Microbial co-occurrence network and its key microorganisms in soil with permanent application of composted tannery sludge
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , , , , , , , , |
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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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 |
|
_version_ |
1808128688249634816 |