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description Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2019 United StatesPublisher:Springer Science and Business Media LLC Pubudu P. Handakumbura; Bryan Stanfill; Albert Rivas-Ubach; Dan Fortin; John P. Vogel; Christer Jansson;AbstractPredicting phenotypic expression from genomic and environmental information is arguably the greatest challenge in today’s biology. Being able to survey genomic content, e.g., as single-nucleotide polymorphism data, within a diverse population and predict the phenotypes of external traits, represents the holy grail across genome-informed disciplines, from personal medicine and nutrition to plant breeding. In the present study, we propose a two-step procedure in bridging the genome to phenome gap where external phenotypes are viewed as emergent properties of internal phenotypes, such as molecular profiles, in interaction with the environment. Using biomass accumulation and shoot-root allometry as external traits in diverse genotypes of the model grass Brachypodium distachyon, we established correlative models between genotypes and metabolite profiles (metabotypes) as internal phenotypes, and between metabotypes and external phenotypes under two contrasting watering regimes. Our results demonstrate the potential for employing metabotypes as an integrator in predicting external phenotypes from genomic information.
University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 28 citations 28 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2019 United StatesPublisher:Springer Science and Business Media LLC Pubudu P. Handakumbura; Bryan Stanfill; Albert Rivas-Ubach; Dan Fortin; John P. Vogel; Christer Jansson;AbstractPredicting phenotypic expression from genomic and environmental information is arguably the greatest challenge in today’s biology. Being able to survey genomic content, e.g., as single-nucleotide polymorphism data, within a diverse population and predict the phenotypes of external traits, represents the holy grail across genome-informed disciplines, from personal medicine and nutrition to plant breeding. In the present study, we propose a two-step procedure in bridging the genome to phenome gap where external phenotypes are viewed as emergent properties of internal phenotypes, such as molecular profiles, in interaction with the environment. Using biomass accumulation and shoot-root allometry as external traits in diverse genotypes of the model grass Brachypodium distachyon, we established correlative models between genotypes and metabolite profiles (metabotypes) as internal phenotypes, and between metabotypes and external phenotypes under two contrasting watering regimes. Our results demonstrate the potential for employing metabotypes as an integrator in predicting external phenotypes from genomic information.
University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 28 citations 28 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Journal 2017 Spain, Germany, Spain, Italy, FrancePublisher:MDPI AG Funded by:EC | IMBALANCE-PEC| IMBALANCE-PJosep Peñuelas; Jordi Sardans; Iolanda Filella; Marc Estiarte; Joan Llusià; Romà Ogaya; Jofre Carnicer; Mireia Bartrons; Albert Rivas-Ubach; Oriol Grau; Guille Peguero; Olga Margalef; Sergi Pla-Rabés; Constantí Stefanescu; Dolores Asensio; Catherine Preece; Lei Liu; Aleixandre Verger; Adrià Barbeta; Ander Achotegui-Castells; Albert Gargallo-Garriga; Dominik Sperlich; Gerard Farré-Armengol; Marcos Fernández-Martínez; Daijun Liu; Chao Zhang; Ifigenia Urbina; Marta Camino-Serrano; Maria Vives-Ingla; Benjamin Stocker; Manuela Balzarolo; Rossella Guerrieri; Marc Peaucelle; Sara Marañón-Jiménez; Kevin Bórnez-Mejías; Zhaobin Mu; Adrià Descals; Alejandro Castellanos; Jaume Terradas;doi: 10.3390/f8120463
handle: 11585/704617
The increase in aridity, mainly by decreases in precipitation but also by higher temperatures, is likely the main threat to the diversity and survival of Mediterranean forests. Changes in land use, including the abandonment of extensive crop activities, mainly in mountains and remote areas, and the increases in human settlements and demand for more resources with the resulting fragmentation of the landscape, hinder the establishment of appropriate management tools to protect Mediterranean forests and their provision of services and biodiversity. Experiments and observations indicate that if changes in climate, land use and other components of global change, such as pollution and overexploitation of resources, continue, the resilience of many forests will likely be exceeded, altering their structure and function and changing, mostly decreasing, their capacity to continue to provide their current services. A consistent assessment of the impacts of the changes, however, remains elusive due to the difficulty of obtaining simultaneous and complete data for all scales of the impacts in the same forests, areas and regions. We review the impacts of climate change and other components of global change and their interactions on the terrestrial forests of Mediterranean regions, with special attention to their impacts on ecosystem services. Management tools for counteracting the negative effects of global change on Mediterranean ecosystem- services are finally discussed.
Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 133 citations 133 popularity Top 1% influence Top 10% impulse Top 1% Powered by BIP!
visibility 67visibility views 67 download downloads 60 Powered bymore_vert Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Journal 2017 Spain, Germany, Spain, Italy, FrancePublisher:MDPI AG Funded by:EC | IMBALANCE-PEC| IMBALANCE-PJosep Peñuelas; Jordi Sardans; Iolanda Filella; Marc Estiarte; Joan Llusià; Romà Ogaya; Jofre Carnicer; Mireia Bartrons; Albert Rivas-Ubach; Oriol Grau; Guille Peguero; Olga Margalef; Sergi Pla-Rabés; Constantí Stefanescu; Dolores Asensio; Catherine Preece; Lei Liu; Aleixandre Verger; Adrià Barbeta; Ander Achotegui-Castells; Albert Gargallo-Garriga; Dominik Sperlich; Gerard Farré-Armengol; Marcos Fernández-Martínez; Daijun Liu; Chao Zhang; Ifigenia Urbina; Marta Camino-Serrano; Maria Vives-Ingla; Benjamin Stocker; Manuela Balzarolo; Rossella Guerrieri; Marc Peaucelle; Sara Marañón-Jiménez; Kevin Bórnez-Mejías; Zhaobin Mu; Adrià Descals; Alejandro Castellanos; Jaume Terradas;doi: 10.3390/f8120463
handle: 11585/704617
The increase in aridity, mainly by decreases in precipitation but also by higher temperatures, is likely the main threat to the diversity and survival of Mediterranean forests. Changes in land use, including the abandonment of extensive crop activities, mainly in mountains and remote areas, and the increases in human settlements and demand for more resources with the resulting fragmentation of the landscape, hinder the establishment of appropriate management tools to protect Mediterranean forests and their provision of services and biodiversity. Experiments and observations indicate that if changes in climate, land use and other components of global change, such as pollution and overexploitation of resources, continue, the resilience of many forests will likely be exceeded, altering their structure and function and changing, mostly decreasing, their capacity to continue to provide their current services. A consistent assessment of the impacts of the changes, however, remains elusive due to the difficulty of obtaining simultaneous and complete data for all scales of the impacts in the same forests, areas and regions. We review the impacts of climate change and other components of global change and their interactions on the terrestrial forests of Mediterranean regions, with special attention to their impacts on ecosystem services. Management tools for counteracting the negative effects of global change on Mediterranean ecosystem- services are finally discussed.
Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 133 citations 133 popularity Top 1% influence Top 10% impulse Top 1% Powered by BIP!
visibility 67visibility views 67 download downloads 60 Powered bymore_vert Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2020 United StatesPublisher:Springer Science and Business Media LLC Funded by:NSF | Collaborative Research: I...NSF| Collaborative Research: Impact of Climate Warming and Ocean Carbonation on Eelgrass (Zostera marina L.)Authors: Albert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; +2 AuthorsAlbert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; Nicholas D. Ward; Nicholas D. Ward;AbstractAs CO2 levels in Earth’s atmosphere and oceans steadily rise, varying organismal responses may produce ecological losers and winners. Increased ocean CO2 can enhance seagrass productivity and thermal tolerance, providing some compensation for climate warming. However, the metabolic shifts driving the positive response to elevated CO2 by these important ecosystem engineers remain unknown. We analyzed whole-plant performance and metabolic profiles of two geographically distinct eelgrass (Zostera marina L.) populations in response to CO2 enrichment. In addition to enhancing overall plant size, growth and survival, CO2 enrichment increased the abundance of Calvin Cycle and nitrogen assimilation metabolites while suppressing the abundance of stress-related metabolites. Overall metabolome differences between populations suggest that some eelgrass phenotypes may be better suited than others to cope with an increasingly hot and sour sea. Our results suggest that seagrass populations will respond variably, but overall positively, to increasing CO2 concentrations, generating negative feedbacks to climate change.
Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 23 citations 23 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2020 United StatesPublisher:Springer Science and Business Media LLC Funded by:NSF | Collaborative Research: I...NSF| Collaborative Research: Impact of Climate Warming and Ocean Carbonation on Eelgrass (Zostera marina L.)Authors: Albert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; +2 AuthorsAlbert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; Nicholas D. Ward; Nicholas D. Ward;AbstractAs CO2 levels in Earth’s atmosphere and oceans steadily rise, varying organismal responses may produce ecological losers and winners. Increased ocean CO2 can enhance seagrass productivity and thermal tolerance, providing some compensation for climate warming. However, the metabolic shifts driving the positive response to elevated CO2 by these important ecosystem engineers remain unknown. We analyzed whole-plant performance and metabolic profiles of two geographically distinct eelgrass (Zostera marina L.) populations in response to CO2 enrichment. In addition to enhancing overall plant size, growth and survival, CO2 enrichment increased the abundance of Calvin Cycle and nitrogen assimilation metabolites while suppressing the abundance of stress-related metabolites. Overall metabolome differences between populations suggest that some eelgrass phenotypes may be better suited than others to cope with an increasingly hot and sour sea. Our results suggest that seagrass populations will respond variably, but overall positively, to increasing CO2 concentrations, generating negative feedbacks to climate change.
Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 23 citations 23 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu
description Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2019 United StatesPublisher:Springer Science and Business Media LLC Pubudu P. Handakumbura; Bryan Stanfill; Albert Rivas-Ubach; Dan Fortin; John P. Vogel; Christer Jansson;AbstractPredicting phenotypic expression from genomic and environmental information is arguably the greatest challenge in today’s biology. Being able to survey genomic content, e.g., as single-nucleotide polymorphism data, within a diverse population and predict the phenotypes of external traits, represents the holy grail across genome-informed disciplines, from personal medicine and nutrition to plant breeding. In the present study, we propose a two-step procedure in bridging the genome to phenome gap where external phenotypes are viewed as emergent properties of internal phenotypes, such as molecular profiles, in interaction with the environment. Using biomass accumulation and shoot-root allometry as external traits in diverse genotypes of the model grass Brachypodium distachyon, we established correlative models between genotypes and metabolite profiles (metabotypes) as internal phenotypes, and between metabotypes and external phenotypes under two contrasting watering regimes. Our results demonstrate the potential for employing metabotypes as an integrator in predicting external phenotypes from genomic information.
University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 28 citations 28 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2019 United StatesPublisher:Springer Science and Business Media LLC Pubudu P. Handakumbura; Bryan Stanfill; Albert Rivas-Ubach; Dan Fortin; John P. Vogel; Christer Jansson;AbstractPredicting phenotypic expression from genomic and environmental information is arguably the greatest challenge in today’s biology. Being able to survey genomic content, e.g., as single-nucleotide polymorphism data, within a diverse population and predict the phenotypes of external traits, represents the holy grail across genome-informed disciplines, from personal medicine and nutrition to plant breeding. In the present study, we propose a two-step procedure in bridging the genome to phenome gap where external phenotypes are viewed as emergent properties of internal phenotypes, such as molecular profiles, in interaction with the environment. Using biomass accumulation and shoot-root allometry as external traits in diverse genotypes of the model grass Brachypodium distachyon, we established correlative models between genotypes and metabolite profiles (metabotypes) as internal phenotypes, and between metabotypes and external phenotypes under two contrasting watering regimes. Our results demonstrate the potential for employing metabotypes as an integrator in predicting external phenotypes from genomic information.
