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Image analysis of Moroccan carob seeds (Ceratonia siliqua L.) revealed substantial intraspecific variations depending on climate and geographic origin
Background The carob tree ( Ceratonia siliqua L.) is one of the most iconic tree species of the Mediterranean region, with valuable economic, ecological and cultural value. Carob has been exploited around the Mediterranean region since antiquity and has been regarded as an important component of nat...
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Published in: | Ecological processes 2022-04, Vol.11 (1), p.1-14, Article 34 |
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creator | Kassout, Jalal Hmimsa, Younes El Fatehi, Salama El Ouahrani, Abdeltif Kadaoui, Khalil Chakkour, Soufian Ariza-Mateos, David Palacios-Rodríguez, Guillermo Navarro-Cerrillo, Rafael Ater, Mohammed |
description | Background
The carob tree (
Ceratonia siliqua
L.) is one of the most iconic tree species of the Mediterranean region, with valuable economic, ecological and cultural value. Carob has been exploited around the Mediterranean region since antiquity and has been regarded as an important component of natural habitats and traditional agroecosystems. Several studies have focused on its morphological, biochemical, and genetic diversity. However, less is known about the intraspecific variation of seed traits. In this regard, and as an overall objective, we intend to evaluate the amplitude and the expression of intraspecific variations of carob seed traits at different ecological scales ranging from individual trees to different geographical landscapes. In addition, we investigated how the climate along the study area affects the extent of carob seed variability. Using image analysis techniques, we measured seven traits related to the size and the shape of 1740 seeds collected from 18 populations of spontaneous
C. siliqua
distributed along a latitudinal transect in Morocco under different bioclimatic conditions.
Results
The morphometric analysis of carob seed showed the effectiveness of adopted approach to highlight the amount and the amplitude of intraspecific variation according to geographic and climatic factors. Seed trait analysis revealed high intraspecific variability, explained by differences between and among carob populations and geographic zones. Seed area, perimeter, length, and width showed the largest variability between geographic zones. However, circularity, aspect ratio, and seed roundness showed higher variability at the tree level. Finally, our results show that seed traits vary depending on altitude and climate condition.
Conclusions
Revealing the amount and the structure of intraspecific traits variability of carob seed provides interesting insights to understand the mechanisms underlying trees adaptation to various environmental and ecological conditions. Therefore, intraspecific variation of seed traits should be integrated into trait-based functional ecology to assess plant species responses to environmental changes. |
doi_str_mv | 10.1186/s13717-022-00378-w |
format | article |
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The carob tree (
Ceratonia siliqua
L.) is one of the most iconic tree species of the Mediterranean region, with valuable economic, ecological and cultural value. Carob has been exploited around the Mediterranean region since antiquity and has been regarded as an important component of natural habitats and traditional agroecosystems. Several studies have focused on its morphological, biochemical, and genetic diversity. However, less is known about the intraspecific variation of seed traits. In this regard, and as an overall objective, we intend to evaluate the amplitude and the expression of intraspecific variations of carob seed traits at different ecological scales ranging from individual trees to different geographical landscapes. In addition, we investigated how the climate along the study area affects the extent of carob seed variability. Using image analysis techniques, we measured seven traits related to the size and the shape of 1740 seeds collected from 18 populations of spontaneous
C. siliqua
distributed along a latitudinal transect in Morocco under different bioclimatic conditions.
Results
The morphometric analysis of carob seed showed the effectiveness of adopted approach to highlight the amount and the amplitude of intraspecific variation according to geographic and climatic factors. Seed trait analysis revealed high intraspecific variability, explained by differences between and among carob populations and geographic zones. Seed area, perimeter, length, and width showed the largest variability between geographic zones. However, circularity, aspect ratio, and seed roundness showed higher variability at the tree level. Finally, our results show that seed traits vary depending on altitude and climate condition.
