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...
| Published in: | Green Analytical Chemistry |
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| Main Authors: | , , , , , , , , |
| Format: | Article |
| Language: | English |
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Elsevier
2025-03-01
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2772577424001125 |
| _version_ | 1849895483889156096 |
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| 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 |
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