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Volumn 3, Issue 1, 2015, Pages

BioMiCo: A supervised Bayesian model for inference of microbial community structure

Author keywords

Admixture model; Bayesian model; Hierarchical mixed membership model; Human; Microbial community structure; Microbiome; OTU abundance data; Supervised learning; Temperate coastal ocean

Indexed keywords

DNA;

EID: 84938484590     PISSN: None     EISSN: 20492618     Source Type: Journal    
DOI: 10.1186/s40168-015-0073-x     Document Type: Article
Times cited : (39)

References (42)
  • 3
    • 84891624058 scopus 로고    scopus 로고
    • Interactions in the microbiome: communities of organisms and communities of genes
    • 23909933
    • Boon E, Meehan CJ, Whidden C, Wong DH, Langille MG, Beiko RG. Interactions in the microbiome: communities of organisms and communities of genes. FEMS Microbiol Rev 2014, 38:90-118. 10.1111/1574-6976.12035, 23909933.
    • (2014) FEMS Microbiol Rev , vol.38 , pp. 90-118
    • Boon, E.1    Meehan, C.J.2    Whidden, C.3    Wong, D.H.4    Langille, M.G.5    Beiko, R.G.6
  • 5
    • 84898771460 scopus 로고    scopus 로고
    • Role of the intestinal microbiota in resistance to colonization by Clostridium difficile
    • 24503131
    • Britton RA, Young VB. Role of the intestinal microbiota in resistance to colonization by Clostridium difficile. Gastroenterology 2014, 146:1547-53. 10.1053/j.gastro.2014.01.059, 24503131.
    • (2014) Gastroenterology , vol.146 , pp. 1547-1553
    • Britton, R.A.1    Young, V.B.2
  • 6
    • 84861347824 scopus 로고    scopus 로고
    • Heterotrophic organisms dominate nitrogen fixation in the South Pacific Gyre
    • 22170429
    • Halm H, Lam P, Ferdelman TG, Lavik G, Dittmar T, LaRoche J, et al. Heterotrophic organisms dominate nitrogen fixation in the South Pacific Gyre. ISME J 2012, 6:1238-49. 10.1038/ismej.2011.182, 22170429.
    • (2012) ISME J , vol.6 , pp. 1238-1249
    • Halm, H.1    Lam, P.2    Ferdelman, T.G.3    Lavik, G.4    Dittmar, T.5    LaRoche, J.6
  • 8
    • 84897144707 scopus 로고    scopus 로고
    • Gut microbiota signatures predict host and microbiota responses to dietary interventions in obese individuals
    • 24603757
    • Korpela K, Flint HJ, Johnstone AM, Lappi J, Poutanen K, Dewulf E, et al. Gut microbiota signatures predict host and microbiota responses to dietary interventions in obese individuals. PLoS One 2014, 9:e90702. 10.1371/journal.pone.0090702, 24603757.
    • (2014) PLoS One , vol.9
    • Korpela, K.1    Flint, H.J.2    Johnstone, A.M.3    Lappi, J.4    Poutanen, K.5    Dewulf, E.6
  • 10
    • 84874566601 scopus 로고    scopus 로고
    • Beyond the genome: community-level analysis of the microbial world
    • 23482824
    • Zarraonaindia I, Smith DP, Gilbert JA. Beyond the genome: community-level analysis of the microbial world. Biol Philos 2013, 28:261-82. 10.1007/s10539-012-9357-8, 23482824.
    • (2013) Biol Philos , vol.28 , pp. 261-282
    • Zarraonaindia, I.1    Smith, D.P.2    Gilbert, J.A.3
  • 12
    • 79251625980 scopus 로고    scopus 로고
    • Supervised classification of human microbiota
    • 21039646
    • Knights D, Costello EK, Knight R. Supervised classification of human microbiota. FEMS Microbiol Rev 2011, 35:343-59. 10.1111/j.1574-6976.2010.00251.x, 21039646.
    • (2011) FEMS Microbiol Rev , vol.35 , pp. 343-359
    • Knights, D.1    Costello, E.K.2    Knight, R.3
  • 13
    • 84856521514 scopus 로고    scopus 로고
    • Dirichlet multinomial mixtures: generative models for microbial metagenomics
    • 22319561
