Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon

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Introduction: The comprehensive characterization of native Capsicum chinense ecotypes represents a strategic priority for genetic improvement, germplasm conservation, and the sustainable use of Amazonian crops. The objective of this study was to evaluate morphological, phenological, and productive v...

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Detalles Bibliográficos
Autores: Díaz Chuquizuta, Henry, Manrique Gonzales, Luis Fernando, Sánchez Ojanasta, Martín, Cuevas Gimenez, Juan Pablo, Martínez Zapata, Boris Guillermo, Flores Sinti, Geiner, Kerry Tanchiva, Juan Jose, Vallejos Torres, Geomar
Formato: artículo
Fecha de Publicación:2026
Institución:Instituto Nacional de Innovación Agraria
Repositorio:INIA-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorio.inia.gob.pe:20.500.12955/3101
Enlace del recurso:http://hdl.handle.net/20.500.12955/3101
https://doi.org/10.3389/fsoil.2026.1786422
Nivel de acceso:acceso abierto
Materia:Acidic soils
Suelos ácidos
Capsicum chinense
Multivariate analyses
Análisis multivariados
Peruvian Amazon
Amazonía peruana
Phenotypic variability
Variabilidad fenotípica
https://purl.org/pe-repo/ocde/ford#4.01.02
Germplasm, Germoplasma; Fitomejoramiento; Plant breeding; Crop yield, Rendimiento de cultivos; Morphology, Morfología; Soil acidity, Acidez del suelo; Agroecosystems, Agroecosistemas
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dc.title.none.fl_str_mv Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
title Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
spellingShingle Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
Díaz Chuquizuta, Henry
Acidic soils
Suelos ácidos
Capsicum chinense
Multivariate analyses
Análisis multivariados
Peruvian Amazon
Amazonía peruana
Phenotypic variability
Variabilidad fenotípica
https://purl.org/pe-repo/ocde/ford#4.01.02
Germplasm, Germoplasma; Fitomejoramiento; Plant breeding; Crop yield, Rendimiento de cultivos; Morphology, Morfología; Soil acidity, Acidez del suelo; Agroecosystems, Agroecosistemas
title_short Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
title_full Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
title_fullStr Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
title_full_unstemmed Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
title_sort Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon
author Díaz Chuquizuta, Henry
author_facet Díaz Chuquizuta, Henry
Manrique Gonzales, Luis Fernando
Sánchez Ojanasta, Martín
Cuevas Gimenez, Juan Pablo
Martínez Zapata, Boris Guillermo
Flores Sinti, Geiner
Kerry Tanchiva, Juan Jose
Vallejos Torres, Geomar
author_role author
author2 Manrique Gonzales, Luis Fernando
Sánchez Ojanasta, Martín
Cuevas Gimenez, Juan Pablo
Martínez Zapata, Boris Guillermo
Flores Sinti, Geiner
Kerry Tanchiva, Juan Jose
Vallejos Torres, Geomar
author2_role author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Díaz Chuquizuta, Henry
Manrique Gonzales, Luis Fernando
Sánchez Ojanasta, Martín
Cuevas Gimenez, Juan Pablo
Martínez Zapata, Boris Guillermo
Flores Sinti, Geiner
Kerry Tanchiva, Juan Jose
Vallejos Torres, Geomar
dc.subject.none.fl_str_mv Acidic soils
Suelos ácidos
Capsicum chinense
Multivariate analyses
Análisis multivariados
Peruvian Amazon
Amazonía peruana
Phenotypic variability
Variabilidad fenotípica
topic Acidic soils
Suelos ácidos
Capsicum chinense
Multivariate analyses
Análisis multivariados
Peruvian Amazon
Amazonía peruana
Phenotypic variability
Variabilidad fenotípica
https://purl.org/pe-repo/ocde/ford#4.01.02
Germplasm, Germoplasma; Fitomejoramiento; Plant breeding; Crop yield, Rendimiento de cultivos; Morphology, Morfología; Soil acidity, Acidez del suelo; Agroecosystems, Agroecosistemas