Conclusions
Revealing the amount and the structure of intraspecific traits variability of carob seed provides interesting insights to understand the mechanisms underlying trees adaptation to various environmental and ecological conditions. Therefore, intraspecific variation of seed traits should be integrated into trait-based functional ecology to assess plant species responses to environmental changes.</description><identifier>ISSN: 2192-1709</identifier><identifier>EISSN: 2192-1709</identifier><identifier>DOI: 10.1186/s13717-022-00378-w</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Agricultural ecosystems ; Amplitude ; Amplitudes ; Analysis ; Area ; Aspect ratio ; Bioclimatology ; Carob ; Carob tree ; Ceratonia siliqua ; Climate ; Climatic conditions ; Earth and Environmental Science ; Ecological conditions ; Economics ; Environment ; Environmental changes ; Genetic diversity ; Genetic variation ; Image analysis ; Image processing ; Intraspecific variation ; Morocco ; Morphometry ; Plant species ; Populations ; Roundness ; Seed traits ; Seeds ; Shape ; Trees ; Variability</subject><ispartof>Ecological processes, 2022-04, Vol.11 (1), p.1-14, Article 34</ispartof><rights>The Author(s) 2022</rights><rights>The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c398t-b46195a5c569379af97e9ad5e4b01512a25f7afcc4a3e46bd3bc2279233fd0a23</citedby><cites>FETCH-LOGICAL-c398t-b46195a5c569379af97e9ad5e4b01512a25f7afcc4a3e46bd3bc2279233fd0a23</cites><orcidid>0000-0002-3702-2751</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2654959529/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2654959529?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>314,780,784,25752,27923,27924,37011,44589,74997</link.rule.ids></links><search><creatorcontrib>Kassout, Jalal</creatorcontrib><creatorcontrib>Hmimsa, Younes</creatorcontrib><creatorcontrib>El Fatehi, Salama</creatorcontrib><creatorcontrib>El Ouahrani, Abdeltif</creatorcontrib><creatorcontrib>Kadaoui, Khalil</creatorcontrib><creatorcontrib>Chakkour, Soufian</creatorcontrib><creatorcontrib>Ariza-Mateos, David</creatorcontrib><creatorcontrib>Palacios-Rodríguez, Guillermo</creatorcontrib><creatorcontrib>Navarro-Cerrillo, Rafael</creatorcontrib><creatorcontrib>Ater, Mohammed</creatorcontrib><title>Image analysis of Moroccan carob seeds (Ceratonia siliqua L.) revealed substantial intraspecific variations depending on climate and geographic origin</title><title>Ecological processes</title><addtitle>Ecol Process</addtitle><description>Background
The carob tree (
Ceratonia siliqua
L.) is one of the most iconic tree species of the Mediterranean region, with valuable economic, ecological and cultural value. Carob has been exploited around the Mediterranean region since antiquity and has been regarded as an important component of natural habitats and traditional agroecosystems. Several studies have focused on its morphological, biochemical, and genetic diversity. However, less is known about the intraspecific variation of seed traits. In this regard, and as an overall objective, we intend to evaluate the amplitude and the expression of intraspecific variations of carob seed traits at different ecological scales ranging from individual trees to different geographical landscapes. In addition, we investigated how the climate along the study area affects the extent of carob seed variability. Using image analysis techniques, we measured seven traits related to the size and the shape of 1740 seeds collected from 18 populations of spontaneous
C. siliqua
distributed along a latitudinal transect in Morocco under different bioclimatic conditions.
Results
The morphometric analysis of carob seed showed the effectiveness of adopted approach to highlight the amount and the amplitude of intraspecific variation according to geographic and climatic factors. Seed trait analysis revealed high intraspecific variability, explained by differences between and among carob populations and geographic zones. Seed area, perimeter, length, and width showed the largest variability between geographic zones. However, circularity, aspect ratio, and seed roundness showed higher variability at the tree level. Finally, our results show that seed traits vary depending on altitude and climate condition.