    • Holmes I, Harris K, Quince C. Dirichlet multinomial mixtures: generative models for microbial metagenomics. PLoS One 2012, 7:e30126. 10.1371/journal.pone.0030126, 22319561.
    • (2012) PLoS One , vol.7
    • Holmes, I.1    Harris, K.2    Quince, C.3
  • 15
    • 3042825322 scopus 로고    scopus 로고
    • The metacommunity concept: a framework for multi- scale community ecology
    • Leibold MA, Holyoak M, Mouquet N, Amarasekare P, Chase JM, Hoopes MF, et al. The metacommunity concept: a framework for multi- scale community ecology. Ecol Lett 2004, 7:601-13. 10.1111/j.1461-0248.2004.00608.x.
    • (2004) Ecol Lett , vol.7 , pp. 601-613
    • Leibold, M.A.1    Holyoak, M.2    Mouquet, N.3    Amarasekare, P.4    Chase, J.M.5    Hoopes, M.F.6
  • 16
    • 80052156440 scopus 로고    scopus 로고
    • Bacterial community assembly based on functional genes rather than species
    • 21825123
    • Burke C, Steinberg P, Rusch D, Kjelleberg S, Thomas T. Bacterial community assembly based on functional genes rather than species. Proc Natl Acad Sci 2011, 108:14288-93. 10.1073/pnas.1101591108, 21825123.
    • (2011) Proc Natl Acad Sci , vol.108 , pp. 14288-14293
    • Burke, C.1    Steinberg, P.2    Rusch, D.3    Kjelleberg, S.4    Thomas, T.5
  • 17
    • 77954227260 scopus 로고    scopus 로고
    • Analysis of membrane proteins in metagenomics: networks of correlated environmental features and protein families
    • 20430783
    • Patel PV, Gianoulis TA, Bjornson RD, Yip KY, Engelman DM, Gerstein MB. Analysis of membrane proteins in metagenomics: networks of correlated environmental features and protein families. Genome Res 2010, 20:960-71. 10.1101/gr.102814.109, 20430783.
    • (2010) Genome Res , vol.20 , pp. 960-971
    • Patel, P.V.1    Gianoulis, T.A.2    Bjornson, R.D.3    Yip, K.Y.4    Engelman, D.M.5    Gerstein, M.B.6
  • 18
    • 84859925158 scopus 로고    scopus 로고
    • How glycan metabolism shapes the human gut microbiota
    • 22491358
    • Koropatkin NM, Cameron EA, Martens EC. How glycan metabolism shapes the human gut microbiota. Nat Rev Microbiol 2012, 10:323-35. 22491358.
    • (2012) Nat Rev Microbiol , vol.10 , pp. 323-335
    • Koropatkin, N.M.1    Cameron, E.A.2    Martens, E.C.3
  • 19
    • 84857029292 scopus 로고    scopus 로고
    • Seasonality in ocean microbial communities
    • 22323811
    • Giovannoni SJ, Vergin KL. Seasonality in ocean microbial communities. Science 2012, 335:671-6. 10.1126/science.1198078, 22323811.
    • (2012) Science , vol.335 , pp. 671-676
    • Giovannoni, S.J.1    Vergin, K.L.2
  • 20
    • 79951870792 scopus 로고
    • The collapsed Gibbs sampler in Bayesian computations with applications to a gene regulation problem
    • Liu JS. The collapsed Gibbs sampler in Bayesian computations with applications to a gene regulation problem. J Am Stat Assoc 1994, 89:958-66. 10.1080/01621459.1994.10476829.
    • (1994) J Am Stat Assoc , vol.89 , pp. 958-966
    • Liu, J.S.1
  • 21
    • 84880471652 scopus 로고    scopus 로고
    • Long-term temporal analysis of the human fecal microbiota revealed a stable core of dominant bacterial species
    • 23874976
    • Martínez I, Muller CE, Walter J. Long-term temporal analysis of the human fecal microbiota revealed a stable core of dominant bacterial species. PLoS One 2013, 8:e69621. 10.1371/journal.pone.0069621, 23874976.
    • (2013) PLoS One , vol.8
    • Martínez, I.1    Muller, C.E.2    Walter, J.3
  • 22
    • 84871732071 scopus 로고    scopus 로고
    • Genomic variation landscape of the human gut microbiome
    • 23222524
    • Schloissnig S, Arumugam M, Sunagawa S, Mitreva M, Tap J, Zhu A, et al. Genomic variation landscape of the human gut microbiome. Nature 2013, 493:45-50. 10.1038/nature11711, 23222524.
