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Serrano-García I, Olmo-García L, Pedreschi R, Vílchez-Quero JL, González-Fernández JJ, Hormaza JI, Carrasco-Pancorbo A. Characterisation of avocado fruits from different Iberian regions: Integrating ion mobility in non-targeted LC-MS metabolomics. Food Chem 2025; 481:143937. [PMID: 40147382 DOI: 10.1016/j.foodchem.2025.143937] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Revised: 03/14/2025] [Accepted: 03/16/2025] [Indexed: 03/29/2025]
Abstract
This study investigates the metabolic profile of Hass avocado fruits from eight Iberian regions using an advanced UHPLC-TimsTOF MS/MS analytical platform, with the hypothesis that distinct edaphoclimatic conditions give rise to region-specific metabolomic signatures. A comprehensive profiling of the methanolic extracts was performed to construct a metabolic library incorporating ion mobility descriptors. By applying unsupervised chemometrics-assisted non-targeted metabolomics, avocado fruits clustered according to geographical proximity, with the most significant metabolic differences observed between the northern and southern regions. Despite this general trend, each region exhibited distinct metabolic patterns, even between neighbouring areas. To further delineate the region-specific metabolic compositions, multiple two-class orthogonal partial least squares discriminant analysis (OPLS-DA) models were designed to identify the most influential variables in the projections, leading to the discovery of origin-specific biomarkers characteristic of avocados from each growing area. This research offers valuable information on how regional edaphoclimatic factors impact avocado quality and compositional diversity.
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Affiliation(s)
- Irene Serrano-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
| | - Lucía Olmo-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain.
| | - Romina Pedreschi
- Escuela de Agronomía, Facultad de Ciencias Agronómicas y de Los Alimentos, Pontificia Universidad Católica de Valparaíso, Calle San Francisco S/N, La Palma, Quillota 2260000, Chile; Millennium Institute Center for Genome Regulation (CRG), Santiago 8331150, Chile
| | - José Luis Vílchez-Quero
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
| | - José Jorge González-Fernández
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750, Algarrobo-Costa, Málaga, Spain
| | - José Ignacio Hormaza
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750, Algarrobo-Costa, Málaga, Spain
| | - Alegría Carrasco-Pancorbo
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
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Serrano-García I, Saavedra Morillas C, Beiro-Valenzuela MG, Monasterio R, Hurtado-Fernández E, González-Fernández JJ, Hormaza JI, Pedreschi R, Olmo-García L, Carrasco-Pancorbo A. Uncovering phytochemicals quantitative evolution in avocado fruit mesocarp during ripening: A targeted LC-MS metabolic exploration of Hass, Fuerte and Bacon varieties. Food Chem 2024; 459:140334. [PMID: 38981379 DOI: 10.1016/j.foodchem.2024.140334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 06/14/2024] [Accepted: 07/02/2024] [Indexed: 07/11/2024]
Abstract
Avocado ripening entails intricate physicochemical transformations resulting in desirable characteristics for consumption; however, its impact on specific metabolites and its cultivar dependence remains largely unexplored. This study employed LC-MS to quantitatively monitor 30 avocado pulp metabolites, including phenolic compounds, amino acids, nucleosides, vitamins, phytohormones, and related compounds, from unripe to overripe stages, in three commercial varieties (Hass, Fuerte, and Bacon). Multivariate statistical analysis revealed significant metabolic variations between cultivars, leading to the identification of potential varietal markers. Most monitored metabolites exhibited dynamic quantitative changes. Although phenolic compounds generally increased during ripening, exceptions such as epicatechin and chlorogenic acid were noted. Amino acids and derivatives displayed a highly cultivar-dependent evolution, with Fuerte demonstrating the highest concentrations and most pronounced fluctuations. In contrast to penstemide, uridine and abscisic acid levels consistently increased during ripening. Several compounds characteristic of the Bacon variety were delineated but require further research for identification and role elucidation.
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Affiliation(s)
- Irene Serrano-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
| | - Carlos Saavedra Morillas
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
| | - María Gemma Beiro-Valenzuela
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
| | - Romina Monasterio
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain; Instituto de Biología Agrícola de Mendoza (IBAM), UNCuyo - CONICET, Facultad de Ciencias Agrarias, Chacras de Coria, Mendoza 5505, Argentina
| | - Elena Hurtado-Fernández
- Department of Biological and Health Sciences, Faculty of Health Sciences, University of Loyola, Campus Sevilla, Avda. de las Universidades S/N, 41704 Dos Hermanas, Spain
| | - José Jorge González-Fernández
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750, Algarrobo-Costa, Málaga, Spain
| | - José Ignacio Hormaza
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750, Algarrobo-Costa, Málaga, Spain
| | - Romina Pedreschi
- Escuela de Agronomía, Facultad de Ciencias Agronómicas y de los Alimentos, Pontificia Universidad Católica de Valparaíso, Calle San Francisco S/N, La Palma, Quillota 2260000, Chile; Millennium Institute Center for Genome Regulation (CRG), Santiago 8331150, Chile
| | - Lucía Olmo-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain.
