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Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil

Bibliographic Details
Main Author: Rezende, G. S.
Publication Date: 2024
Other Authors: Rocha, F. I., Funnicelli, M. I.G. [UNESP], Malavazi, I., Crauwels, S., Brandao, M. M., Cunha, A. F.
Format: Article
Language: eng
Source: Repositório Institucional da UNESP
Download full: http://dx.doi.org/10.1016/j.heliyon.2024.e32283
https://hdl.handle.net/11449/298371
Summary: Grapes are globally popular with wine production being one of the most well-known uses of grapes worldwide. Brazil has a growing wine industry, and the Serra Gaúcha region is a significant contributor to the country's wine production. Nonetheless, other states are increasing their relevance in this segment. Environmental factors and the soil microbiome (bacteria and fungi) heavily influence grape quality, shaping the crucial “terroir” for wines. Here, soil quality was assessed through nutrient analysis and bacteria microbial diversity, which could significantly impact grape health and final wine attributes. Soil samples from São Paulo's vineyards, focusing on Syrah, Malbec, and Cabernet Sauvignon, underwent chemical and microbial analysis via 16S rRNA metabarcoding and highlighted significant differences in soil composition between vineyards. Statistical analyses including PCA and CAP showcased region-based separation and intricate associations between microbiota, region, and grape variety. Correlation analysis pinpointed microbial genera linked to specific soil nutrients. Random Forest analysis identified abundant bacterial genera per grape variety and the Network analysis revealed varied co-occurrence patterns, with Cabernet Sauvignon exhibiting complex microbial interactions. This study unveils complex relationships between soil microbiota, nutrients, and diverse grape varieties in distinct vineyard regions. Understanding how these specific microorganisms are associated with grapes can improve vineyard management, grape quality, and wine production. It can also potentially optimize soil health, bolster grapevine resilience against pests and diseases, and contribute to the unique character of wines known as terroir.
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spelling Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in BrazilGrapeMicrobiotaNutrientsSoil bacterial communitiesVineyardsGrapes are globally popular with wine production being one of the most well-known uses of grapes worldwide. Brazil has a growing wine industry, and the Serra Gaúcha region is a significant contributor to the country's wine production. Nonetheless, other states are increasing their relevance in this segment. Environmental factors and the soil microbiome (bacteria and fungi) heavily influence grape quality, shaping the crucial “terroir” for wines. Here, soil quality was assessed through nutrient analysis and bacteria microbial diversity, which could significantly impact grape health and final wine attributes. Soil samples from São Paulo's vineyards, focusing on Syrah, Malbec, and Cabernet Sauvignon, underwent chemical and microbial analysis via 16S rRNA metabarcoding and highlighted significant differences in soil composition between vineyards. Statistical analyses including PCA and CAP showcased region-based separation and intricate associations between microbiota, region, and grape variety. Correlation analysis pinpointed microbial genera linked to specific soil nutrients. Random Forest analysis identified abundant bacterial genera per grape variety and the Network analysis revealed varied co-occurrence patterns, with Cabernet Sauvignon exhibiting complex microbial interactions. This study unveils complex relationships between soil microbiota, nutrients, and diverse grape varieties in distinct vineyard regions. Understanding how these specific microorganisms are associated with grapes can improve vineyard management, grape quality, and wine production. It can also potentially optimize soil health, bolster grapevine resilience against pests and diseases, and contribute to the unique character of wines known as terroir.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)Genetic and Evolution Department Laboratory of Biochemistry and Applied Genetics (LBGA-UFSCar), SPUSDA Agricultural Research Service Water Management Research Unit San Joaquin Valley Agricultural Sciences CenterLaboratory of Bioinformatics Department of Agricultural Livestock and Environmental Biotechnology São Paulo State University (UNESP) School of Agricultural and Veterinary Sciences, SPLaboratory for Process Microbial Ecology and Bioinspirational Management (PME&BIM) Centre of Microbial and Plant Genetics (CMPG) Department of Microbial and Molecular Systems (M2S) KU LeuvenLeuven Institute for Beer Research (LIBR) KU LeuvenUniversidade Estadual de Campinas. Centro de Biologia Molecular e Engenharia Genética - Laboratory of Integrative and Systemic Biology (LaBIS- UNICAMP), SPLaboratory of Bioinformatics Department of Agricultural Livestock and Environmental Biotechnology São Paulo State University (UNESP) School of Agricultural and Veterinary Sciences, SPFAPESP: 2022/01223-2Universidade Federal de São Carlos (UFSCar)San Joaquin Valley Agricultural Sciences CenterUniversidade Estadual Paulista (UNESP)KU LeuvenUniversidade Estadual de Campinas (UNICAMP)Rezende, G. S.Rocha, F. I.Funnicelli, M. I.G. [UNESP]Malavazi, I.Crauwels, S.Brandao, M. M.Cunha, A. F.2025-04-29T18:36:58Z2024-06-15info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1016/j.heliyon.2024.e32283Heliyon, v. 10, n. 11, 2024.2405-8440https://hdl.handle.net/11449/29837110.1016/j.heliyon.2024.e322832-s2.0-85195059066Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengHeliyoninfo:eu-repo/semantics/openAccess2025-04-30T14:08:26Zoai:repositorio.unesp.br:11449/298371Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestrepositoriounesp@unesp.bropendoar:29462025-04-30T14:08:26Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
title Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
spellingShingle Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
Rezende, G. S.
