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El Faqer A, Rabeh K, Alami M, Filali-Maltouf A, Belkadi B. In Silico Identification and Characterization of Fatty Acid Desaturase ( FAD) Genes in Argania spinosa L. Skeels: Implications for Oil Quality and Abiotic Stress. Bioinform Biol Insights 2024; 18:11779322241248908. [PMID: 38711943 PMCID: PMC11072076 DOI: 10.1177/11779322241248908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 04/04/2024] [Indexed: 05/08/2024] Open
Abstract
Fatty acid desaturase (FAD) is the key enzyme that leads to the formation of unsaturated fatty acids by introducing double bonds into hydrocarbon chains, and it plays a critical role in plant lipid metabolism. However, no data are available on enzyme-associated genes in argan trees. In addition, a candidate gene approach was adopted to identify and characterize the gene sequences of interest that are potentially involved in oil quality and abiotic stress. Based on phylogenetic analyses, 18 putative FAD genes of Argania spinosa L. (AsFAD) were identified and assigned to three subfamilies: stearoyl-ACP desaturase (SAD), Δ-12 desaturase (FAD2/FAD6), and Δ-15 desaturase (FAD3/FAD7). Furthermore, gene structure and motif analyses revealed a conserved exon-intron organization among FAD members belonging to the various oil crops studied, and they exhibited conserved motifs within each subfamily. In addition, the gene structure shows a wide variation in intron numbers, ranging from 0 to 8, with two highly conserved intron phases (0 and 1). The AsFAD and AsSAD subfamilies consist of three (H(X)2-4H, H(X)2-3HH, and H/Q (X)2-3HH) and two (EEN(K)RHG and DEKRHE) conserved histidine boxes, respectively. A set of primer pairs were designed for each FAD gene, and tested on DNA extracted from argan leaves, in which all amplicons of the expected size were produced. These findings of candidate genes in A spinosa L. will provide valuable knowledge that further enhances our understanding of the potential roles of FAD genes in the quality of oil and abiotic stress in the argan tree.
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Affiliation(s)
- Abdelmoiz El Faqer
- Team of Microbiology and Molecular Biology, Plant and Microbial Biotechnology, Biodiversity and Environment Research Center, Faculty of Sciences, Mohammed V University, Rabat, Morocco
| | - Karim Rabeh
- Team of Microbiology and Molecular Biology, Plant and Microbial Biotechnology, Biodiversity and Environment Research Center, Faculty of Sciences, Mohammed V University, Rabat, Morocco
| | - Mohammed Alami
- Team of Microbiology and Molecular Biology, Plant and Microbial Biotechnology, Biodiversity and Environment Research Center, Faculty of Sciences, Mohammed V University, Rabat, Morocco
| | - Abdelkarim Filali-Maltouf
- Team of Microbiology and Molecular Biology, Plant and Microbial Biotechnology, Biodiversity and Environment Research Center, Faculty of Sciences, Mohammed V University, Rabat, Morocco
| | - Bouchra Belkadi
- Team of Microbiology and Molecular Biology, Plant and Microbial Biotechnology, Biodiversity and Environment Research Center, Faculty of Sciences, Mohammed V University, Rabat, Morocco
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El Harkaoui S, El Kaourat A, El Monfalouti H, Kartah BE, Mariod AA, Charrouf Z, Rohn S, Drusch S, Matthäus B. Chemical Composition and Geographic Variation of Cold Pressed Balanites aegyptiaca Kernel Oil. Foods 2024; 13:1135. [PMID: 38611439 PMCID: PMC11011647 DOI: 10.3390/foods13071135] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 04/02/2024] [Accepted: 04/05/2024] [Indexed: 04/14/2024] Open
Abstract
With the increasing impacts of climate change, establishing more sustainable and robust plants such as desert dates (Balanites aegyptiaca) seems to be necessary. Known for its resilience in arid conditions, this tree has the potential to become a more important food source, particularly for its potential to yield edible oil. This study characterized Balanites kernel oil (BKO) as a promising oil source in arid regions, studying the influence of geographical origin and environmental factors. Moroccan and Sudanese BKO samples were analyzed and compared with Mauritanian BKO. In the fatty acid profile, unsaturated fatty acids constituted over 70% of the BKO profile, with a predominance of linoleic acid (Li), oleic acid (Ol), palmitic acid (Pa), and stearic acid (St). Consequently, the predominant triacylglycerols were PaLiLi, PaLiOl, LiLiOl, OlLiOl, and StLiOl. α-Tocopherol dominated the tocochromanol composition (324 to 607 mg/kg), followed by γ-tocopherol (120 to 226 mg/kg), constituting 90% of the total tocochromanols. The total phytosterol content in BKO ranged from 871 to 2218 mg/kg oil, with β-sitosterol dominating (58% to 74%). Principal Component Analysis revealed that the geographical origin significantly influences BKO composition, emphasizing environmental factors, particularly water deficit and/or temperatures. Notably, Moroccan BKO collected from an area characterized by high aridity and relatively low winter temperatures, showcased a unique profile in fatty acid, phytosterols, and tocochromanols. The valorization of BKO presents an opportunity for local agricultural development in arid regions and a role model for plant development and agricultural practices in other parts of the world.
