An integrated strategy for functional analysis of microbial communities based on gene ontology and 16S rRNA gene

被引:9
作者
Deng, Su-Ping [1 ]
Huang, De-Shuang [1 ]
机构
[1] Tongji Univ, Coll Elect & Informat Engn, Shanghai 201804, Peoples R China
基金
美国国家科学基金会;
关键词
microbial community; 16s rRNA; gene ontology; data mining bioinformatics; GO-terms semantic similarity; SEMANTIC SIMILARITY MEASURES; METABOLISM; EXPRESSION; DIVERSITY; HEALTH; FLORA;
D O I
10.1504/IJDMB.2015.070841
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In order to analyse the similarity among microbial communities on functional state after assigning 16S rRNA sequences from all microbial communities to species. It's an important addition to the species-level relationship between two compared communities and can quantify their differences in function. We downloaded all functional annotation data of several microbiotas. It's developed to identify the functional distribution and the significantly enriched functional categories of microbial communities. We analysed the similarity between two microbial communities on functional state. In the experimental results, it shows that the semantic similarity can quantify the difference between two compared species on function level. It can analyse the function of microbial communities by gene ontology based on 16S rRNA gene. Exploration of the function relationship between two sets of species assemblages will be a key result of microbiome studies and may provide new insights into assembly of a wide range of ecosystems.
引用
收藏
页码:63 / 74
页数:12
相关论文
共 39 条
  • [1] Improved scoring of functional groups from gene expression data by decorrelating GO graph structure
    Alexa, Adrian
    Rahnenfuehrer, Joerg
    Lengauer, Thomas
    [J]. BIOINFORMATICS, 2006, 22 (13) : 1600 - 1607
  • [2] [Anonymous], J NUTR
  • [3] Gene Ontology: tool for the unification of biology
    Ashburner, M
    Ball, CA
    Blake, JA
    Botstein, D
    Butler, H
    Cherry, JM
    Davis, AP
    Dolinski, K
    Dwight, SS
    Eppig, JT
    Harris, MA
    Hill, DP
    Issel-Tarver, L
    Kasarskis, A
    Lewis, S
    Matese, JC
    Richardson, JE
    Ringwald, M
    Rubin, GM
    Sherlock, G
    [J]. NATURE GENETICS, 2000, 25 (01) : 25 - 29
  • [4] The gut microbiota as an environmental factor that regulates fat storage
    Bäckhed, F
    Ding, H
    Wang, T
    Hooper, LV
    Koh, GY
    Nagy, A
    Semenkovich, CF
    Gordon, JI
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (44) : 15718 - 15723
  • [5] The role of bacterial interference in otitis, sinusitis and tonsillitis
    Brook, I
    [J]. OTOLARYNGOLOGY-HEAD AND NECK SURGERY, 2005, 133 (01) : 139 - 146
  • [6] Couto F.M., 2003, Implementation of a Functional Semantic Similarity Measure between Gene-Products
  • [7] An ecological and evolutionary perspective on human-microbe mutualism and disease
    Dethlefsen, Les
    McFall-Ngai, Margaret
    Relman, David A.
    [J]. NATURE, 2007, 449 (7164) : 811 - 818
  • [8] Functional metagenomic profiling of nine biomes
    Dinsdale, Elizabeth A.
    Edwards, Robert A.
    Hall, Dana
    Angly, Florent
    Breitbart, Mya
    Brulc, Jennifer M.
    Furlan, Mike
    Desnues, Christelle
    Haynes, Matthew
    Li, Linlin
    McDaniel, Lauren
    Moran, Mary Ann
    Nelson, Karen E.
    Nilsson, Christina
    Olson, Robert
    Paul, John
    Brito, Beltran Rodriguez
    Ruan, Yijun
    Swan, Brandon K.
    Stevens, Rick
    Valentine, David L.
    Thurber, Rebecca Vega
    Wegley, Linda
    White, Bryan A.
    Rohwer, Forest
    [J]. NATURE, 2008, 452 (7187) : 629 - U8
  • [9] Seeing the forest for the trees: using the Gene Ontology to restructure hierarchical clustering
    Dotan-Cohen, Dikla
    Kasif, Simon
    Melkman, Avraham A.
    [J]. BIOINFORMATICS, 2009, 25 (14) : 1789 - 1795
  • [10] Enteric flora in health and disease
    Guarner, F
    [J]. DIGESTION, 2006, 73 : 5 - 12