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
[31]   ViroProfiler: a containerized bioinformatics pipeline for viral metagenomic data analysis [J].
Ru, Jinlong ;
Khan Mirzaei, Mohammadali ;
Xue, Jinling ;
Peng, Xue ;
Deng, Li .
GUT MICROBES, 2023, 15 (01)
[32]   Metagenomic analysis unravels novel taxonomic differences in the uterine microbiome between healthy mares and mares with endometritis [J].
Virendra, Aeknath ;
Gulavane, Sarita U. ;
Ahmed, Zulfikar A. ;
Reddy, Ravi ;
Chaudhari, Ravindra J. ;
Gaikwad, Sandeep M. ;
Shelar, Raju R. ;
Ingole, Shailesh D. ;
Thorat, Varsha D. ;
Khanam, Afroza ;
Khan, Firdous A. .
VETERINARY MEDICINE AND SCIENCE, 2024, 10 (02)
[33]   Species delimitation using genomic data to resolve taxonomic uncertainties in a speciation continuum of pelagic seabirds [J].
Ferrer Obiol, Joan ;
Herranz, Jose M. ;
Paris, Josephine R. ;
Whiting, James R. ;
Rozas, Julio ;
Riutort, Marta ;
Gonzalez-Solis, Jacob .
MOLECULAR PHYLOGENETICS AND EVOLUTION, 2023, 179
[34]   A Bayesian inference method for the analysis of transcriptional regulatory networks in metagenomic data [J].
Hobbs, Elizabeth T. ;
Pereira, Talmo ;
O'Neill, Patrick K. ;
Erill, Ivan .
ALGORITHMS FOR MOLECULAR BIOLOGY, 2016, 11
[35]   AgroSeek: a system for computational analysis of environmental metagenomic data and associated metadata [J].
Liang, Xiao ;
Akers, Kyle ;
Keenum, Ishi ;
Wind, Lauren ;
Gupta, Suraj ;
Chen, Chaoqi ;
Aldaihani, Reem ;
Pruden, Amy ;
Zhang, Liqing ;
Knowlton, Katharine F. ;
Xia, Kang ;
Heath, Lenwood S. .
BMC BIOINFORMATICS, 2021, 22 (01)
[36]   AgroSeek: a system for computational analysis of environmental metagenomic data and associated metadata [J].
Xiao Liang ;
Kyle Akers ;
Ishi Keenum ;
Lauren Wind ;
Suraj Gupta ;
Chaoqi Chen ;
Reem Aldaihani ;
Amy Pruden ;
Liqing Zhang ;
Katharine F. Knowlton ;
Kang Xia ;
Lenwood S. Heath .
BMC Bioinformatics, 22
[37]   A Bayesian inference method for the analysis of transcriptional regulatory networks in metagenomic data [J].
Elizabeth T. Hobbs ;
Talmo Pereira ;
Patrick K. O’Neill ;
Ivan Erill .
Algorithms for Molecular Biology, 11
[38]   MetaWRAP—a flexible pipeline for genome-resolved metagenomic data analysis [J].
Gherman V. Uritskiy ;
Jocelyne DiRuggiero ;
James Taylor .
Microbiome, 6
[39]   Tetra-Nucleotide Histogram-Based Analysis of Metagenomic Data for Investigating Antibiotic-Resistant Bacteria [J].
Klautau, S. P. ;
Pinheiro, S. L. ;
Nascimento, A. M. ;
Castro, P. A. ;
Ramos, R. ;
Klautau, A. .
XXVII BRAZILIAN CONGRESS ON BIOMEDICAL ENGINEERING, CBEB 2020, 2022, :2379-2384
[40]   microBiomeGSM: the identification of taxonomic biomarkers from metagenomic data using grouping, scoring and modeling (G-S-M) approach [J].
Bakir-Gungor, Burcu ;
Temiz, Mustafa ;
Jabeer, Amhar ;
Wu, Di ;
Yousef, Malik .
FRONTIERS IN MICROBIOLOGY, 2023, 14