Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs

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Tarwi (Lupinus mutabilis S.) is a legume native to the Andes, recognized for its high nutritional value, which gives it great potential in food security programs. Therefore, understanding and advancing the conservation of its morphological diversity is essential. In this study, 140 accessions from t...

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Autores: Peña-Elme, Eunice, Ortega-Quispe, Kevin, Enriquez-Pinedo, Lucia, Cerrón-Mercado, Francis, Amaro-Camarena, Nery, Girón-Aguilar, Carolina, Loayza-Loza, Hildo, Pizarro-Carcausto, Samuel
Formato: artículo
Fecha de Publicación:2025
Institución:Universidad Nacional de Trujillo
Repositorio:Revistas - Universidad Nacional de Trujillo
Lenguaje:inglés
español
OAI Identifier:oai:ojs.revistas.unitru.edu.pe:article/7067
Enlace del recurso:https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067
Nivel de acceso:acceso abierto
Materia:cultivars
conservation
germplasm
variability
photogrammetry
UAVs
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spelling Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVsPeña-Elme, Eunice Ortega-Quispe, Kevin Enriquez-Pinedo, Lucia Cerrón-Mercado, Francis Amaro-Camarena, Nery Girón-Aguilar, Carolina Loayza-Loza, Hildo Pizarro-Carcausto, Samuel cultivarsconservationgermplasmvariabilityphotogrammetryUAVsTarwi (Lupinus mutabilis S.) is a legume native to the Andes, recognized for its high nutritional value, which gives it great potential in food security programs. Therefore, understanding and advancing the conservation of its morphological diversity is essential. In this study, 140 accessions from the national germplasm collection of the National Institute of Agrarian Innovation of Peru were evaluated, along with two cultivars ("INIA 445 Masacanchino" and "Andenes 90"). A traditional agro-morphological characterization was conducted using 16 quantitative and 40 qualitative descriptors, complemented by phenological data obtained from time series of reflectance indices generated by Unmanned Aerial Vehicles (UAVs). Additionally, a principal component analysis (PCA) was applied to select the most relevant variables, and a clustering analysis along with a dendrogram was developed to classify the accessions. The results revealed significant differences between groups (p < 0.05) in terms of inflorescence length, number of pods on the main axis, number of primary branches, and yield per plant. Likewise, the morphological groups exhibited variations in phenophases derived from the Normalized Difference Vegetation Index (NDVI). Four morphological groups were identified: group 3 (G3) showed the highest growth rate followed by a decline, while group 4 (G4) stood out for its highest initial growth rate. Furthermore, the observed homogeneous phenological conditions indicated that groups 1 (G1) and 4 (G4) matured earlier, making them promising candidates for selection. These findings demonstrate the wide genetic variability of tarwi, which can be exploited in breeding programs for the development of new cultivars. Thus, the study highlights the importance of morphological characterization in understanding the variability of an understudied crop such as tarwi, contributing to conservation and promoting its protection and sustainability.Universidad Nacional de Trujillo2025-12-22info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheethttps://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067Scientia Agropecuaria; Vol. 17 Núm. 1 (2026): Enero-Marzo; 227-241Scientia Agropecuaria; Vol. 17 No. 1 (2026): Enero-Marzo; 227-2412306-67412077-9917reponame:Revistas - Universidad Nacional de Trujilloinstname:Universidad Nacional de Trujilloinstacron:UNITRUengspahttps://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067/7098https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067/7101Derechos de autor 2025 Scientia Agropecuariahttps://creativecommons.org/licenses/by-nc/4.0info:eu-repo/semantics/openAccessoai:ojs.revistas.unitru.edu.pe:article/70672025-12-22T12:28:40Z
dc.title.none.fl_str_mv Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
title Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
spellingShingle Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
Peña-Elme, Eunice
cultivars
conservation
germplasm
variability
photogrammetry
UAVs
title_short Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
