Experimental races of Capsicum annuum cv. jalapeño: Chemical characterization and classification by H NMR/machine learning.

Moisés Ramírez-Meraz, Reinaldo Méndez-Aguilar, Diego Hidalgo-Martínez, Nemesio Villa-Ruano, L Gerardo Zepeda-Vallejo, Fernando Vallejo-Contreras, Claudia J Hernández-Guerrero, Elvia Becerra-Martínez

Journal: Food research international (Ottawa, Ont.) 2021;138(Pt A):109763

PMID: 33292944

Abstract

This work reports on the metabolic fingerprinting of ten new races of Capsicum annuum cv. jalapeño using H NMR based metabolomics coupled to machine learning projections. Ten races were classified and evaluated according to their differential metabolites, variables of commercial interest and by multivariate data analysis/machine learning algorithm. According to our results, experimental races of jalapeño peppers exhibited differences in carbohydrate, amino acid, nucleotide and organic acid contents. Forty-eight metabolites were identified by 1D and 2D NMR and the differential metabolites were quantified by qNMR. Principal component analysis (PCA) and orthogonal partial least squares discriminant analysis (OPLS-DA) separated the studied races into two groups. The group A included the races Colosus, Emperador, Fundador and Rayo whereas the group B included the races Don Benito, SMJ 1416, SMJ 1417, SMJ 1423, SMJ 145 and STAM J0904. OPLS-DA revealed that levels of citric acid in group A were higher than in group B, while the levels of asparagine, fumaric acid, GABA, glucose, malic acid, pyruvic, quinic acid, sucrose and tryptophan were higher in the group B. Remarkably, ascorbic acid was exclusively found in the race Colosus. Random forest model revealed the diversity of the experimental races and the similarity rate with the well-established races. The most relevant variables used to generate a model were length, weight, yield, width, xylose content and organic acids content.

Copyright © 2020 Elsevier Ltd. All rights reserved.

Address: INIFAP-Campo Experimental Las Huastecas, Km 55 Carretera Tampico-Mante, Cuauhtémoc, Tamaulipas CP 89610, Mexico.; Department of Plant and Microbial Biology, University of California, 111 Koshland Hall, MC-3102, Berkeley, CA 94720-3102, USA. Electronic address: [email protected].; CONACyT-Centro Universitario de Vinculación y Transferencia de Tecnología, Benemérita Universidad Autónoma de Puebla, CP 72570 Puebla, Mexico.; Departamento de Química Orgánica, Escuela Nacional de Ciencias Biológicas, Instituto Politécnico Nacional, Prol. de Carpio y Plan de Ayala S/N, Col. Santo Tomás, Delegación Miguel Hidalgo, Ciudad de México 11340, Mexico.; Instituto Politécnico Nacional, Centro de Nanociencias y Micro y Nanotecnologías, Av. Luis Enrique Erro S/N, Unidad Profesional Adolfo López Mateos, Zacatenco, Delegación Gustavo A. Madero, Ciudad de México 07738, Mexico.; Instituto Politécnico Nacional, Centro Interdisciplinario de Ciencias Marinas, Av. IPN s/n, CP 23096 La Paz, Baja CA Sur, Mexico.; Instituto Politécnico Nacional, Centro de Nanociencias y Micro y Nanotecnologías, Av. Luis Enrique Erro S/N, Unidad Profesional Adolfo López Mateos, Zacatenco, Delegación Gustavo A. Madero, Ciudad de México 07738, Mexico. Electronic address: [email protected].

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