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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Detalles Bibliográficos
Autores: Peña Elme, Eunice Corcas, Ortega Quispe, Kevin Abner, Enriquez Pinedo, Lucía Carolina, Cerrón Mercado, Francis Gladys, Amaro Camarena, Nery Amelia, Girón Aguilar, Rita Carolina, Loayza Loza, Hildo, Pizarro Carcausto, Samuel
Formato: artículo
Fecha de Publicación:2025
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inia.gob.pe:20.500.12955/2989
Enlace del recurso:http://hdl.handle.net/20.500.12955/2989
https://doi.org/10.17268/sci.agropecu.2026.016
Nivel de acceso:acceso abierto
Materia:Cultivars
Conservation
Germplasm
Variability
Photogrammetry
UAVs
Cultivares
Conservación
Germoplasma
Variabilidad
Fotogrametría
UAVs.
https://purl.org/pe-repo/ocde/ford#4.01.01
Lupinus mutabilis; Vehículo aéreo no tripulado; Unmanned aerial vehicles; Fotogrametría; Photogrammetry; Fenología; Phenology; Fitomejoramiento; Plant breeding; Leguminosa; Legumes
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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 Corcas
Cultivars
Conservation
Germplasm
Variability
Photogrammetry
UAVs
Cultivares
Conservación
Germoplasma
Variabilidad
Fotogrametría
UAVs.
https://purl.org/pe-repo/ocde/ford#4.01.01
Lupinus mutabilis; Vehículo aéreo no tripulado; Unmanned aerial vehicles; Fotogrametría; Photogrammetry; Fenología; Phenology; Fitomejoramiento; Plant breeding; Leguminosa; Legumes
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
author Peña Elme, Eunice Corcas
author_facet Peña Elme, Eunice Corcas
Ortega Quispe, Kevin Abner
Enriquez Pinedo, Lucía Carolina
Cerrón Mercado, Francis Gladys
Amaro Camarena, Nery Amelia
Girón Aguilar, Rita Carolina
Loayza Loza, Hildo
Pizarro Carcausto, Samuel
author_role author
author2 Ortega Quispe, Kevin Abner
Enriquez Pinedo, Lucía Carolina
Cerrón Mercado, Francis Gladys
Amaro Camarena, Nery Amelia
Girón Aguilar, Rita Carolina
Loayza Loza, Hildo
Pizarro Carcausto, Samuel
author2_role author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Peña Elme, Eunice Corcas
Ortega Quispe, Kevin Abner
Enriquez Pinedo, Lucía Carolina
Cerrón Mercado, Francis Gladys
Amaro Camarena, Nery Amelia
Girón Aguilar, Rita Carolina
Loayza Loza, Hildo
Pizarro Carcausto, Samuel
dc.subject.none.fl_str_mv Cultivars
Conservation
Germplasm
Variability
Photogrammetry
UAVs
Cultivares
Conservación
Germoplasma
Variabilidad
Fotogrametría
UAVs.
topic Cultivars
Conservation
Germplasm
Variability
Photogrammetry
UAVs
Cultivares
Conservación
Germoplasma
Variabilidad
Fotogrametría
UAVs.
