Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.

Soil health and One Health are global concerns, necessitating the development of refined indicators for effective monitoring. In response, we present the Anaconda R Package, a novel tool designed to enhance the analysis of eDNA data for biomonitoring purposes. Employing a combination of different ap...

Full description

Saved in:
Bibliographic Details
Main Authors: Pierre-Louis Stenger, Audrey Léopold, Kelly Dinh, Pierre Mournet, Nadia Robert, Julien Drouin, Jacques Wamejonengo, Sylvie Russet, Thomas Ibanez, Laurent Maggia, Fabian Carriconde
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0311986
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832540243649101824
author Pierre-Louis Stenger
Audrey Léopold
Kelly Dinh
Pierre Mournet
Nadia Robert
Julien Drouin
Jacques Wamejonengo
Sylvie Russet
Thomas Ibanez
Laurent Maggia
Fabian Carriconde
author_facet Pierre-Louis Stenger
Audrey Léopold
Kelly Dinh
Pierre Mournet
Nadia Robert
Julien Drouin
Jacques Wamejonengo
Sylvie Russet
Thomas Ibanez
Laurent Maggia
Fabian Carriconde
author_sort Pierre-Louis Stenger
collection DOAJ
description Soil health and One Health are global concerns, necessitating the development of refined indicators for effective monitoring. In response, we present the Anaconda R Package, a novel tool designed to enhance the analysis of eDNA data for biomonitoring purposes. Employing a combination of different approaches, this package allows for a comprehensive investigation of species abundance and community composition under diverse conditions. This study applied the Anaconda package to examine the impact of two types of duration fire-fallow cropping systems, using natural forests as a reference, on soil fungal and bacterial communities in Maré Island (New Caledonia). Condition-specific taxa were identified, particularly pathogenic fungi and bacteria, demonstrating the importance of long-term fallowing efforts. Notably, this package also revealed the potential contributions of beneficial soil microbes, including saprophytes and plant-endophyte fungi, in suppressing soil-borne pathogens. Over-represented microbial ASVs associated with both plant and animal pathogens, including those of potential concern for human health, were identified. This underscores the importance of maintaining intrinsic balance for effective disease suppression. Importantly, the advanced analytical and statistical methods offered by this package should be harnessed to comprehensively investigate the effects of agricultural practice changes on soil health within the One Health framework. Looking ahead, the application of this method extends beyond the realm of One Health, offering valuable insights into various ecological scenarios. Its versatility holds promise for elucidating complex interactions and dynamics within ecosystems. By leveraging this tool, researchers can explore the broader implications of agricultural practice modifications, facilitating informed decisions and sustainable environmental management.
format Article
id doaj-art-46ddb021bae54510a13dcc8bd97a812b
institution Kabale University
issn 1932-6203
language English
publishDate 2025-01-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS ONE
spelling doaj-art-46ddb021bae54510a13dcc8bd97a812b2025-02-05T05:31:17ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01201e031198610.1371/journal.pone.0311986Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.Pierre-Louis StengerAudrey LéopoldKelly DinhPierre MournetNadia RobertJulien DrouinJacques WamejonengoSylvie RussetThomas IbanezLaurent MaggiaFabian CarricondeSoil health and One Health are global concerns, necessitating the development of refined indicators for effective monitoring. In response, we present the Anaconda R Package, a novel tool designed to enhance the analysis of eDNA data for biomonitoring purposes. Employing a combination of different approaches, this package allows for a comprehensive investigation of species abundance and community composition under diverse conditions. This study applied the Anaconda package to examine the impact of two types of duration fire-fallow cropping systems, using natural forests as a reference, on soil fungal and bacterial communities in Maré Island (New Caledonia). Condition-specific taxa were identified, particularly pathogenic fungi and bacteria, demonstrating the importance of long-term fallowing efforts. Notably, this package also revealed the potential contributions of beneficial soil microbes, including saprophytes and plant-endophyte fungi, in suppressing soil-borne pathogens. Over-represented microbial ASVs associated with both plant and animal pathogens, including those of potential concern for human health, were identified. This underscores the importance of maintaining intrinsic balance for effective disease suppression. Importantly, the advanced analytical and statistical methods offered by this package should be harnessed to comprehensively investigate the effects of agricultural practice changes on soil health within the One Health framework. Looking ahead, the application of this method extends beyond the realm of One Health, offering valuable insights into various ecological scenarios. Its versatility holds promise for elucidating complex interactions and dynamics within ecosystems. By leveraging this tool, researchers can explore the broader implications of agricultural practice modifications, facilitating informed decisions and sustainable environmental management.https://doi.org/10.1371/journal.pone.0311986
spellingShingle Pierre-Louis Stenger
Audrey Léopold
Kelly Dinh
Pierre Mournet
Nadia Robert
Julien Drouin
Jacques Wamejonengo
Sylvie Russet
Thomas Ibanez
Laurent Maggia
Fabian Carriconde
Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
PLoS ONE
title Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
title_full Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
title_fullStr Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
title_full_unstemmed Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
title_short Advancing biomonitoring of eDNA studies with the Anaconda R package: Integrating soil and One Health perspectives in the face of evolving traditional agriculture practices.
title_sort advancing biomonitoring of edna studies with the anaconda r package integrating soil and one health perspectives in the face of evolving traditional agriculture practices
url https://doi.org/10.1371/journal.pone.0311986
work_keys_str_mv AT pierrelouisstenger advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT audreyleopold advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT kellydinh advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT pierremournet advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT nadiarobert advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT juliendrouin advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT jacqueswamejonengo advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT sylvierusset advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT thomasibanez advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT laurentmaggia advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices
AT fabiancarriconde advancingbiomonitoringofednastudieswiththeanacondarpackageintegratingsoilandonehealthperspectivesinthefaceofevolvingtraditionalagriculturepractices