University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 28 citations 28 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert University of Califo... arrow_drop_down University of California: eScholarshipArticle . 2019Full-Text: https://escholarship.org/uc/item/9rp8p4vsData sources: Bielefeld Academic Search Engine (BASE)eScholarship - University of CaliforniaArticle . 2019Data sources: eScholarship - University of Californiaadd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-019-38483-0&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Journal 2017 Spain, Germany, Spain, Italy, FrancePublisher:MDPI AG Funded by:EC | IMBALANCE-PEC| IMBALANCE-PJosep Peñuelas; Jordi Sardans; Iolanda Filella; Marc Estiarte; Joan Llusià; Romà Ogaya; Jofre Carnicer; Mireia Bartrons; Albert Rivas-Ubach; Oriol Grau; Guille Peguero; Olga Margalef; Sergi Pla-Rabés; Constantí Stefanescu; Dolores Asensio; Catherine Preece; Lei Liu; Aleixandre Verger; Adrià Barbeta; Ander Achotegui-Castells; Albert Gargallo-Garriga; Dominik Sperlich; Gerard Farré-Armengol; Marcos Fernández-Martínez; Daijun Liu; Chao Zhang; Ifigenia Urbina; Marta Camino-Serrano; Maria Vives-Ingla; Benjamin Stocker; Manuela Balzarolo; Rossella Guerrieri; Marc Peaucelle; Sara Marañón-Jiménez; Kevin Bórnez-Mejías; Zhaobin Mu; Adrià Descals; Alejandro Castellanos; Jaume Terradas;doi: 10.3390/f8120463
handle: 11585/704617
The increase in aridity, mainly by decreases in precipitation but also by higher temperatures, is likely the main threat to the diversity and survival of Mediterranean forests. Changes in land use, including the abandonment of extensive crop activities, mainly in mountains and remote areas, and the increases in human settlements and demand for more resources with the resulting fragmentation of the landscape, hinder the establishment of appropriate management tools to protect Mediterranean forests and their provision of services and biodiversity. Experiments and observations indicate that if changes in climate, land use and other components of global change, such as pollution and overexploitation of resources, continue, the resilience of many forests will likely be exceeded, altering their structure and function and changing, mostly decreasing, their capacity to continue to provide their current services. A consistent assessment of the impacts of the changes, however, remains elusive due to the difficulty of obtaining simultaneous and complete data for all scales of the impacts in the same forests, areas and regions. We review the impacts of climate change and other components of global change and their interactions on the terrestrial forests of Mediterranean regions, with special attention to their impacts on ecosystem services. Management tools for counteracting the negative effects of global change on Mediterranean ecosystem- services are finally discussed.
Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 133 citations 133 popularity Top 1% influence Top 10% impulse Top 1% Powered by BIP!
visibility 67visibility views 67 download downloads 60 Powered bymore_vert Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Journal 2017 Spain, Germany, Spain, Italy, FrancePublisher:MDPI AG Funded by:EC | IMBALANCE-PEC| IMBALANCE-PJosep Peñuelas; Jordi Sardans; Iolanda Filella; Marc Estiarte; Joan Llusià; Romà Ogaya; Jofre Carnicer; Mireia Bartrons; Albert Rivas-Ubach; Oriol Grau; Guille Peguero; Olga Margalef; Sergi Pla-Rabés; Constantí Stefanescu; Dolores Asensio; Catherine Preece; Lei Liu; Aleixandre Verger; Adrià Barbeta; Ander Achotegui-Castells; Albert Gargallo-Garriga; Dominik Sperlich; Gerard Farré-Armengol; Marcos Fernández-Martínez; Daijun Liu; Chao Zhang; Ifigenia Urbina; Marta Camino-Serrano; Maria Vives-Ingla; Benjamin Stocker; Manuela Balzarolo; Rossella Guerrieri; Marc Peaucelle; Sara Marañón-Jiménez; Kevin Bórnez-Mejías; Zhaobin Mu; Adrià Descals; Alejandro Castellanos; Jaume Terradas;doi: 10.3390/f8120463
handle: 11585/704617
The increase in aridity, mainly by decreases in precipitation but also by higher temperatures, is likely the main threat to the diversity and survival of Mediterranean forests. Changes in land use, including the abandonment of extensive crop activities, mainly in mountains and remote areas, and the increases in human settlements and demand for more resources with the resulting fragmentation of the landscape, hinder the establishment of appropriate management tools to protect Mediterranean forests and their provision of services and biodiversity. Experiments and observations indicate that if changes in climate, land use and other components of global change, such as pollution and overexploitation of resources, continue, the resilience of many forests will likely be exceeded, altering their structure and function and changing, mostly decreasing, their capacity to continue to provide their current services. A consistent assessment of the impacts of the changes, however, remains elusive due to the difficulty of obtaining simultaneous and complete data for all scales of the impacts in the same forests, areas and regions. We review the impacts of climate change and other components of global change and their interactions on the terrestrial forests of Mediterranean regions, with special attention to their impacts on ecosystem services. Management tools for counteracting the negative effects of global change on Mediterranean ecosystem- services are finally discussed.
Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 133 citations 133 popularity Top 1% influence Top 10% impulse Top 1% Powered by BIP!
visibility 67visibility views 67 download downloads 60 Powered bymore_vert Archivio istituziona... arrow_drop_down Hyper Article en LigneArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentData sources: Hyper Article en LigneMémoires en Sciences de l'Information et de la CommunicationArticle . 2017License: CC BYFull-Text: https://hal.inrae.fr/hal-02628541/documentUniversity of Freiburg: FreiDokArticle . 2017Full-Text: https://freidok.uni-freiburg.de/data/15120Data sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017License: CC BYData sources: Recolector de Ciencia Abierta, RECOLECTADiposit Digital de Documents de la UABArticle . 2017License: CC BYData sources: Diposit Digital de Documents de la UABDiposit Digital de la Universitat de BarcelonaArticle . 2017License: CC BYData sources: Diposit Digital de la Universitat de BarcelonaInstitut National de la Recherche Agronomique: ProdINRAArticle . 2017License: CC-BY-ND-NCData sources: Bielefeld Academic Search Engine (BASE)Recolector de Ciencia Abierta, RECOLECTAArticle . 2017Data sources: Recolector de Ciencia Abierta, RECOLECTAhttp://dx.doi.org/10.3390/f812...Article . Peer-reviewedData sources: European Union Open Data Portaladd ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.3390/f8120463&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2020 United StatesPublisher:Springer Science and Business Media LLC Funded by:NSF | Collaborative Research: I...NSF| Collaborative Research: Impact of Climate Warming and Ocean Carbonation on Eelgrass (Zostera marina L.)Authors: Albert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; +2 AuthorsAlbert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; Nicholas D. Ward; Nicholas D. Ward;AbstractAs CO2 levels in Earth’s atmosphere and oceans steadily rise, varying organismal responses may produce ecological losers and winners. Increased ocean CO2 can enhance seagrass productivity and thermal tolerance, providing some compensation for climate warming. However, the metabolic shifts driving the positive response to elevated CO2 by these important ecosystem engineers remain unknown. We analyzed whole-plant performance and metabolic profiles of two geographically distinct eelgrass (Zostera marina L.) populations in response to CO2 enrichment. In addition to enhancing overall plant size, growth and survival, CO2 enrichment increased the abundance of Calvin Cycle and nitrogen assimilation metabolites while suppressing the abundance of stress-related metabolites. Overall metabolome differences between populations suggest that some eelgrass phenotypes may be better suited than others to cope with an increasingly hot and sour sea. Our results suggest that seagrass populations will respond variably, but overall positively, to increasing CO2 concentrations, generating negative feedbacks to climate change.
Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 23 citations 23 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eudescription Publicationkeyboard_double_arrow_right Article , Other literature type , Journal 2020 United StatesPublisher:Springer Science and Business Media LLC Funded by:NSF | Collaborative Research: I...NSF| Collaborative Research: Impact of Climate Warming and Ocean Carbonation on Eelgrass (Zostera marina L.)Authors: Albert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; +2 AuthorsAlbert Rivas-Ubach; Carmen C. Zayas-Santiago; Li-Jung Kuo; Richard C. Zimmerman; Nicholas D. Ward; Nicholas D. Ward;AbstractAs CO2 levels in Earth’s atmosphere and oceans steadily rise, varying organismal responses may produce ecological losers and winners. Increased ocean CO2 can enhance seagrass productivity and thermal tolerance, providing some compensation for climate warming. However, the metabolic shifts driving the positive response to elevated CO2 by these important ecosystem engineers remain unknown. We analyzed whole-plant performance and metabolic profiles of two geographically distinct eelgrass (Zostera marina L.) populations in response to CO2 enrichment. In addition to enhancing overall plant size, growth and survival, CO2 enrichment increased the abundance of Calvin Cycle and nitrogen assimilation metabolites while suppressing the abundance of stress-related metabolites. Overall metabolome differences between populations suggest that some eelgrass phenotypes may be better suited than others to cope with an increasingly hot and sour sea. Our results suggest that seagrass populations will respond variably, but overall positively, to increasing CO2 concentrations, generating negative feedbacks to climate change.
Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.euAccess RoutesGreen gold 23 citations 23 popularity Top 10% influence Average impulse Top 10% Powered by BIP!
more_vert Old Dominion Univers... arrow_drop_down Old Dominion University: ODU Digital CommonsArticle . 2020License: CC BYData sources: Bielefeld Academic Search Engine (BASE)add ClaimPlease grant OpenAIRE to access and update your ORCID works.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.This Research product is the result of merged Research products in OpenAIRE.
You have already added works in your ORCID record related to the merged Research product.All Research productsarrow_drop_down <script type="text/javascript"> <!-- document.write('<div id="oa_widget"></div>'); document.write('<script type="text/javascript" src="https://beta.openaire.eu/index.php?option=com_openaire&view=widget&format=raw&projectId=10.1038/s41598-020-61684-x&type=result"></script>'); --> </script>
For further information contact us at helpdesk@openaire.eu