| | - Alegría Carrasco-Pancorbo
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva s/n, 18071 Granada, Spain
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Neves BB, Pinto S, Pais R, Batista J, Domingues MR, Melo T. Looking into the lipid profile of avocado and byproducts: Using lipidomics to explore value-added compounds. Compr Rev Food Sci Food Saf 2024; 23:e13351. [PMID: 38682674 DOI: 10.1111/1541-4337.13351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 03/26/2024] [Accepted: 03/28/2024] [Indexed: 05/01/2024]
Abstract
Consumer priorities in healthy diets and lifestyle boosted the demand for nutritious and functional foods as well as plant-based ingredients. Avocado has become a food trend due to its nutritional and functional values, which in turn is increasing its consumption and production worldwide. Avocado edible portion has a high content of lipids, with the pulp and its oil being rich in monounsaturated fatty acids and essential omega - 3 and omega - 6 polyunsaturated fatty acids (PUFA). These fatty acids are mainly esterified in triacylglycerides, the major lipids in pulp, but also in minor components such as polar lipids (phospholipids and glycolipids). Polar lipids of avocado have been overlooked despite being recently highlighted with functional properties as well. The growth in the industry of avocado products is generating an increased amount of their byproducts, such as seed and peels (nonedible portions), still undervalued. The few studies on avocado byproducts pointed out that they also contain interesting lipids, with seeds particularly rich in polar lipids bearing PUFA, and thus can be reused as a source of add-value phytochemical. Mass spectrometry-based lipidomics approaches appear as an essential tool to unveil the complex lipid signature of avocado and its byproducts, contributing to the recognition of value-added lipids and opening new avenues for their use in novel biotechnological applications. The present review provides an up-to-date overview of the lipid signature from avocado pulp, peel, seed, and its oils.
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Affiliation(s)
- Bruna B Neves
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
| | - Sara Pinto
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
| | - Rita Pais
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
| | - Joana Batista
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
| | - M Rosário Domingues
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
| | - Tânia Melo
- Mass Spectrometry Center, LAQV-REQUIMTE, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
- CESAM-Centre for Environmental and Marine Studies, Department of Chemistry, University of Aveiro, Santiago University Campus, Aveiro, Portugal
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Xavier P, Rodrigues PM, Silva CLM. Shelf-Life Management and Ripening Assessment of 'Hass' Avocado ( Persea americana) Using Deep Learning Approaches. Foods 2024; 13:1150. [PMID: 38672823 PMCID: PMC11049431 DOI: 10.3390/foods13081150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 03/21/2024] [Accepted: 04/04/2024] [Indexed: 04/28/2024] Open
Abstract
Avocado production is mostly confined to tropical and subtropical regions, leading to lengthy distribution channels that, coupled with their unpredictable post-harvest behavior, render avocados susceptible to significant loss and waste. To enhance the monitoring of 'Hass' avocado ripening, a data-driven tool was developed using a deep learning approach. This study involved monitoring 478 avocados stored in three distinct storage environments, using a 5-stage Ripening Index to classify each fruit's ripening phase based on their shared characteristics. These categories were paired with daily photographic records of the avocados, resulting in a database of labeled images. Two convolutional neural network models, AlexNet and ResNet-18, were trained using transfer learning techniques to identify distinct ripening indicators, enabling the prediction of ripening stages and shelf-life estimations for new unseen data. The approach achieved a final prediction accuracy of 88.8% for the ripening assessment, with 96.7% of predictions deviating by no more than half a stage from their actual classifications when considering the best side of the samples. The average shelf-life estimates based on the attributed classifications were within 0.92 days of the actual shelf-life, whereas the predictions made by the models had an average deviation of 0.96 days from the actual shelf-life.
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Affiliation(s)
| | | | - Cristina L. M. Silva
- CBQF—Centro de Biotecnologia e Química Fina—Laboratório Associado, Escola Superior de Biotecnologia, Universidade Católica Portuguesa, Rua Diogo Botelho 1327, 4169-005 Porto, Portugal; (P.X.); (P.M.R.)
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Cui X, Wang B, Chen Z, Guo J, Zhang T, Zhang W, Shi L. Comprehensive physiological, transcriptomic, and metabolomic analysis of the key metabolic pathways in millet seedling adaptation to drought stress. PHYSIOLOGIA PLANTARUM 2023; 175:e14122. [PMID: 38148213 DOI: 10.1111/ppl.14122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 11/22/2023] [Accepted: 12/04/2023] [Indexed: 12/28/2023]
Abstract
Drought is one of the leading environmental constraints that affect the growth and development of plants and, ultimately, their yield and quality. Foxtail millet (Setaria italica) is a natural stress-resistant plant and an ideal model for studying plant drought resistance. In this study, two varieties of foxtail millet with different levels of drought resistance were used as the experimental material. The soil weighing method was used to simulate drought stress, and the differences in growth, photosynthetic physiology, metabolite metabolism, and gene transcriptional expression under drought stress were compared and analyzed. We aimed to determine the physiological and key metabolic regulation pathways of the drought-tolerant millet in resistance to drought stress. The results showed that drought-tolerant millet exhibited relatively stable growth and photosynthetic parameters under drought stress while maintaining a relatively stable level of photosynthetic pigments. The metabolomic, transcriptomic, and gene co-expression network analysis confirmed that the key to adaptation to drought by millet was to enhance lignin metabolism, promote the metabolism of fatty acids to be transformed into cutin and wax, and improve ascorbic acid circulation. These findings provided new insights into the metabolic regulatory network of millet adaptation to drought stress.
