A Preliminary Metagenome Analysis Based on a Combination of Protein Domains.

correlation coefficient environmental DNA metagenomics phylogenetic analysis protein domain

Journal

Proteomes
ISSN: 2227-7382
Titre abrégé: Proteomes
Pays: Switzerland
ID NLM: 101621966

Informations de publication

Date de publication:
29 Apr 2019
Historique:
received: 20 02 2019
revised: 17 04 2019
accepted: 26 04 2019
entrez: 1 5 2019
pubmed: 1 5 2019
medline: 1 5 2019
Statut: epublish

Résumé

Metagenomic data have mainly been addressed by showing the composition of organisms based on a small part of a well-examined genomic sequence, such as ribosomal RNA genes and mitochondrial DNAs. On the contrary, whole metagenomic data obtained by the shotgun sequence method have not often been fully analyzed through a homology search because the genomic data in databases for living organisms on earth are insufficient. In order to complement the results obtained through homology-search-based methods with shotgun metagenomes data, we focused on the composition of protein domains deduced from the sequences of genomes and metagenomes, and we utilized them in characterizing genomes and metagenomes, respectively. First, we compared the relationships based on similarities in the protein domain composition with the relationships based on sequence similarities. We searched for protein domains of 325 bacterial species produced using the Pfam database. Next, the correlation coefficients of protein domain compositions between every pair of bacteria were examined. Every pairwise genetic distance was also calculated from 16S rRNA or DNA gyrase subunit B. We compared the results of these methods and found a moderate correlation between them. Essentially, the same results were obtained when we used partial random 100 bp DNA sequences of the bacterial genomes, which simulated raw sequence data obtained from short-read next-generation sequences. Then, we applied the method for analyzing the actual environmental data obtained by shotgun sequencing. We found that the transition of the microbial phase occurred because the seasonal change in water temperature was shown by the method. These results showed the usability of the method in characterizing metagenomic data based on protein domain compositions.

Identifiants

pubmed: 31035705
pii: proteomes7020019
doi: 10.3390/proteomes7020019
pmc: PMC6630717
pii:
doi:

Types de publication

Journal Article

Langues

eng

Subventions

Organisme : Core Research for Evolutional Science and Technology
ID : no number

Références

Science. 2004 Apr 2;304(5667):66-74
pubmed: 15001713
Nature. 2005 Feb 10;433(7026):633-8
pubmed: 15660107
Bioinformatics. 2006 Jun 15;22(12):1540-2
pubmed: 16595560
Mol Biol Evol. 2007 May;24(5):1181-9
pubmed: 17331957
Microb Cell Fact. 2008 Aug 21;7:27
pubmed: 18717988
Sci Signal. 2009 Nov 24;2(98):ra76
pubmed: 19934434
J Infect Dev Ctries. 2011 Jul 04;5(6):465-72
pubmed: 21727646
PLoS One. 2012;7(1):e30559
pubmed: 22303444
Bioinformatics. 2014 May 1;30(9):1236-40
pubmed: 24451626
Front Plant Sci. 2014 Jun 16;5:209
pubmed: 24982662
Science. 2015 May 22;348(6237):1261359
pubmed: 25999513
Science. 2015 May 22;348(6237):1261498
pubmed: 25999515
Nucleic Acids Res. 2016 Jan 4;44(D1):D279-85
pubmed: 26673716
Mol Biol Evol. 2016 Jul;33(7):1870-4
pubmed: 27004904
FEMS Microbiol Ecol. 2017 Feb;93(2):
pubmed: 27810875
J Theor Biol. 2017 Jun 21;423:31-40
pubmed: 28435014
BMC Genomics. 2017 Jul 10;18(1):521
pubmed: 28693474
Nature. 1980 Jan 10;283(5743):212-4
pubmed: 6243180
J Mol Evol. 1981;17(6):368-76
pubmed: 7288891
Proteins. 1997 Jul;28(3):405-20
pubmed: 9223186
Proc Natl Acad Sci U S A. 1998 Jun 9;95(12):6578-83
pubmed: 9618454
J Bacteriol. 1998 Sep;180(18):4765-74
pubmed: 9733676
Chem Biol. 1998 Oct;5(10):R245-9
pubmed: 9818143

Auteurs

Yoji Igarashi (Y)

Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8657, Japan. aiga@mail.ecc.u-tokyo.ac.jp.

Daisuke Mori (D)

Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8657, Japan. dugongmanateewarlusseal@gmail.com.

Susumu Mitsuyama (S)

Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8657, Japan. a-mituya@mail.ecc.u-tokyo.ac.jp.

Kazutoshi Yoshitake (K)

Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8657, Japan. akyoshita@g.ecc.u-tokyo.ac.jp.

Hiroaki Ono (H)

Japan Software Management Co, Ltd., Yokohama, Kanagawa 221-0056, Japan. ono_h@jsm.co.jp.

Tsuyoshi Watanabe (T)

Tohoku National Fisheries Research Institute, Japan Fisheries Research and Education Agency, Shiogama, Miyagi 985-0001, Japan. tsuyoshiw@affrc.go.jp.

Yukiko Taniuchi (Y)

Tohoku National Fisheries Research Institute, Japan Fisheries Research and Education Agency, Shiogama, Miyagi 985-0001, Japan. taniuchi@affrc.go.jp.
Hokkaido National Fisheries Research Institute, Japan Fisheries Research and Education Agency, Kushiro, Hokkaido 085-0802, Japan. taniuchi@affrc.go.jp.

Tomoko Sakami (T)

Tohoku National Fisheries Research Institute, Japan Fisheries Research and Education Agency, Shiogama, Miyagi 985-0001, Japan. sakami@affrc.go.jp.
Research Center for Aquaculture Systems, National Research Institute of Aquaculture, Japan Fisheries Research and Education Agency, Minami-ise, Mie 516-0193, Japan. sakami@affrc.go.jp.

Akira Kuwata (A)

Tohoku National Fisheries Research Institute, Japan Fisheries Research and Education Agency, Shiogama, Miyagi 985-0001, Japan. akuwata@affrc.go.jp.

Takanori Kobayashi (T)

National Research Institute of Fisheries Science, Japan Fisheries Research and Education Agency, Yokohama, Kanagawa 236-8648, Japan. kobayash@fra.affrc.go.jp.

Yoshizumi Ishino (Y)

Graduate School of Bioresorce and Bioenvironmental Sciences, Kyushu University, Fukuoka, Fukuoka 812-0053, Japan. ishino@agr.kyushu-u.ac.jp.

Shugo Watabe (S)

School of Marine Biosciences, Kitasato University, Sagamihara, Kanagawa 252-0373, Japan. swatabe@kitasato-u.ac.jp.

Takashi Gojobori (T)

King Abdullah University of Science and Technology, Thuwal 23955, Saudi Arabia. takashi.gojobori@kaust.edu.sa.

Shuichi Asakawa (S)

Department of Aquatic Bioscience, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Bunkyo, Tokyo 113-8657, Japan. asakawa@mail.ecc.u-tokyo.ac.jp.

Classifications MeSH