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DESCRIPTION (provided by applicant): The human microbiome contributes essential and complementary genetic and metabolic components to the host human. Until recently, microbiologists mainly studied individual culturable species of microbes, even though a vast majority (approximately 95%-98%) of microorganisms cannot live in pure culture. Facilitated by the rapid advancement of the DNA sequencing techniques, metagenomics attempts to directly determine the whole collection of genes within an environmental sample. To study the human microbiome at a global level, metagenomics becomes the methodology of choice for the Human Microbiome Project (HMP). We propose to develop computational methods addressing several challenges to the metagenomic analysis in HMP, namely, the assembly of short reads from pyrosequencing, the functional annotation of protein coding genes through database searching, and the characterization of the biodiversity in samples. We start with a novel approach to assembling short reads from metagenomics, called ORFome Assembly, by assembling putative ORFs from homologous proteins in the same family into a protein family graph (an Eulerian path approach). We then propose a network matching approach for the similarity search using the protein family graphs as queries. We anticipate that using protein family graphs will result in database searching with higher sensitivity and specificity than simply using unassembled sequencing reads. Finally, we propose to develop computational tools to simultaneously assess the biodiversity and biological functions in samples, by identifying the most likely set of coherent pathway variants covering the annotated gene functions within the metagenomic data based on the similarity search results. These software tools will enable researchers to efficiently and effectively analyze the data from HMP, which will enhance the understanding of the relationship between the human microbiota (i.e., the microbes living on the surface and inside human body) and human diseases, and hasten the development of better or new therapies. PUBLIC HEALTH RELEVANCE: We propose to develop computational methods addressing several challenges to the metagenomic analysis of human microbiome project (HMP) data. These software tools will enable researchers to efficiently and effectively analyze the data from HMP, which will enhance the understanding of the relationship between the human microbiota and human diseases, and hasten the development of better or new therapies.
期刊论文(14)
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会议论文
DOI: 10.1093/bioinformatics/btr595
发表时间: 2012-01-01
期刊: Bioinformatics (Oxford, England)
影响因子: --
作者: [Zhao Y, Tang H, Ye Y]
通讯作者: Ye Y
DOI: 10.1371/journal.pcbi.1002981
发表时间: 2013
期刊: PLoS computational biology
影响因子: 4.3
作者: [Jiao D, Ye Y, Tang H]
通讯作者: Tang H
DOI: 10.1093/nar/gkq747
发表时间: 2010-11
期刊: Nucleic acids research
影响因子: 14.9
作者: [Rho M, Tang H, Ye Y]
通讯作者: Ye Y
Artificial Functional Difference Between Microbial Communities Caused by Length Difference of Sequencing Reads
测序读数长度差异引起的微生物群落之间的人为功能差异
DOI: 10.1142/9789814366496_0025
发表时间: 2011
期刊: Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing
影响因子: --
作者: [Quan Zhang, T. Doak, Yuzhen Ye]
通讯作者: Yuzhen Ye
12
    Subtractive assembly approaches for inferring disease-associated microbial genes and pathways from microbiome sequencing data
    • 批准号:
      10053318
    • 项目类别:
    • 资助金额:
      $27.03万
    • 财政年份:
      2018
    • 负责人:
      Yuzhen Ye
    • 依托单位:
    Subtractive assembly approaches for inferring disease-associated microbial genes and pathways from microbiome sequencing data
    • 批准号:
      10307128
    • 项目类别:
    • 资助金额:
      $30.96万
    • 财政年份:
      2018
    • 负责人:
      Yuzhen Ye
    • 依托单位:
    Graph-centric approaches to metatranscriptomic and metaproteomic data analysis
    • 批准号:
      8760378
    • 项目类别:
    • 资助金额:
      $34.04万
    • 财政年份:
      2014
    • 负责人:
      Yuzhen Ye
    • 依托单位:
    Fragment assembly and metabolic/species diversity analysis for Human microbiome p
    • 批准号:
      7691837
    • 项目类别:
    • 资助金额:
      $25.57万
    • 财政年份:
      2008
    • 负责人:
      Yuzhen Ye
    • 依托单位:
    海外基金