Grape
Microbiota
Nutrients
Soil bacterial communities
Vineyards
title_short Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
title_full Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
title_fullStr Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
title_full_unstemmed Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
title_sort Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
author Rezende, G. S.
author_facet Rezende, G. S.
Rocha, F. I.
Funnicelli, M. I.G. [UNESP]
Malavazi, I.
Crauwels, S.
Brandao, M. M.
Cunha, A. F.
author_role author
author2 Rocha, F. I.
Funnicelli, M. I.G. [UNESP]
Malavazi, I.
Crauwels, S.
Brandao, M. M.
Cunha, A. F.
author2_role author
author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade Federal de São Carlos (UFSCar)
San Joaquin Valley Agricultural Sciences Center
Universidade Estadual Paulista (UNESP)
KU Leuven
Universidade Estadual de Campinas (UNICAMP)
dc.contributor.author.fl_str_mv Rezende, G. S.
Rocha, F. I.
Funnicelli, M. I.G. [UNESP]
Malavazi, I.
Crauwels, S.
Brandao, M. M.
Cunha, A. F.
dc.subject.por.fl_str_mv Grape
Microbiota
Nutrients
Soil bacterial communities
Vineyards
topic Grape
Microbiota
Nutrients
Soil bacterial communities
Vineyards
description Grapes are globally popular with wine production being one of the most well-known uses of grapes worldwide. Brazil has a growing wine industry, and the Serra Gaúcha region is a significant contributor to the country's wine production. Nonetheless, other states are increasing their relevance in this segment. Environmental factors and the soil microbiome (bacteria and fungi) heavily influence grape quality, shaping the crucial “terroir” for wines. Here, soil quality was assessed through nutrient analysis and bacteria microbial diversity, which could significantly impact grape health and final wine attributes. Soil samples from São Paulo's vineyards, focusing on Syrah, Malbec, and Cabernet Sauvignon, underwent chemical and microbial analysis via 16S rRNA metabarcoding and highlighted significant differences in soil composition between vineyards. Statistical analyses including PCA and CAP showcased region-based separation and intricate associations between microbiota, region, and grape variety. Correlation analysis pinpointed microbial genera linked to specific soil nutrients. Random Forest analysis identified abundant bacterial genera per grape variety and the Network analysis revealed varied co-occurrence patterns, with Cabernet Sauvignon exhibiting complex microbial interactions. This study unveils complex relationships between soil microbiota, nutrients, and diverse grape varieties in distinct vineyard regions. Understanding how these specific microorganisms are associated with grapes can improve vineyard management, grape quality, and wine production. It can also potentially optimize soil health, bolster grapevine resilience against pests and diseases, and contribute to the unique character of wines known as terroir.
publishDate 2024
dc.date.none.fl_str_mv 2024-06-15
2025-04-29T18:36:58Z
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.heliyon.2024.e32283
Heliyon, v. 10, n. 11, 2024.
2405-8440
https://hdl.handle.net/11449/298371
10.1016/j.heliyon.2024.e32283
2-s2.0-85195059066
url http://dx.doi.org/10.1016/j.heliyon.2024.e32283
https://hdl.handle.net/11449/298371
identifier_str_mv Heliyon, v. 10, n. 11, 2024.
2405-8440
10.1016/j.heliyon.2024.e32283
2-s2.0-85195059066
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Heliyon
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 repositoriounesp@unesp.br
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