Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge

Detalhes bibliográficos
Autor(a) principal: Ishimoto, Caroline Kie
Data de Publicação: 2021
Outros Autores: Aono, Alexandre Hild, Nagai, James Shiniti, Sousa, Hério, Miranda, Ana Roberta Lima, Melo, Vania Maria Maciel, Mendes, Lucas William, Araujo, Fabio Fernando, de Melo, Wanderley José [UNESP], Kuroshu, Reginaldo Massanobu, Esposito, Elisa, Araujo, Ademir Sergio Ferreira
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1016/j.scitotenv.2021.147945
http://hdl.handle.net/11449/233140
Resumo: Soil microbial communities act on important environmental processes, being sensitive to the application of wastes, mainly those potential contaminants, such as tannery sludge. Due to the microbiome complexity, graph-theoretical approaches have been applied to represent model microbial communities interactions and identify important taxa, mainly in contaminated soils. Herein, we performed network and statistical analyses into microbial 16S rRNA gene sequencing data from soil samples with the application of different levels of composted tannery sludge (CTS) to assess the most connected nodes and the nodes that act as bridges to identify key microbes within each community. The network analysis revealed hubs belonging to Proteobacteria in soil with lower CTS rates, while active degraders of recalcitrant and pollutant chemical hubs belonging to Proteobacteria and Actinobacteria were found in soils under the highest CTS rates. The majority of classified connectors belonged to Actinobacteria, but similarly to hubs taxa, they shifted from metabolic functional profile to taxa with abilities to degrade toxic compounds, revealing a soil perturbation with the CTS application on community organization, which also impacted the community modularity. Members of Actinobacteria and Acidobacteria were identified as both hub and connector suggesting their role as keystone groups. Thus, these results offered us interesting insights about crucial taxa, their response to environmental alterations, and possible implications for the ecosystem.
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spelling Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludgeArchaeal communityBacterial communityKey microbesNext-generation sequencingSoil microbial communities act on important environmental processes, being sensitive to the application of wastes, mainly those potential contaminants, such as tannery sludge. Due to the microbiome complexity, graph-theoretical approaches have been applied to represent model microbial communities interactions and identify important taxa, mainly in contaminated soils. Herein, we performed network and statistical analyses into microbial 16S rRNA gene sequencing data from soil samples with the application of different levels of composted tannery sludge (CTS) to assess the most connected nodes and the nodes that act as bridges to identify key microbes within each community. The network analysis revealed hubs belonging to Proteobacteria in soil with lower CTS rates, while active degraders of recalcitrant and pollutant chemical hubs belonging to Proteobacteria and Actinobacteria were found in soils under the highest CTS rates. The majority of classified connectors belonged to Actinobacteria, but similarly to hubs taxa, they shifted from metabolic functional profile to taxa with abilities to degrade toxic compounds, revealing a soil perturbation with the CTS application on community organization, which also impacted the community modularity. Members of Actinobacteria and Acidobacteria were identified as both hub and connector suggesting their role as keystone groups. Thus, these results offered us interesting insights about crucial taxa, their response to environmental alterations, and possible implications for the ecosystem.Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)Institute of Science and Technology Universidade Federal de São PauloDepartment of Agricultural Engineering and Soil Science Federal University of PiauíLaboratório de Ecologia Microbiana e Biotecnologia Federal University of CearaCenter for Nuclear Energy in Agriculture University of Sao PauloUniversity of Sao Paulo West, Campus IIUniversidade Estadual Paulista, Campus de JaboticabalUniversidade BrasilUniversidade Estadual Paulista, Campus de JaboticabalCNPq: 305069/2018-1CNPq: 305102/2014-1CNPq: 471347/2013-2Universidade Federal de São Paulo (UNIFESP)Federal University of PiauíFederal University of CearaUniversidade de São Paulo (USP)Universidade Estadual Paulista (UNESP)Universidade BrasilIshimoto, Caroline KieAono, Alexandre HildNagai, James ShinitiSousa, HérioMiranda, Ana Roberta LimaMelo, Vania Maria MacielMendes, Lucas WilliamAraujo, Fabio Fernandode Melo, Wanderley José [UNESP]Kuroshu, Reginaldo MassanobuEsposito, ElisaAraujo, Ademir Sergio Ferreira2022-05-01T04:26:38Z2022-05-01T04:26:38Z2021-10-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.scitotenv.2021.147945Science of the Total Environment, v. 789.1879-10260048-9697http://hdl.handle.net/11449/23314010.1016/j.scitotenv.2021.1479452-s2.0-85106577806Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengScience of the Total Environmentinfo:eu-repo/semantics/openAccess2024-06-07T15:31:46Zoai:repositorio.unesp.br:11449/233140Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T16:42:14.400477Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
title Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
spellingShingle Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
Ishimoto, Caroline Kie
Archaeal community
Bacterial community
Key microbes
Next-generation sequencing
title_short Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
title_full Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
title_fullStr Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
title_full_unstemmed Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
title_sort Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
author Ishimoto, Caroline Kie
author_facet Ishimoto, Caroline Kie
Aono, Alexandre Hild
Nagai, James Shiniti
Sousa, Hério
Miranda, Ana Roberta Lima
Melo, Vania Maria Maciel
Mendes, Lucas William
Araujo, Fabio Fernando
de Melo, Wanderley José [UNESP]
Kuroshu, Reginaldo Massanobu
Esposito, Elisa
Araujo, Ademir Sergio Ferreira
author_role author
author2 Aono, Alexandre Hild
Nagai, James Shiniti
Sousa, Hério
Miranda, Ana Roberta Lima
Melo, Vania Maria Maciel
Mendes, Lucas William
Araujo, Fabio Fernando
de Melo, Wanderley José [UNESP]
Kuroshu, Reginaldo Massanobu
Esposito, Elisa
Araujo, Ademir Sergio Ferreira
author2_role author
author
author
author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Federal de São Paulo (UNIFESP)
Federal University of Piauí
Federal University of Ceara
Universidade de São Paulo (USP)
Universidade Estadual Paulista (UNESP)
Universidade Brasil
dc.contributor.author.fl_str_mv Ishimoto, Caroline Kie
Aono, Alexandre Hild
Nagai, James Shiniti
Sousa, Hério
Miranda, Ana Roberta Lima
Melo, Vania Maria Maciel
Mendes, Lucas William
Araujo, Fabio Fernando
de Melo, Wanderley José [UNESP]
Kuroshu, Reginaldo Massanobu
Esposito, Elisa
Araujo, Ademir Sergio Ferreira
dc.subject.por.fl_str_mv Archaeal community
Bacterial community
Key microbes
Next-generation sequencing
topic Archaeal community
Bacterial community
Key microbes
Next-generation sequencing
description Soil microbial communities act on important environmental processes, being sensitive to the application of wastes, mainly those potential contaminants, such as tannery sludge. Due to the microbiome complexity, graph-theoretical approaches have been applied to represent model microbial communities interactions and identify important taxa, mainly in contaminated soils. Herein, we performed network and statistical analyses into microbial 16S rRNA gene sequencing data from soil samples with the application of different levels of composted tannery sludge (CTS) to assess the most connected nodes and the nodes that act as bridges to identify key microbes within each community. The network analysis revealed hubs belonging to Proteobacteria in soil with lower CTS rates, while active degraders of recalcitrant and pollutant chemical hubs belonging to Proteobacteria and Actinobacteria were found in soils under the highest CTS rates. The majority of classified connectors belonged to Actinobacteria, but similarly to hubs taxa, they shifted from metabolic functional profile to taxa with abilities to degrade toxic compounds, revealing a soil perturbation with the CTS application on community organization, which also impacted the community modularity. Members of Actinobacteria and Acidobacteria were identified as both hub and connector suggesting their role as keystone groups. Thus, these results offered us interesting insights about crucial taxa, their response to environmental alterations, and possible implications for the ecosystem.
publishDate 2021
dc.date.none.fl_str_mv 2021-10-01
2022-05-01T04:26:38Z
2022-05-01T04:26:38Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1016/j.scitotenv.2021.147945
Science of the Total Environment, v. 789.
1879-1026
0048-9697
http://hdl.handle.net/11449/233140
10.1016/j.scitotenv.2021.147945
2-s2.0-85106577806
url http://dx.doi.org/10.1016/j.scitotenv.2021.147945
http://hdl.handle.net/11449/233140
identifier_str_mv Science of the Total Environment, v. 789.
1879-1026
0048-9697
10.1016/j.scitotenv.2021.147945
2-s2.0-85106577806
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Science of the Total Environment
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
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