Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method

In recent decades, alternative water resources have been explored to address water scarcity; the use of reclaimed water in agricultural practices has been particularly studied. To evaluate the impact of different irrigation waters on lettuce cultures, 18 plants were grown across two seasons (fall an...

Full description

Bibliographic Details
Published in:Green Analytical Chemistry
Main Authors: Carlos Pérez-López, Lúcia H.M.L.M. Santos, Antoni Ginebreda, Lucas L. Alonso, Gianluigi Buttiglieri, Evangelos Statiris, Damia Barcelo, Sara Rodriguez-Mozaz, Roma Tauler
Format: Article
Language:English
Published: Elsevier 2025-03-01
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2772577424001125
_version_ 1849895483889156096
author Carlos Pérez-López
Lúcia H.M.L.M. Santos
Antoni Ginebreda
Lucas L. Alonso
Gianluigi Buttiglieri
Evangelos Statiris
Damia Barcelo
Sara Rodriguez-Mozaz
Roma Tauler
author_facet Carlos Pérez-López
Lúcia H.M.L.M. Santos
Antoni Ginebreda
Lucas L. Alonso
Gianluigi Buttiglieri
Evangelos Statiris
Damia Barcelo
Sara Rodriguez-Mozaz
Roma Tauler
author_sort Carlos Pérez-López
collection DOAJ
container_title Green Analytical Chemistry
description In recent decades, alternative water resources have been explored to address water scarcity; the use of reclaimed water in agricultural practices has been particularly studied. To evaluate the impact of different irrigation waters on lettuce cultures, 18 plants were grown across two seasons (fall and summer), using tap water as control, and two types of reclaimed water as substitute irrigation water sources. Samples were collected from the rhizosphere soil of the lettuces and were analyzed using Liquid Chromatography – High-Resolution Mass Spectrometry (LC-HRMS) with Data-Independent Acquisition (DIA). Non-target metabolomic profiling was performed using the Regions of Interest procedure (ROI), followed by Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) for simultaneous analysis of MS1 and MS2 signals in positive and negative ionization modes. In total, 37 chemical compounds (endogenous and exogenous) were identified belonging to different classes and origins, such as several sesquiterpene lactones or flavonoids that play a key role in the secondary metabolism of plants. Subsequent statistical and chemometric analyses highlighted that the sampling campaign season had a greater effect on the metabolomic profile than the type of water used for irrigation. Based on these findings, reclaimed waters did not exhibit sufficient influence on the rhizosphere to be discarded as a potential alternative for use in the agricultural industry.
format Article
id doaj-art-589d5b606bde4e438c8a0d6984fd93ea
institution Directory of Open Access Journals
issn 2772-5774
language English
publishDate 2025-03-01
publisher Elsevier
record_format Article
spelling doaj-art-589d5b606bde4e438c8a0d6984fd93ea2025-08-20T01:01:56ZengElsevierGreen Analytical Chemistry2772-57742025-03-011210020310.1016/j.greeac.2024.100203Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics methodCarlos Pérez-López0Lúcia H.M.L.M. Santos1Antoni Ginebreda2Lucas L. Alonso3Gianluigi Buttiglieri4Evangelos Statiris5Damia Barcelo6Sara Rodriguez-Mozaz7Roma Tauler8Department of Environmental Chemistry, Institute of Environmental Assessment and Water Research (IDAEA-CSIC), C/ Jordi Girona 18-26, Barcelona, 08034, SpainCatalan Institute for Water Research (ICRA-CERCA), Spain; Institute of Natural Resources and Agrobiology of Salamanca (IRNASA-CSIC), Salamanca, SpainDepartment of Environmental Chemistry, Institute of Environmental Assessment and Water Research (IDAEA-CSIC), C/ Jordi Girona 18-26, Barcelona, 08034, SpainCatalan Institute for Water Research (ICRA-CERCA), Spain; University of Girona, SpainCatalan Institute for Water Research (ICRA-CERCA), Spain; University of Girona, SpainNational Technical University of Athens, GreeceDepartment of Environmental Chemistry, Institute of Environmental Assessment and Water Research (IDAEA-CSIC), C/ Jordi Girona 18-26, Barcelona, 08034, Spain; University of Almeria, SpainCatalan Institute for Water Research (ICRA-CERCA), Spain; University of Girona, SpainDepartment of Environmental Chemistry, Institute of Environmental Assessment and Water Research (IDAEA-CSIC), C/ Jordi Girona 18-26, Barcelona, 08034, Spain; Corresponding author.In recent decades, alternative water resources have been explored to address water scarcity; the use of reclaimed water in agricultural practices has been particularly studied. To evaluate the impact of different irrigation waters on lettuce cultures, 18 plants were grown across two seasons (fall and summer), using tap water as control, and two types of reclaimed water as substitute irrigation water sources. Samples were collected from the rhizosphere soil of the lettuces and were analyzed using Liquid Chromatography – High-Resolution Mass Spectrometry (LC-HRMS) with Data-Independent Acquisition (DIA). Non-target metabolomic profiling was performed using the Regions of Interest procedure (ROI), followed by Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) for simultaneous analysis of MS1 and MS2 signals in positive and negative ionization modes. In total, 37 chemical compounds (endogenous and exogenous) were identified belonging to different classes and origins, such as several sesquiterpene lactones or flavonoids that play a key role in the secondary metabolism of plants. Subsequent statistical and chemometric analyses highlighted that the sampling campaign season had a greater effect on the metabolomic profile than the type of water used for irrigation. Based on these findings, reclaimed waters did not exhibit sufficient influence on the rhizosphere to be discarded as a potential alternative for use in the agricultural industry.http://www.sciencedirect.com/science/article/pii/S2772577424001125ROIMCRNon-target analysisEnvironmental metabolomicsLettuce rhizosphereReclaimed water
spellingShingle Carlos Pérez-López
Lúcia H.M.L.M. Santos
Antoni Ginebreda
Lucas L. Alonso
Gianluigi Buttiglieri
Evangelos Statiris
Damia Barcelo
Sara Rodriguez-Mozaz
Roma Tauler
Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
ROIMCR
Non-target analysis
Environmental metabolomics
Lettuce rhizosphere
Reclaimed water
title Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
title_full Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
title_fullStr Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
title_full_unstemmed Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
title_short Changes in the rhizosphere metabolome profile of wastewater-irrigated lettuces (Lactuca sativa L.) highlighted using non-target HRMS and ROIMCR chemometrics method
title_sort changes in the rhizosphere metabolome profile of wastewater irrigated lettuces lactuca sativa l highlighted using non target hrms and roimcr chemometrics method
topic ROIMCR
Non-target analysis
Environmental metabolomics
Lettuce rhizosphere
Reclaimed water
url http://www.sciencedirect.com/science/article/pii/S2772577424001125
work_keys_str_mv AT carlosperezlopez changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT luciahmlmsantos changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT antoniginebreda changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT lucaslalonso changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT gianluigibuttiglieri changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT evangelosstatiris changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT damiabarcelo changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT sararodriguezmozaz changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod
AT romatauler changesintherhizospheremetabolomeprofileofwastewaterirrigatedlettuceslactucasativalhighlightedusingnontargethrmsandroimcrchemometricsmethod