, Zhong H, Feng Q, Sunagawa S et al (2014) An integrated catalog of reference genes in the human gut microbiome. Nat Biotechnol 32(8):834–841

    Article  CAS  PubMed  Google Scholar 

  • Liu B, Pop M (2009) Ardb—antibiotic resistance genes database. Nucleic Acids Res 37(Database issue):443–447

    Article  Google Scholar 

  • Markowitz VM, Chen IM, Palaniappan K, Chu K, Szeto E, Grechkin Y et al (2012) Img: the integrated microbial genomes database and comparative analysis system. Nucleic Acids Res 40(Database issue):D122

    Google Scholar 

  • Mcclean KL, Sheehan GJ, Harding GK (1994) Intraabdominal infection: a review. Clin Infect Dis 19(19):100–116

    Article  CAS  PubMed  Google Scholar 

  • Mercadolubo R, Mccormick BA (2010) The interaction of gut microbes with host abc transporters. Gut Microbes 1(5):301–306

    Article  Google Scholar 

  • Miquel S, Martín R, Rossi O, Bermúdez-Humarán LG, Chatel JM, Sokol H et al (2013) Faecalibacterium prausnitzii, and human intestinal health. Curr Opin Microbiol 16(3):255–261

    Article  CAS  PubMed  Google Scholar 

  • Newsholme P, Brennan L, Bender K (2006) Amino acid metabolism, Î2-cell function, and diabetes. Diabetes 55(Supplement 2):S39–S47

    Article  CAS  Google Scholar 

  • Noble D, Mathur R, Dent T, Meads C, Greenhalgh T (2011) Risk models and scores for type 2 diabetes: systematic review. BMJ 343(6):d7163

    Article  PubMed  PubMed Central  Google Scholar 

  • Norman JM, Handley SA, Virgin HW (2014) Kingdom-agnostic metagenomics and the importance of complete characterization of enteric microbial communities. Gastroenterology 146(6):1459–1469

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Oliveira AP, Patil KR, Nielsen J (2008) Architecture of transcriptional regulatory circuits is knitted over the topology of bio-molecular interaction networks. BMC Syst Biol 2(3):462–468

    Google Scholar 

  • Patil KR, Nielsen J (2005) Uncovering transcriptional regulation of metabolism by using metabolic network topology. Proc Natl Acad Sci USA 102(8):2685–2689

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Qin J, Li Y, Cai Z, Li S, Zhu J, Zhang F et al (2012) A metagenome-wide association study of gut microbiota in type 2 diabetes. Nature 490(7418):55–60

    Article  CAS  PubMed  Google Scholar 

  • Sameer Elsayed KZ (2004) Bacteremia caused by clostridium symbiosum. J Clin Microbiol 42(9):4390–4392

    Article  PubMed  PubMed Central  Google Scholar 

  • Schutze GE, Willoughby RE, Diseases COI, Pediatrics AAO (2013) Clostridium difficile infection in infants and children. Pediatrics 131(1):196–200

    Article  PubMed  Google Scholar 

  • Scott LJ, Mohlke KL, Bonnycastle LL, Willer CJ, Li Y, Duren WL et al (2007) A genome-wide association study of type 2 diabetes in finns detects multiple susceptibility variants. Science 316(5829):1341–1345

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Sokol H, Pigneur B, Watterlot L, Lakhdari O, Bermúdezhumarán LG, Gratadoux JJ et al (2008) Faecalibacterium prausnitzii is an anti-inflammatory commensal bacterium identified by gut microbiota analysis of crohn disease patients. Proc Natl Acad Sci USA 105(43):16731–16736

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Turnbaugh PJ, Ley RE, Mahowald MA, Magrini V, Mardis ER, Gordon JI (2006) An obesity-associated gut microbiome with increased capacity for energy harvest. Nature 444(7122):1027–1031

    Article  PubMed  Google Scholar 

  • Virgin HW (2014) The virome in mammalian physiology and disease. Cell 157(1):142–150

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Vrieze A, Nood EV, Holleman F, Salojärvi J, Kootte RS, Bartelsman JFWM et al (2012) Transfer of intestinal microbiota from lean donors increases insulin sensitivity in individuals with metabolic syndrome. Gastroenterology 143(4):913–916(e7)

    Article  CAS  PubMed  Google Scholar 

  • Yu J, Qiang F, Wong SH, Zhang D, Qiao YL, Qin Y et al (2015) Metagenomic analysis of faecal microbiome as a tool towards targeted non-invasive biomarkers for colorectal cancer. Gut 33(5):905–912

    CAS  Google Scholar 

  • Zhang X, Zhang D, Jia H, Feng Q, Wang D, Liang D et al (2015) The oral and gut microbiomes are perturbed in rheumatoid arthritis and partly normalized after treatment. Nat Med 21(8):895–905

    Article  CAS  PubMed  Google Scholar 

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Acknowledgements

This work was carried out using computing resources at BGI Shenzhen. We thank colleagues in the IT department of BGI Shenzhen for their help.

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Correspondence to Xiaokai Wang.

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Xiaokai Wang and Xiaoqiang Xu have contributed equally to this work.

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Wang, X., Xu, X. & Xia, Y. Further analysis reveals new gut microbiome markers of type 2 diabetes mellitus. Antonie van Leeuwenhoek 110, 445–453 (2017). https://doi.org/10.1007/s10482-016-0805-3

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