dc.subject.ocde.none.fl_str_mv https://purl.org/pe-repo/ocde/ford#4.01.02
dc.subject.agrovoc.none.fl_str_mv Germplasm, Germoplasma; Fitomejoramiento; Plant breeding; Crop yield, Rendimiento de cultivos; Morphology, Morfología; Soil acidity, Acidez del suelo; Agroecosystems, Agroecosistemas
description Introduction: The comprehensive characterization of native Capsicum chinense ecotypes represents a strategic priority for genetic improvement, germplasm conservation, and the sustainable use of Amazonian crops. The objective of this study was to evaluate morphological, phenological, and productive variability among 12 ecotypes from the Peruvian Amazon by integrating multivariate análisis and machine learning with soil physicochemical characterization. Methods: The research was conducted on acidic tropical soils with low organic matter content and limited availability of exchangeable bases, conditions representative of degraded Amazonian agroecosystems, which enabled the assessment of soil–plant interactions and their influence on phenotypic expression and crop yield. Results: The results revealed a broad, well-structured range of phenotypic variability, with fruit diameter, fruit length, fruit weight, and seed weight identified as the primary morphological determinants of yield and adaptive capacity under low-fertility soil conditions. Principal component analysis indicated that four components explained more than 70% of the total variance, primarily associated with productivity, fruit morphometry, and phenological traits. Cluster análisis identified groups with high internal consistency, while linear discriminant analysis validated the phenotypic structure, achieving a classification accuracy of 91.8%. The ecotypes JEB-028 and LAG-022 exhibited superior productive performance, whereas BAL-012 and YUR-001 demonstrated greater phenotypic stability under restrictive soil conditions. Discussion: Overall, these findings confirm the strategic value of native Amazonian germplasm and underscore the importance of integrating edaphic diagnostics into genetic selection programs and into strategies for the sustainable management and restoration of degraded agricultural soils in the Amazon.
publishDate 2026
dc.date.accessioned.none.fl_str_mv 2026-04-30T17:10:55Z
dc.date.available.none.fl_str_mv 2026-04-30T17:10:55Z
dc.date.issued.fl_str_mv 2026-04-15
dc.type.none.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.citation.none.fl_str_mv Díaz-Chuquizuta, H., Manrique Gonzales, L. F., Sánchez Ojanasta, M., Cuevas-Giménez, J. P., Martínez, B., Flores Sinti, G., Kerry Tanchiva, J. J., & Vallejos-Torres, G. (2026). Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon. Frontiers in Soil Science, 6, 1786422. https://doi.org/10.3389/fsoil.2026.1786422
dc.identifier.issn.none.fl_str_mv 2673-8619
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12955/3101
dc.identifier.doi.none.fl_str_mv https://doi.org/10.3389/fsoil.2026.1786422
identifier_str_mv Díaz-Chuquizuta, H., Manrique Gonzales, L. F., Sánchez Ojanasta, M., Cuevas-Giménez, J. P., Martínez, B., Flores Sinti, G., Kerry Tanchiva, J. J., & Vallejos-Torres, G. (2026). Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon. Frontiers in Soil Science, 6, 1786422. https://doi.org/10.3389/fsoil.2026.1786422
2673-8619
url http://hdl.handle.net/20.500.12955/3101
https://doi.org/10.3389/fsoil.2026.1786422
dc.language.iso.none.fl_str_mv eng
language eng
dc.relation.ispartof.none.fl_str_mv urn:issn:2673-8619
dc.relation.ispartofseries.none.fl_str_mv Frontiers in Soil Science
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eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Frontiers Media S.A.
dc.publisher.country.none.fl_str_mv CH
publisher.none.fl_str_mv Frontiers Media S.A.