title_full Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
title_fullStr Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
title_full_unstemmed Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
title_sort Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
dc.creator.none.fl_str_mv Peña-Elme, Eunice
Ortega-Quispe, Kevin
Enriquez-Pinedo, Lucia
Cerrón-Mercado, Francis
Amaro-Camarena, Nery
Girón-Aguilar, Carolina
Loayza-Loza, Hildo
Pizarro-Carcausto, Samuel
author Peña-Elme, Eunice
author_facet Peña-Elme, Eunice
Ortega-Quispe, Kevin
Enriquez-Pinedo, Lucia
Cerrón-Mercado, Francis
Amaro-Camarena, Nery
Girón-Aguilar, Carolina
Loayza-Loza, Hildo
Pizarro-Carcausto, Samuel
author_role author
author2 Ortega-Quispe, Kevin
Enriquez-Pinedo, Lucia
Cerrón-Mercado, Francis
Amaro-Camarena, Nery
Girón-Aguilar, Carolina
Loayza-Loza, Hildo
Pizarro-Carcausto, Samuel
author2_role author
author
author
author
author
author
author
dc.subject.none.fl_str_mv cultivars
conservation
germplasm
variability
photogrammetry
UAVs
topic cultivars
conservation
germplasm
variability
photogrammetry
UAVs
description Tarwi (Lupinus mutabilis S.) is a legume native to the Andes, recognized for its high nutritional value, which gives it great potential in food security programs. Therefore, understanding and advancing the conservation of its morphological diversity is essential. In this study, 140 accessions from the national germplasm collection of the National Institute of Agrarian Innovation of Peru were evaluated, along with two cultivars ("INIA 445 Masacanchino" and "Andenes 90"). A traditional agro-morphological characterization was conducted using 16 quantitative and 40 qualitative descriptors, complemented by phenological data obtained from time series of reflectance indices generated by Unmanned Aerial Vehicles (UAVs). Additionally, a principal component analysis (PCA) was applied to select the most relevant variables, and a clustering analysis along with a dendrogram was developed to classify the accessions. The results revealed significant differences between groups (p < 0.05) in terms of inflorescence length, number of pods on the main axis, number of primary branches, and yield per plant. Likewise, the morphological groups exhibited variations in phenophases derived from the Normalized Difference Vegetation Index (NDVI). Four morphological groups were identified: group 3 (G3) showed the highest growth rate followed by a decline, while group 4 (G4) stood out for its highest initial growth rate. Furthermore, the observed homogeneous phenological conditions indicated that groups 1 (G1) and 4 (G4) matured earlier, making them promising candidates for selection. These findings demonstrate the wide genetic variability of tarwi, which can be exploited in breeding programs for the development of new cultivars. Thus, the study highlights the importance of morphological characterization in understanding the variability of an understudied crop such as tarwi, contributing to conservation and promoting its protection and sustainability.
publishDate 2025
dc.date.none.fl_str_mv 2025-12-22
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067
url https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067
dc.language.none.fl_str_mv eng
spa
language eng
spa
dc.relation.none.fl_str_mv https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067/7098
https://revistas.unitru.edu.pe/index.php/scientiaagrop/article/view/7067/7101
dc.rights.none.fl_str_mv Derechos de autor 2025 Scientia Agropecuaria
https://creativecommons.org/licenses/by-nc/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Derechos de autor 2025 Scientia Agropecuaria
https://creativecommons.org/licenses/by-nc/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
application/vnd.openxmlformats-officedocument.spreadsheetml.sheet
dc.publisher.none.fl_str_mv Universidad Nacional de Trujillo
publisher.none.fl_str_mv Universidad Nacional de Trujillo
dc.source.none.fl_str_mv Scientia Agropecuaria; Vol. 17 Núm. 1 (2026): Enero-Marzo; 227-241
Scientia Agropecuaria; Vol. 17 No. 1 (2026): Enero-Marzo; 227-241
2306-6741
2077-9917
reponame:Revistas - Universidad Nacional de Trujillo
instname:Universidad Nacional de Trujillo
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instname_str Universidad Nacional de Trujillo
instacron_str UNITRU
institution UNITRU
reponame_str Revistas - Universidad Nacional de Trujillo
collection Revistas - Universidad Nacional de Trujillo
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