Conclusions
Revealing the amount and the structure of intraspecific traits variability of carob seed provides interesting insights to understand the mechanisms underlying trees adaptation to various environmental and ecological conditions. Therefore, intraspecific variation of seed traits should be integrated into trait-based functional ecology to assess plant species responses to environmental changes.</description><subject>Agricultural ecosystems</subject><subject>Amplitude</subject><subject>Amplitudes</subject><subject>Analysis</subject><subject>Area</subject><subject>Aspect ratio</subject><subject>Bioclimatology</subject><subject>Carob</subject><subject>Carob tree</subject><subject>Ceratonia siliqua</subject><subject>Climate</subject><subject>Climatic conditions</subject><subject>Earth and Environmental Science</subject><subject>Ecological conditions</subject><subject>Economics</subject><subject>Environment</subject><subject>Environmental changes</subject><subject>Genetic diversity</subject><subject>Genetic variation</subject><subject>Image analysis</subject><subject>Image processing</subject><subject>Intraspecific variation</subject><subject>Morocco</subject><subject>Morphometry</subject><subject>Plant species</subject><subject>Populations</subject><subject>Roundness</subject><subject>Seed traits</subject><subject>Seeds</subject><subject>Shape</subject><subject>Trees</subject><subject>Variability</subject><issn>2192-1709</issn><issn>2192-1709</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp9kc1u1DAUhSMEElXpC7CyxAYWKf5J4niJRlBGmooNrK0b-zp4lNqp7WnVF-nz4jYIWOHNtaxzvmPd0zRvGb1kbBw-ZiYkky3lvKVUyLG9f9GccaZ4yyRVL_-5v24ucj7SelTHOiXPmsf9DcxIIMDykH0m0ZHrmKIxEIiBFCeSEW0m73eYoMTggWS_-NsTkMPlB5LwDmFBS_JpygVC8bAQH0qCvKLxzhtyB8lD8TFkYnHFYH2YSaz0xd9AeYq2ZMY4J1h_VnlMfvbhTfPKwZLx4vc8b358-fx997U9fLva7z4dWiPUWNqpG5jqoTf9oIRU4JREBbbHbqKsZxx47yQ4YzoQ2A2TFZPhXCouhLMUuDhv9hvXRjjqNdUvpQcdwevnh5hmDal4s6A2k7PWuE4C0k4NA9QQOw6cAhgqzVhZ7zbWmuLtCXPRx3hKdbFZ86HvVK96rqqKbyqTYs4J3Z9URvVTnXqrU9c69XOd-r6axGbKVRxmTH_R_3H9ArQSpnU</recordid><startdate>20220425</startdate><enddate>20220425</enddate><creator>Kassout, Jalal</creator><creator>Hmimsa, Younes</creator><creator>El Fatehi, Salama</creator><creator>El Ouahrani, Abdeltif</creator><creator>Kadaoui, Khalil</creator><creator>Chakkour, Soufian</creator><creator>Ariza-Mateos, David</creator><creator>Palacios-Rodríguez, Guillermo</creator><creator>Navarro-Cerrillo, Rafael</creator><creator>Ater, Mohammed</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><general>SpringerOpen</general><scope>C6C</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>8FE</scope><scope>8FH</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>GNUQQ</scope><scope>H95</scope><scope>HCIFZ</scope><scope>L.G</scope><scope>LK8</scope><scope>M7P</scope><scope>PATMY</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PYCSY</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-3702-2751</orcidid></search><sort><creationdate>20220425</creationdate><title>Image analysis of Moroccan carob seeds (Ceratonia siliqua L.) revealed substantial intraspecific variations depending on climate and geographic origin</title><author>Kassout, Jalal ; Hmimsa, Younes ; El Fatehi, Salama ; El Ouahrani, Abdeltif ; Kadaoui, Khalil ; Chakkour, Soufian ; Ariza-Mateos, David ; Palacios-Rodríguez, Guillermo ; Navarro-Cerrillo, Rafael ; Ater, Mohammed</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c398t-b46195a5c569379af97e9ad5e4b01512a25f7afcc4a3e46bd3bc2279233fd0a23</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Agricultural ecosystems</topic><topic>Amplitude</topic><topic>Amplitudes</topic><topic>Analysis</topic><topic>Area</topic><topic>Aspect ratio</topic><topic>Bioclimatology</topic><topic>Carob</topic><topic>Carob tree</topic><topic>Ceratonia siliqua</topic><topic>Climate</topic><topic>Climatic conditions</topic><topic>Earth and Environmental Science</topic><topic>Ecological conditions</topic><topic>Economics</topic><topic>Environment</topic><topic>Environmental changes</topic><topic>Genetic diversity</topic><topic>Genetic variation</topic><topic>Image analysis</topic><topic>Image processing</topic><topic>Intraspecific variation</topic><topic>Morocco</topic><topic>Morphometry</topic><topic>Plant species</topic><topic>Populations</topic><topic>Roundness</topic><topic>Seed traits</topic><topic>Seeds</topic><topic>Shape</topic><topic>Trees</topic><topic>Variability</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kassout, Jalal</creatorcontrib><creatorcontrib>Hmimsa, Younes</creatorcontrib><creatorcontrib>El Fatehi, Salama</creatorcontrib><creatorcontrib>El Ouahrani, Abdeltif</creatorcontrib><creatorcontrib>Kadaoui, Khalil</creatorcontrib><creatorcontrib>Chakkour, Soufian</creatorcontrib><creatorcontrib>Ariza-Mateos, David</creatorcontrib><creatorcontrib>Palacios-Rodríguez, Guillermo</creatorcontrib><creatorcontrib>Navarro-Cerrillo, Rafael</creatorcontrib><creatorcontrib>Ater, Mohammed</creatorcontrib><collection>Springer