Agro-morphological characterization of tarwi (Lupinus mutabilis Sweet) accessions using descriptors and spectral metrics derived from UAVs
Descripción del Articulo
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...
| Autores: | , , , , , , , |
|---|---|
| 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 |
| dc.relation.ispartof.none.fl_str_mv |
urn:issn:2077-9917 |
| dc.relation.ispartofseries.none.fl_str_mv |
Scientia Agropecuaria |
| dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess |
| dc.rights.uri.none.fl_str_mv |
https://creativecommons.org/licenses/by/nc/4.0/ |
| eu_rights_str_mv |
openAccess |
| rights_invalid_str_mv |
https://creativecommons.org/licenses/by/nc/4.0/ |
| 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 |
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Instituto Nacional de Innovación Agraria reponame:INIA-Institucional instname:Instituto Nacional de Innovación Agraria instacron:INIA |
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Instituto Nacional de Innovación Agraria |
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INIA |
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INIA |
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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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 |
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Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).