https://purl.org/pe-repo/ocde/ford#4.01.01
Lupinus mutabilis; Vehículo aéreo no tripulado; Unmanned aerial vehicles; Fotogrametría; Photogrammetry; Fenología; Phenology; Fitomejoramiento; Plant breeding; Leguminosa; Legumes
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.01.01
dc.subject.agrovoc.none.fl_str_mv Lupinus mutabilis; Vehículo aéreo no tripulado; Unmanned aerial vehicles; Fotogrametría; Photogrammetry; Fenología; Phenology; Fitomejoramiento; Plant breeding; Leguminosa; Legumes
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.accessioned.none.fl_str_mv 2026-01-15T20:41:45Z
dc.date.available.none.fl_str_mv 2026-01-15T20:41:45Z
dc.date.issued.fl_str_mv 2025-12-22
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.citation.none.fl_str_mv Peña-Elme, E., Ortega-Quispe, K., Enriquez-Pinedo, L., Cerrón-Mercado, F., Amaro-Camarena, N., Girón-Aguilar, C., Loayza-Loza, H., & Pizarro-Carcausto, S. (2025). Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs. Scientia Agropecuaria, 17(1), 227-241. https://doi.org/10.17268/sci.agropecu.2026.016
dc.identifier.issn.none.fl_str_mv 2077-9917
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12955/2989
dc.identifier.doi.none.fl_str_mv https://doi.org/10.17268/sci.agropecu.2026.016
identifier_str_mv Peña-Elme, E., Ortega-Quispe, K., Enriquez-Pinedo, L., Cerrón-Mercado, F., Amaro-Camarena, N., Girón-Aguilar, C., Loayza-Loza, H., & Pizarro-Carcausto, S. (2025). Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs. Scientia Agropecuaria, 17(1), 227-241. https://doi.org/10.17268/sci.agropecu.2026.016
2077-9917
url http://hdl.handle.net/20.500.12955/2989
https://doi.org/10.17268/sci.agropecu.2026.016
dc.language.iso.none.fl_str_mv eng
language eng
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dc.relation.ispartofseries.none.fl_str_mv Scientia Agropecuaria
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eu_rights_str_mv openAccess
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dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidad Nacional de Trujillo, Facultad de Ciencias Agropecuarias
dc.publisher.country.none.fl_str_mv PE
publisher.none.fl_str_mv Universidad Nacional de Trujillo, Facultad de Ciencias Agropecuarias
dc.source.none.fl_str_mv Instituto Nacional de Innovación Agraria
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spelling Peña Elme, Eunice CorcasOrtega Quispe, Kevin AbnerEnriquez Pinedo, Lucía CarolinaCerrón Mercado, Francis GladysAmaro Camarena, Nery AmeliaGirón Aguilar, Rita CarolinaLoayza Loza, HildoPizarro Carcausto, Samuel2026-01-15T20:41:45Z2026-01-15T20:41:45Z2025-12-22Peña-Elme, E., Ortega-Quispe, K., Enriquez-Pinedo, L., Cerrón-Mercado, F., Amaro-Camarena, N., Girón-Aguilar, C., Loayza-Loza, H., & Pizarro-Carcausto, S. (2025). Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs. Scientia Agropecuaria, 17(1), 227-241. https://doi.org/10.17268/sci.agropecu.2026.0162077-9917http://hdl.handle.net/20.500.12955/2989https://doi.org/10.17268/sci.agropecu.2026.016Tarwi (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.The authors express their sincere gratitude to the team actively involved in the investment projects of the National Institute of Agrarian Innovation (INIA): "PROAGROBIO" (CUI N° 2480490) and "AGPRES" (CUI N° 2449640), as well as to the staff of the Subdirectorate of Genetic Resources and the Santa Ana Agricultural Experimental Station for their valuable collaboration.application/pdfengUniversidad Nacional de Trujillo, Facultad de Ciencias AgropecuariasPEurn:issn:2077-9917Scientia Agropecuariainfo:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/nc/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIACultivarsConservationGermplasmVariabilityPhotogrammetryUAVsCultivaresConservaciónGermoplasmaVariabilidadFotogrametríaUAVs.https://purl.org/pe-repo/ocde/ford#4.01.01Lupinus mutabilis; Vehículo aéreo no tripulado; Unmanned aerial vehicles; Fotogrametría; Photogrammetry; Fenología; Phenology; Fitomejoramiento; Plant breeding; Leguminosa; LegumesAgro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVsinfo:eu-repo/semantics/articleLICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/929b5db6-3a6e-471f-abdf-75458a18a217/downloada1dff3722e05e29dac20fa1a97a12ccfMD51ORIGINALPena_et-al_2025_tarwi_characterization_descriptors.pdfPena_et-al_2025_tarwi_characterization_descriptors.pdfapplication/pdf1166259https://repositorio.inia.gob.pe/bitstreams/445d003f-d349-429b-9a3d-a71899a27b2f/download62898bbf3d0a3ba11284bdc066bfe2a2MD52THUMBNAILPena_et-al_2025_tarwi_characterization_descriptors_carátula.jpgimage/jpeg98066https://repositorio.inia.gob.pe/bitstreams/0daf0e9a-d384-4643-9bc3-65dae9417b02/download535afe7478db17da3faadf5724dc4922MD5320.500.12955/2989oai:repositorio.inia.gob.pe:20.500.12955/29892026-01-15 16:45:06.056https://creativecommons.org/licenses/by/nc/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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