Nature OA Free Journals</collection><collection>CrossRef</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest One Sustainability</collection><collection>ProQuest Central</collection><collection>Agricultural & Environmental Science Collection</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>ProQuest Central Student</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 1: Biological Sciences & Living Resources</collection><collection>SciTech Premium Collection</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><collection>ProQuest Biological Science Collection</collection><collection>Biological Science Database</collection><collection>Environmental Science Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Environmental Science Collection</collection><collection>Open Access: DOAJ - Directory of Open Access Journals</collection><jtitle>Ecological processes</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kassout, Jalal</au><au>Hmimsa, Younes</au><au>El Fatehi, Salama</au><au>El Ouahrani, Abdeltif</au><au>Kadaoui, Khalil</au><au>Chakkour, Soufian</au><au>Ariza-Mateos, David</au><au>Palacios-Rodríguez, Guillermo</au><au>Navarro-Cerrillo, Rafael</au><au>Ater, Mohammed</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Image analysis of Moroccan carob seeds (Ceratonia siliqua L.) revealed substantial intraspecific variations depending on climate and geographic origin</atitle><jtitle>Ecological processes</jtitle><stitle>Ecol Process</stitle><date>2022-04-25</date><risdate>2022</risdate><volume>11</volume><issue>1</issue><spage>1</spage><epage>14</epage><pages>1-14</pages><artnum>34</artnum><issn>2192-1709</issn><eissn>2192-1709</eissn><abstract>Background
The carob tree (
Ceratonia siliqua
L.) is one of the most iconic tree species of the Mediterranean region, with valuable economic, ecological and cultural value. Carob has been exploited around the Mediterranean region since antiquity and has been regarded as an important component of natural habitats and traditional agroecosystems. Several studies have focused on its morphological, biochemical, and genetic diversity. However, less is known about the intraspecific variation of seed traits. In this regard, and as an overall objective, we intend to evaluate the amplitude and the expression of intraspecific variations of carob seed traits at different ecological scales ranging from individual trees to different geographical landscapes. In addition, we investigated how the climate along the study area affects the extent of carob seed variability. Using image analysis techniques, we measured seven traits related to the size and the shape of 1740 seeds collected from 18 populations of spontaneous
C. siliqua
distributed along a latitudinal transect in Morocco under different bioclimatic conditions.
Results
The morphometric analysis of carob seed showed the effectiveness of adopted approach to highlight the amount and the amplitude of intraspecific variation according to geographic and climatic factors. Seed trait analysis revealed high intraspecific variability, explained by differences between and among carob populations and geographic zones. Seed area, perimeter, length, and width showed the largest variability between geographic zones. However, circularity, aspect ratio, and seed roundness showed higher variability at the tree level. Finally, our results show that seed traits vary depending on altitude and climate condition.
Conclusions
Revealing the amount and the structure of intraspecific traits variability of carob seed provides interesting insights to understand the mechanisms underlying trees adaptation to various environmental and ecological conditions. Therefore, intraspecific variation of seed traits should be integrated into trait-based functional ecology to assess plant species responses to environmental changes.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><doi>10.1186/s13717-022-00378-w</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-3702-2751</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Agricultural ecosystems Amplitude Amplitudes Analysis Area Aspect ratio Bioclimatology Carob Carob tree Ceratonia siliqua Climate Climatic conditions Earth and Environmental Science Ecological conditions Economics Environment Environmental changes Genetic diversity Genetic variation Image analysis Image processing Intraspecific variation Morocco Morphometry Plant species Populations Roundness Seed traits Seeds Shape Trees Variability |
title | Image analysis of Moroccan carob seeds (Ceratonia siliqua L.) revealed substantial intraspecific variations depending on climate and geographic origin |
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