Home LiteratureArticle Details
PMID: 17337554 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Alignment-independent comparisons of human gastrointestinal tract microbial communities in a multidimensional 16S rRNA gene evolutionary space.

Applied and environmental microbiology ·Vol. 73 ·No. 8 ·2007-04-00 ·Pages 2727-34

Rudi K, Zimonja M, Kvenshagen B, Rugtveit J, Midtvedt T, Eggesbø M

Abstract

We present a novel approach for comparing 16S rRNA gene clone libraries that is independent of both DNA sequence alignment and definition of bacterial phylogroups. These steps are the major bottlenecks in current microbial comparative analyses. We used direct comparisons of taxon density distributions in an absolute evolutionary coordinate space. The coordinate space was generated by using alignment-independent bilinear multivariate modeling. Statistical analyses for clone library comparisons were based on multivariate analysis of variance, partial least-squares regression, and permutations. Clone libraries from both adult and infant gastrointestinal tract microbial communities were used as biological models. We reanalyzed a library consisting of 11,831 clones covering complete colons from three healthy adults in addition to a smaller 390-clone library from infant feces. We show that it is possible to extract detailed information about microbial community structures using our alignment-independent method. Our density distribution analysis is also very efficient with respect to computer operation time, meeting the future requirements of large-scale screenings to understand the diversity and dynamics of microbial communities.