    • (2013) Nature , vol.493 , pp. 45-50
    • Schloissnig, S.1    Arumugam, M.2    Sunagawa, S.3    Mitreva, M.4    Tap, J.5    Zhu, A.6
  • 23
    • 84891513644 scopus 로고    scopus 로고
    • Vaginal microbiota and viral sexually transmitted diseases
    • 24048183
    • Nardis C, Mosca L, Mastromarino P. Vaginal microbiota and viral sexually transmitted diseases. Ann Ig 2013, 25:443-56. 24048183.
    • (2013) Ann Ig , vol.25 , pp. 443-456
    • Nardis, C.1    Mosca, L.2    Mastromarino, P.3
  • 25
    • 0026088584 scopus 로고
    • Reliability of diagnosing bacterial vaginosis is improved by a standardized method of gram stain interpretation
    • 1706728
    • Nugent RP, Krohn MA, Hillier SL. Reliability of diagnosing bacterial vaginosis is improved by a standardized method of gram stain interpretation. J Clin Microbiol 1991, 29:297-301. 1706728.
    • (1991) J Clin Microbiol , vol.29 , pp. 297-301
    • Nugent, R.P.1    Krohn, M.A.2    Hillier, S.L.3
  • 27
    • 84900545523 scopus 로고    scopus 로고
    • Daily temporal dynamics of vaginal microbiota before, during and after episodes of bacterial vaginosis
    • 24451163
    • Ravel J, Brotman RM, Gajer P, Ma B, Nandy M, Fadrosh DW, et al. Daily temporal dynamics of vaginal microbiota before, during and after episodes of bacterial vaginosis. Microbiome 2013, 1:29. 10.1186/2049-2618-1-29, 24451163.
    • (2013) Microbiome , vol.1 , pp. 29
    • Ravel, J.1    Brotman, R.M.2    Gajer, P.3    Ma, B.4    Nandy, M.5    Fadrosh, D.W.6
  • 30
    • 33747073504 scopus 로고    scopus 로고
    • Microbial diversity in the deep sea and the underexplored "rare biosphere"
    • 16880384
    • Sogin ML, Morrison HG, Huber JA, Mark Welch D, Huse SM, Neal PR, et al. Microbial diversity in the deep sea and the underexplored "rare biosphere". Proc Natl Acad Sci 2006, 103:12115-20. 10.1073/pnas.0605127103, 16880384.
    • (2006) Proc Natl Acad Sci , vol.103 , pp. 12115-12120
    • Sogin, M.L.1    Morrison, H.G.2    Huber, J.A.3    Mark Welch, D.4    Huse, S.M.5    Neal, P.R.6
  • 32
    • 54549105879 scopus 로고    scopus 로고
    • Community structure of marine bacterioplankton: patterns, networks, and relationships to function
    • Fuhrman J, Steele J. Community structure of marine bacterioplankton: patterns, networks, and relationships to function. Aquat Microb Ecol 2008, 53:69-81. 10.3354/ame01222.
    • (2008) Aquat Microb Ecol , vol.53 , pp. 69-81
    • Fuhrman, J.1    Steele, J.2
  • 33
    • 33748353399 scopus 로고    scopus 로고
    • Annually reoccurring bacterial communities are predictable from ocean conditions
    • 16938845
    • Fuhrman J, Hewson I, Schwalbach M, Steele J, Brown M, Naeem S. Annually reoccurring bacterial communities are predictable from ocean conditions. Proc Natl Acad Sci 2006, 103:13104-9. 10.1073/pnas.0602399103, 16938845.
    • (2006) Proc Natl Acad Sci , vol.103 , pp. 13104-13109
    • Fuhrman, J.1    Hewson, I.2    Schwalbach, M.3    Steele, J.4    Brown, M.5    Naeem, S.6
  • 34
    • 80052061077 scopus 로고    scopus 로고
    • Marine bacterial, archaeal and protistan association networks reveal ecological linkages
    • 21430787
    • Steele JA, Countway PD, Xia L, Vigil PD, Beman JM, Kim DY, et al. Marine bacterial, archaeal and protistan association networks reveal ecological linkages. ISME J 2011, 5:1414-25. 10.1038/ismej.2011.24, 21430787.
    • (2011) ISME J , vol.5 , pp. 1414-1425
    • Steele, J.A.1    Countway, P.D.2    Xia, L.3    Vigil, P.D.4    Beman, J.M.5    Kim, D.Y.6
  • 35
    • 84946862802 scopus 로고    scopus 로고
    • Seasonal assemblages and short-lived blooms in coastal north-west Atlantic Ocean bacterioplankton
