GSTaxClassifier: a genomic signature based taxonomic classifier for metagenomic data analysis

被引:5
|
作者
Yu, Fahong [1 ]
Sun, Yijun [1 ]
Liu, Li [1 ]
Farmerie, William [1 ]
机构
[1] Univ Florida, Interdisciplinary Ctr Biotechnol Res, Gainesville, FL 32610 USA
关键词
Genomic signature; meta-genomics; taxonomy; Bayesian method;
D O I
10.6026/97320630004046
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
GSTaxClassifier (Genomic Signature based Taxonomic Classifier) is a program for metagenomics analysis of shotgun DNA sequences. The program includes (1) a simple but effective algorithm, a modification of the Bayesian method, to predict the most probable genomic origins of sequences at different taxonomical ranks, on the basis of genome databases; (2) a function to generate genomic profiles of reference sequences with tri-, tetra-, penta-, and hexa-nucleotide motifs for setting a user-defined database; (3) two different formats (tabular- and tree-based summaries) to display taxonomic predictions with improved analytical methods; and (4) effective ways to retrieve, search, and summarize results by integrating the predictions into the NCBI tree-based taxonomic information. GSTaxClassifier takes input nucleotide sequences and using a modified Bayesian model evaluates the genomic signatures between metagenomic query sequences and reference genome databases.
引用
收藏
页码:46 / 49
页数:4
相关论文
共 50 条
  • [1] Rapid analysis of metagenomic data using signature-based clustering
    Timothy Chappell
    Shlomo Geva
    James M. Hogan
    Flavia Huygens
    Irani U. Rathnayake
    Stephen Rudd
    Wayne Kelly
    Dimitri Perrin
    BMC Bioinformatics, 19
  • [2] Rapid analysis of metagenomic data using signature-based clustering
    Chappell, Timothy
    Geva, Shlomo
    Hogan, James M.
    Huygens, Flavia
    Rathnayake, Irani U.
    Rudd, Stephen
    Kelly, Wayne
    Perrin, Dimitri
    BMC BIOINFORMATICS, 2018, 19
  • [3] Genomic Analysis and Taxonomic Characterization of Seven Bacteriophage Genomes Metagenomic-Assembled from the Dishui Lake
    Cai, Haoyun
    Zhou, Yifan
    Li, Xiefei
    Xu, Tianqi
    Ni, Yimin
    Wu, Shuang
    Yu, Yongxin
    Wang, Yongjie
    VIRUSES-BASEL, 2023, 15 (10):
  • [4] MTSv: rapid alignment-based taxonomic classification and high-confidence metagenomic analysis
    Furstenau, Tara N.
    Schneider, Tsosie
    Shaffer, Isaac
    Vazquez, Adam J.
    Sahl, Jason
    Fofanov, Viacheslav
    PEERJ, 2022, 10
  • [5] Comparative genomic analysis of five freshwater cyanophages and reference-guided metagenomic data mining
    Kang Du
    Feng Yang
    Jun-Tao Zhang
    Rong-Cheng Yu
    Ziqing Deng
    Wei-Fang Li
    Yuxing Chen
    Qiong Li
    Cong-Zhao Zhou
    Microbiome, 10
  • [6] Comparative genomic analysis of five freshwater cyanophages and reference-guided metagenomic data mining
    Du, Kang
    Yang, Feng
    Zhang, Jun-Tao
    Yu, Rong-Cheng
    Deng, Ziqing
    Li, Wei-Fang
    Chen, Yuxing
    Li, Qiong
    Zhou, Cong-Zhao
    MICROBIOME, 2022, 10 (01)
  • [7] Analysis of genome by visualization of genomic signature
    Choi, JH
    Lee, SK
    Yee, SB
    Kim, YJ
    Cho, HG
    Kim, KW
    KOREAN JOURNAL OF GENETICS, 2002, 24 (01): : 97 - 104
  • [8] Prediction of Type 2 Diabetes using Metagenomic Data and Identification of Taxonomic Biomarkers
    Temiz, Mustafa
    Kuzudisli, Cihan
    Yousef, Malik
    Bakir-Gungor, Burcu
    32ND IEEE SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, SIU 2024, 2024,
  • [9] Metagenomic analysis: the challenge of the data bonanza
    Hunter, Chris I.
    Mitchell, Alex
    Jones, Philip
    McAnulla, Craig
    Pesseat, Sebastien
    Scheremetjew, Maxim
    Hunter, Sarah
    BRIEFINGS IN BIOINFORMATICS, 2012, 13 (06) : 743 - 746
  • [10] Metagenomic analysis reveals the signature of gut microbiota associated with human chronotypes
    Carasso, Shaqed
    Fishman, Bettina
    Lask, Liel Stelmach
    Shochat, Tamar
    Geva-Zatorsky, Naama
    Tauber, Eran
    FASEB JOURNAL, 2021, 35 (11)