dc.source.none.fl_str_mv Instituto Nacional de Innovación Agraria
reponame:INIA-Institucional
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spelling Díaz Chuquizuta, HenryManrique Gonzales, Luis FernandoSánchez Ojanasta, MartínCuevas Gimenez, Juan PabloMartínez Zapata, Boris GuillermoFlores Sinti, GeinerKerry Tanchiva, Juan JoseVallejos Torres, Geomar2026-04-30T17:10:55Z2026-04-30T17:10:55Z2026-04-15Díaz-Chuquizuta, H., Manrique Gonzales, L. F., Sánchez Ojanasta, M., Cuevas-Giménez, J. P., Martínez, B., Flores Sinti, G., Kerry Tanchiva, J. J., & Vallejos-Torres, G. (2026). Integrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazon. Frontiers in Soil Science, 6, 1786422. https://doi.org/10.3389/fsoil.2026.17864222673-8619http://hdl.handle.net/20.500.12955/3101https://doi.org/10.3389/fsoil.2026.1786422Introduction: The comprehensive characterization of native Capsicum chinense ecotypes represents a strategic priority for genetic improvement, germplasm conservation, and the sustainable use of Amazonian crops. The objective of this study was to evaluate morphological, phenological, and productive variability among 12 ecotypes from the Peruvian Amazon by integrating multivariate análisis and machine learning with soil physicochemical characterization. Methods: The research was conducted on acidic tropical soils with low organic matter content and limited availability of exchangeable bases, conditions representative of degraded Amazonian agroecosystems, which enabled the assessment of soil–plant interactions and their influence on phenotypic expression and crop yield. Results: The results revealed a broad, well-structured range of phenotypic variability, with fruit diameter, fruit length, fruit weight, and seed weight identified as the primary morphological determinants of yield and adaptive capacity under low-fertility soil conditions. Principal component analysis indicated that four components explained more than 70% of the total variance, primarily associated with productivity, fruit morphometry, and phenological traits. Cluster análisis identified groups with high internal consistency, while linear discriminant analysis validated the phenotypic structure, achieving a classification accuracy of 91.8%. The ecotypes JEB-028 and LAG-022 exhibited superior productive performance, whereas BAL-012 and YUR-001 demonstrated greater phenotypic stability under restrictive soil conditions. Discussion: Overall, these findings confirm the strategic value of native Amazonian germplasm and underscore the importance of integrating edaphic diagnostics into genetic selection programs and into strategies for the sustainable management and restoration of degraded agricultural soils in the Amazon.The author(s) declared that financial support was received for this work and/or its publication. The research was funded by the Instituto Nacional de Innovación Agraria, within the framework of the project: Mejoramiento de los servicios de investigación y transferencia tecnológica en el manejo y recuperación de suelos agrıcolas degradados y aguas para riego en la pequeña y mediana ́ agricultura en los departamentos de Lima, Á ncash, San Martın, ́ Cajamarca, Lambayeque, Junın, Ayacucho, Arequipa, Puno y ́ Ucayali” CUI 2487112.application/pdfengFrontiers Media S.A.CHurn:issn:2673-8619Frontiers in Soil Scienceinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by/4.0/Instituto Nacional de Innovación Agrariareponame:INIA-Institucionalinstname:Instituto Nacional de Innovación Agrariainstacron:INIARepositorio Institucional - INIAAcidic soilsSuelos ácidosCapsicum chinenseMultivariate analysesAnálisis multivariadosPeruvian AmazonAmazonía peruanaPhenotypic variabilityVariabilidad fenotípicahttps://purl.org/pe-repo/ocde/ford#4.01.02Germplasm, Germoplasma; Fitomejoramiento; Plant breeding; Crop yield, Rendimiento de cultivos; Morphology, Morfología; Soil acidity, Acidez del suelo; Agroecosystems, AgroecosistemasIntegrated multivariate analysis of morphological and yield traits in native Capsicum chinense ecotypes grown in acidic soils of the Peruvian Amazoninfo:eu-repo/semantics/articleORIGINALDiaz-Chuquizuta_et-al_2026_multivariate_Capsicum_chinense.pdfDiaz-Chuquizuta_et-al_2026_multivariate_Capsicum_chinense.pdfapplication/pdf5455152https://repositorio.inia.gob.pe/bitstreams/0bc6505d-e14f-42df-a523-064bfd6c62c5/download6af30877628a7ef87a1054bdb0559e5bMD51LICENSElicense.txtlicense.txttext/plain; charset=utf-81792https://repositorio.inia.gob.pe/bitstreams/72c5a7b1-d156-4e97-82ab-c47b49e9bb01/downloada1dff3722e05e29dac20fa1a97a12ccfMD52THUMBNAILDiaz-Chuquizuta_et-al_2026_multivariate_Capsicum_chinense_carátula.jpgimage/jpeg167227https://repositorio.inia.gob.pe/bitstreams/344f226f-689d-42ce-83f2-014b410a811c/downloada027c737b9ee54be22b01273f363490cMD5320.500.12955/3101oai:repositorio.inia.gob.pe:20.500.12955/31012026-05-08 09:20:07.32http://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccessopen.accesshttps://repositorio.inia.gob.peRepositorio Institucional INIArepositorio@inia.gob.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