MeSH Terms
Bacteria/classification,genetics Computational Biology/methods DNA, Bacterial/chemistry,genetics DNA, Ribosomal/chemistry,genetics Evolution, Molecular Feces/microbiology Gastrointestinal Tract/microbiology Genes, rRNA Humans Infant Infant, Newborn Molecular Sequence Data RNA, Ribosomal, 16S/genetics Sequence Analysis, DNA Sequence Homology, Nucleic Acid
Chemicals
DNA, Bacterial DNA, Ribosomal RNA, Ribosomal, 16S
Authors & Affiliations
6 authors, click to expand affiliations / ORCID
Rudi Knut
Hedmark University College, Holsetgt 31, 2306 Hamar, Norway. knut.rudi@hihm.no
Zimonja Monika
Kvenshagen Bente
Rugtveit Jarle
Midtvedt Tore
Eggesbø Merete
References (22)
22 references, click to expand
  1. Allergy development and the intestinal microflora during the first year of life.
    J Allergy Clin Immunol. 2001 Oct;108(4):516-20 PMID: 11590374
  2. Molecular monitoring of succession of bacterial communities in human neonates.
    Appl Environ Microbiol. 2002 Jan;68(1):219-26 PMID: 11772630
  3. Determination of bacterial load by real-time PCR using a broad-range (universal) probe and primers set.
    Microbiology. 2002 Jan;148(Pt 1):257-66 PMID: 11782518
  4. Aberrant composition of gut microbiota of allergic infants: a target of bifidobacterial therapy at weaning?
    Gut. 2002 Jul;51(1):51-5 PMID: 12077091
  5. Molecular characterization of the microbial species that colonize human ileal and colonic mucosa by using 16S rDNA sequence analysis.
    J Appl Microbiol. 2003;95(3):508-20 PMID: 12911699
  6. Prokaryotic diversity and its limits: microbial community structure in nature and implications for microbial ecology.
    Curr Opin Microbiol. 2004 Jun;7(3):221-6 PMID: 15196488
  7. Explorative multivariate analyses of 16S rRNA gene data from microbial communities in modified-atmosphere-packed salmon and coalfish.
    Appl Environ Microbiol. 2004 Aug;70(8):5010-8 PMID: 15294842
  8. Integration of microbial ecology and statistics: a test to compare gene libraries.
    Appl Environ Microbiol. 2004 Sep;70(9):5485-92 PMID: 15345436
  9. TETRA: a web-service and a stand-alone program for the analysis and comparison of tetranucleotide usage patterns in DNA sequences.
    BMC Bioinformatics. 2004 Oct 26;5:163 PMID: 15507136
  10. The Ribosomal Database Project (RDP-II): sequences and tools for high-throughput rRNA analysis.
    Nucleic Acids Res. 2005 Jan 1;33(Database issue):D294-6 PMID: 15608200
  11. Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR).
    Hereditas. 2004;141(2):149-65 PMID: 15660976
  12. Host-bacterial mutualism in the human intestine.
    Science. 2005 Mar 25;307(5717):1915-20 PMID: 15790844
  13. Diversity of the human intestinal microbial flora.
    Science. 2005 Jun 10;308(5728):1635-8 PMID: 15831718
  14. Obesity alters gut microbial ecology.
    Proc Natl Acad Sci U S A. 2005 Aug 2;102(31):11070-5 PMID: 16033867
  15. Ecology: linking species diversity and genetic diversity.
    Curr Biol. 2005 Aug 9;15(15):R597-9 PMID: 16085481
  16. Opinion: Re-evaluating prokaryotic species.
    Nat Rev Microbiol. 2005 Sep;3(9):733-9 PMID: 16138101
  17. Molecular analysis of colonized bacteria in a human newborn infant gut.
    J Microbiol. 2005 Aug;43(4):345-53 PMID: 16145549
  18. UniFrac: a new phylogenetic method for comparing microbial communities.
    Appl Environ Microbiol. 2005 Dec;71(12):8228-35 PMID: 16332807
  19. Introducing TreeClimber, a test to compare microbial community structures.
    Appl Environ Microbiol. 2006 Apr;72(4):2379-84 PMID: 16597933
  20. Alignment-independent bilinear multivariate modelling (AIBIMM) for global analyses of 16S rRNA gene phylogeny.
    Int J Syst Evol Microbiol. 2006 Jul;56(Pt 7):1565-75 PMID: 16825631
  21. PHYLOGENETIC INFERENCE FROM RESTRICTION ENDONUCLEASE CLEAVAGE SITE MAPS WITH PARTICULAR REFERENCE TO THE EVOLUTION OF HUMANS AND THE APES.
    Evolution. 1983 Mar;37(2):221-244 PMID: 28568373
  22. What's wrong with Bonferroni adjustments.
    BMJ. 1998 Apr 18;316(7139):1236-8 PMID: 9553006
Article Info
Journal
Applied and environmental microbiology
Abbr.
Appl Environ Microbiol
ISSN
0099-2240
Published
2007-04-00
Epub
2007-00-02
Pages
2727-34
Language
English
Region
United States
NLM ID
7605801
PMCID
PMC1855614
Subset
IM
Databases
GENBANK
EF063741, EF063742, EF063743, EF063744, EF063745, EF063746, EF063747, EF063748, EF063749, EF063750, EF063751, EF063752, EF063753, EF063754, EF063755, EF063756, EF063757, EF063758, EF063759, EF063760, EF063761, EF063762, EF063763, EF063764, EF063765, EF063766, EF063767, EF063768, EF063769, EF063770, EF063771, EF063772, EF063773, EF063774, EF063775, EF063776, EF063777, EF063778, EF063779, EF063780, EF063781, EF063782, EF063783, EF063784, EF063785, EF063786, EF063787, EF063788, EF063789, EF063790, EF063791, EF063792, EF063793, EF063794, EF063795, EF063796, EF063797, EF063798, EF063799, EF063800, EF063801, EF063802, EF063803, EF063804, EF063805, EF063806, EF063807, EF063808, EF063809, EF063810, EF063811, EF063812, EF063813, EF063814, EF063815, EF063816, EF063817, EF063818, EF063819, EF063820, EF063821, EF063822, EF063823, EF063824, EF063825, EF063826, EF063827, EF063828, EF063829, EF063830, EF063831, EF063832, EF063833, EF063834, EF063835, EF063836, EF063837, EF063838, EF063839, EF063840, EF063841, EF063842, EF063843, EF063844, EF063845, EF063846, EF063847, EF063848, EF063849, EF063850, EF063851, EF063852, EF063853, EF063854, EF063855, EF063856, EF063857, EF063858, EF063859, EF063860, EF063861, EF063862, EF063863, EF063864, EF063865, EF063866, EF063867, EF063868, EF063869, EF063870, EF063871, EF063872, EF063873, EF063874, EF063875, EF063876, EF063877, EF063878, EF063879, EF063880, EF063881, EF063882, EF063883, EF063884, EF063885, EF063886, EF063887, EF063888, EF063889, EF063890, EF063891, EF063892, EF063893, EF063894, EF063895, EF063896, EF063897, EF063898, EF063899, EF063900, EF063901, EF063902, EF063903, EF063904, EF063905, EF063906, EF063907, EF063908, EF063909, EF063910, EF063911, EF063912, EF063913, EF063914, EF063915, EF063916, EF063917, EF063918, EF063919, EF063920, EF063921, EF063922, EF063923, EF063924, EF063925, EF063926, EF063927, EF063928, EF063929, EF063930, EF063931, EF063932, EF063933, EF063934, EF063935, EF063936, EF063937, EF063938, EF063939, EF063940, EF063941, EF063942, EF063943, EF063944, EF063945, EF063946, EF063947, EF063948, EF063949, EF063950, EF063951, EF063952, EF063953, EF063954, EF063955, EF063956, EF063957, EF063958, EF063959, EF063960, EF063961, EF063962, EF063963, EF063964, EF063965, EF063966, EF063967, EF063968, EF063969, EF063970, EF063971, EF063972, EF063973, EF063974, EF063975, EF063976, EF063977, EF063978, EF063979, EF063980, EF063981, EF063982, EF063983, EF063984, EF063985, EF063986, EF063987, EF063988, EF063989, EF063990, EF063991, EF063992, EF063993, EF063994, EF063995, EF063996, EF063997, EF063998, EF063999, EF064000, EF064001, EF064002, EF064003, EF064004, EF064005, EF064006, EF064007, EF064008, EF064009, EF064010, EF064011, EF064012, EF064013, EF064014, EF064015, EF064016, EF064017, EF064018, EF064019, EF064020, EF064021, EF064022, EF064023, EF064024, EF064025, EF064026, EF064027, EF064028, EF064029, EF064030, EF064031, EF064032, EF064033, EF064034, EF064035, EF064036, EF064037, EF064038, EF064039, EF064040, EF064041, EF064042, EF064043, EF064044, EF064045, EF064046, EF064047, EF064048, EF064049, EF064050, EF064051, EF064052, EF064053, EF064054, EF064055, EF064056, EF064057, EF064058, EF064059, EF064060, EF064061, EF064062, EF064063, EF064064, EF064065, EF064066, EF064067, EF064068, EF064069, EF064070, EF064071, EF064072, EF064073, EF064074, EF064075, EF064076, EF064077, EF064078, EF064079, EF064080, EF064081, EF064082, EF064083, EF064084, EF064085, EF064086, EF064087, EF064088, EF064089, EF064090, EF064091, EF064092, EF064093, EF064094, EF064095, EF064096, EF064097, EF064098, EF064099, EF064100, EF064101, EF064102, EF064103, EF064104, EF064105, EF064106, EF064107, EF064108, EF064109, EF064110, EF064111, EF064112, EF064113, EF064114, EF064115, EF064116, EF064117, EF064118, EF064119, EF064120, EF064121, EF064122, EF064123, EF064124, EF064125, EF064126, EF064127, EF064128, EF064129, EF064130
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com