Metabarcoding analysis reveals an interaction among distinct groups of bacteria associated with three different varietals of grapes used for wine production in Brazil
Main Author: | |
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Publication Date: | 2024 |
Other Authors: | , , , , , |
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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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 |
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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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1834482601377660928 |