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Affiliation(s)
- Xiaomeng Cui
- Key Laboratory of Vegetation Ecology, Ministry of Education, Institute of Grassland Science, Northeast Normal University, Changchun, China
| | - Bianyin Wang
- Dryland Farming Institute, Hebei Academy of Agricultural and Forestry Science, Hengshui, China
| | - Zhaoyang Chen
- Dryland Farming Institute, Hebei Academy of Agricultural and Forestry Science, Hengshui, China
| | - Jixun Guo
- Key Laboratory of Vegetation Ecology, Ministry of Education, Institute of Grassland Science, Northeast Normal University, Changchun, China
| | - Tao Zhang
- Key Laboratory of Vegetation Ecology, Ministry of Education, Institute of Grassland Science, Northeast Normal University, Changchun, China
| | - Wenying Zhang
- Dryland Farming Institute, Hebei Academy of Agricultural and Forestry Science, Hengshui, China
| | - Lianxuan Shi
- Key Laboratory of Vegetation Ecology, Ministry of Education, Institute of Grassland Science, Northeast Normal University, Changchun, China
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Serrano-García I, Domínguez-García J, Hurtado-Fernández E, González-Fernández JJ, Hormaza JI, Beiro-Valenzuela MG, Monasterio R, Pedreschi R, Olmo-García L, Carrasco-Pancorbo A. Assessing the RP-LC-MS-Based Metabolic Profile of Hass Avocados Marketed in Europe from Different Geographical Origins (Peru, Chile, and Spain) over the Whole Season. PLANTS (BASEL, SWITZERLAND) 2023; 12:3004. [PMID: 37631215 PMCID: PMC10458757 DOI: 10.3390/plants12163004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 08/11/2023] [Accepted: 08/16/2023] [Indexed: 08/27/2023]
Abstract
Spain dominates avocado production in Europe, with the Hass variety being the most prominent. Despite this, Spanish production satisfies less than 10% of the overall avocado demand in Europe. Consequently, the European avocado market heavily relies on imports from overseas, primarily sourced from Peru and Chile. Herein, a comprehensive characterization of the metabolic profile of Hass avocado fruits from Spain, Peru, and Chile, available in the European market throughout the year, was carried out. The determination of relevant substances was performed using high- and low-resolution RP-LC-MS. Remarkable quantitative differences regarding phenolic compounds, amino acids, and nucleosides were observed. Principal component analysis revealed a natural clustering of avocados according to geographical origin. Moreover, a specific metabolic pattern was established for each avocado-producing country using supervised partial least squares discriminant analysis. Spanish fruits exhibited high levels of coumaric acid malonyl-hexose II, coumaric acid hexose II, and ferulic acid hexose II, together with considerably low levels of pantothenic acid and uridine. Chilean avocado fruits presented high concentrations of abscisic acid, uridine, ferulic acid, succinic acid, and tryptophan. Fruits from Peru showed high concentrations of dihydroxybenzoic acid hexose, alongside very low levels of p-coumaric acid, ferulic acid, coumaric acid malonyl-hexose I, and ferulic acid hexose II.
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Affiliation(s)
- Irene Serrano-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
| | - Joel Domínguez-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
| | - Elena Hurtado-Fernández
- Department of Biological and Health Sciences, Faculty of Health Sciences, University of Loyola, Campus Sevilla, Avda. de las Universidades S/N, 41704 Dos Hermanas, Spain;
| | - José Jorge González-Fernández
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750 Algarrobo-Costa, Spain; (J.J.G.-F.); (J.I.H.)
| | - José Ignacio Hormaza
- Institute for Mediterranean and Subtropical Horticulture (IHSM La Mayora-UMA-CSIC), 29750 Algarrobo-Costa, Spain; (J.J.G.-F.); (J.I.H.)
| | - María Gemma Beiro-Valenzuela
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
| | - Romina Monasterio
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
- Instituto de Biología Agrícola de Mendoza (IBAM), UNCuyo-CONICET, Facultad de Ciencias Agrarias, Chacras de Coria, Mendoza 5505, Argentina
| | - Romina Pedreschi
- Escuela de Agronomía, Facultad de Ciencias Agronómicas y de los Alimentos, Pontificia Universidad Católica de Valparaíso, Calle San Francisco S/N, La Palma, Quillota 2260000, Chile;
- Millennium Institute Center for Genome Regulation (CRG), Santiago 8331150, Chile
| | - Lucía Olmo-García
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
| | - Alegría Carrasco-Pancorbo
- Department of Analytical Chemistry, Faculty of Sciences, University of Granada, Ave. Fuentenueva S/N, 18071 Granada, Spain; (I.S.-G.); (J.D.-G.); (M.G.B.-V.); (R.M.); (A.C.-P.)
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