    • (Epub ahead of print)
    • El-Swais H, Dunn KA, Bielawski JP, Li WKW, Walsh DA: Seasonal assemblages and short-lived blooms in coastal north-west Atlantic Ocean bacterioplankton. Environ microbiol. doi: 10.1111/1462-2920.12629 (Epub ahead of print).
    • Environ microbiol
    • El-Swais, H.1    Dunn, K.A.2    Bielawski, J.P.3    Li, W.K.W.4    Walsh, D.A.5
  • 36
    • 84860488672 scopus 로고    scopus 로고
    • Substrate-controlled succession of marine bacterioplankton populations induced by a phytoplankton bloom
    • 22556258
    • Teeling H, Fuchs BM, Becher D, Klockow C, Gardebrecht A, Bennke CM, et al. Substrate-controlled succession of marine bacterioplankton populations induced by a phytoplankton bloom. Science 2012, 336:608-11. 10.1126/science.1218344, 22556258.
    • (2012) Science , vol.336 , pp. 608-611
    • Teeling, H.1    Fuchs, B.M.2    Becher, D.3    Klockow, C.4    Gardebrecht, A.5    Bennke, C.M.6
  • 37
    • 79960088591 scopus 로고    scopus 로고
    • Differing growth responses of major phylogenetic groups of marine bacteria to natural phytoplankton blooms in the western North Pacific Ocean
    • 21515719
    • Tada Y, Taniguchi A, Nagao I, Miki T, Uematsu M, Tsuda A, et al. Differing growth responses of major phylogenetic groups of marine bacteria to natural phytoplankton blooms in the western North Pacific Ocean. Appl Environ Microbiol 2011, 77:4055-65. 10.1128/AEM.02952-10, 21515719.
    • (2011) Appl Environ Microbiol , vol.77 , pp. 4055-4065
    • Tada, Y.1    Taniguchi, A.2    Nagao, I.3    Miki, T.4    Uematsu, M.5    Tsuda, A.6
  • 38
    • 0035395619 scopus 로고    scopus 로고
    • Monitoring phytoplankton, bacterioplankton, and virioplankton in a coastal inlet (Bedford Basin) by flow cytometry
    • 11429774
    • Li WKW, Dickie P. Monitoring phytoplankton, bacterioplankton, and virioplankton in a coastal inlet (Bedford Basin) by flow cytometry. Cytometry 2001, 44:236-46. 10.1002/1097-0320(20010701)44:3<236::AID-CYTO1116>3.0.CO;2-5, 11429774.
    • (2001) Cytometry , vol.44 , pp. 236-246
    • Li, W.K.W.1    Dickie, P.2
  • 39
    • 84861342496 scopus 로고    scopus 로고
    • Genomic insights to SAR86, an abundant and uncultivated marine bacterial lineage
    • 22170421
    • Dupont CL, Rusch DB, Yooseph S, Lombardo MJ, Richter RA, Valas R, et al. Genomic insights to SAR86, an abundant and uncultivated marine bacterial lineage. ISME J 2012, 6:1186-99. 10.1038/ismej.2011.189, 22170421.
    • (2012) ISME J , vol.6 , pp. 1186-1199
    • Dupont, C.L.1    Rusch, D.B.2    Yooseph, S.3    Lombardo, M.J.4    Richter, R.A.5    Valas, R.6
  • 40
    • 0037043731 scopus 로고    scopus 로고
    • Cultivation of the ubiquitous SAR 11 marine bacterioplankton clade
    • 12167859
    • Rappé MS, Connon SA, Vergin KL, Giovannoni SJ. Cultivation of the ubiquitous SAR 11 marine bacterioplankton clade. Nature 2002, 418:630-3. 10.1038/nature00917, 12167859.
    • (2002) Nature , vol.418 , pp. 630-633
    • Rappé, M.S.1    Connon, S.A.2    Vergin, K.L.3    Giovannoni, S.J.4
  • 42
    • 84912066103 scopus 로고    scopus 로고
    • BiomeNet: A Bayesian model for inference of metabolic divergence among microbial communities
    • 25412107
    • Shafiei M, Dunn KA, Chipman H, Gu H, Bielawski JP. BiomeNet: A Bayesian model for inference of metabolic divergence among microbial communities. PLoS Comput Biol 2014, 10:e1003918. 10.1371/journal.pcbi.1003918, 25412107.
    • (2014) PLoS Comput Biol , vol.10
    • Shafiei, M.1    Dunn, K.A.2    Chipman, H.3    Gu, H.4    Bielawski, J.P.5


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