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Affiliation(s)
- Said El Harkaoui
- Department for Safety and Quality of Cereals, Max Rubner-Institut, Federal Research Institute for Nutrition and Food, Schützenberg 12, 32756 Detmold, Germany;
- Department of Food Chemistry and Analysis, Institute of Food Technology and Food Chemistry, Technische Universität Berlin, Gustav-Meyer-Allee 25, 13355 Berlin, Germany;
- Department of Food Technology and Food Material Science, Institute of Food Technology and Food Chemistry, Technische Universität Berlin, Königin-Luise-Str. 22, 14195 Berlin, Germany;
| | - Asma El Kaourat
- Laboratory of Plant Chemistry and Organic and Bio-Organic Synthesis, Faculty of Sciences, Mohammed V University in Rabat, 4 Avenue Ibn Battouta B.P., Rabat RP 1014, Morocco; (A.E.K.); (H.E.M.); (B.E.K.); (Z.C.)
| | - Hanae El Monfalouti
- Laboratory of Plant Chemistry and Organic and Bio-Organic Synthesis, Faculty of Sciences, Mohammed V University in Rabat, 4 Avenue Ibn Battouta B.P., Rabat RP 1014, Morocco; (A.E.K.); (H.E.M.); (B.E.K.); (Z.C.)
| | - Badr Eddine Kartah
- Laboratory of Plant Chemistry and Organic and Bio-Organic Synthesis, Faculty of Sciences, Mohammed V University in Rabat, 4 Avenue Ibn Battouta B.P., Rabat RP 1014, Morocco; (A.E.K.); (H.E.M.); (B.E.K.); (Z.C.)
| | - Abdalbasit Adam Mariod
- Department of Biological Science, College of Science, University of Jeddah, Jeddah 21931, Saudi Arabia;
- Indigenous Knowledge and Heritage Center, Ghibaish College of Science & Technology, Ghibaish P.O. Box 100, Sudan
| | - Zoubida Charrouf
- Laboratory of Plant Chemistry and Organic and Bio-Organic Synthesis, Faculty of Sciences, Mohammed V University in Rabat, 4 Avenue Ibn Battouta B.P., Rabat RP 1014, Morocco; (A.E.K.); (H.E.M.); (B.E.K.); (Z.C.)
| | - Sascha Rohn
- Department of Food Chemistry and Analysis, Institute of Food Technology and Food Chemistry, Technische Universität Berlin, Gustav-Meyer-Allee 25, 13355 Berlin, Germany;
| | - Stephan Drusch
- Department of Food Technology and Food Material Science, Institute of Food Technology and Food Chemistry, Technische Universität Berlin, Königin-Luise-Str. 22, 14195 Berlin, Germany;
| | - Bertrand Matthäus
- Department for Safety and Quality of Cereals, Max Rubner-Institut, Federal Research Institute for Nutrition and Food, Schützenberg 12, 32756 Detmold, Germany;
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Gagour J, Hallouch O, Asbbane A, Bijla L, Laknifli A, Lee LH, Zengin G, Bouyahya A, Sakar EH, Gharby S. A Review of Recent Progresses on Olive Oil Chemical Profiling, Extraction Technology, Shelf-life, and Quality Control. Chem Biodivers 2024; 21:e202301697. [PMID: 38345352 DOI: 10.1002/cbdv.202301697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 02/12/2024] [Indexed: 03/09/2024]
Abstract
Olive oil (OO) is widely recognized as a main component in the Mediterranean diet owing to its unique chemical composition and associated health-promoting properties. This review aimed at providing readers with recent results on OO physicochemical profiling, extraction technology, and quality parameters specified by regulations to ensure authentic products for consumers. Recent research progress on OO adulteration were outlined through a bibliometric analysis mapping using Vosviewer software. As revealed by bibliometric analysis, richness in terms of fatty acids, pigments, polar phenolic compounds, tocopherols, squalene, sterols, and triterpenic compounds justify OO health-promoting properties and increasing demand on its global consumption. OO storage is a critical post-processing operation that must be optimized to avoid oxidation. Owing to its great commercial value on markets, OO is a target to adulteration with other vegetable oils. In this context, different chemometric tools were developed to deal with this problem. To conclude, increasing demand and consumption of OO on the global market is justified by its unique composition. Challenges such as oxidation and adulteration stand out as the main issues affecting the OO market.
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Affiliation(s)
- Jamila Gagour
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
| | - Otmane Hallouch
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
| | - Abderrahim Asbbane
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
| | - Laila Bijla
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
| | - Abdellatif Laknifli
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
| | - Learn-Han Lee
- Research Center for Life Science and Healthcare, Nottingham Ningbo China Beacons of Excellence Research and Innovation Institute (CBI), University of Nottingham Ningbo China, Ningbo, 315100>, China
- Novel Bacteria and Drug Discovery Research Group (NBDD), Microbiome and Bioresource Research Strength (MBRS), Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, 47500, Subang Jaya, Selangor, Malaysia
| | - Gokhan Zengin
- Department of Biology, Science Faculty, Selcuk University, 42130 >, Konya, Turkey
| | - Abdelhakim Bouyahya
- Laboratory of Human Pathologies Biology, Department of Biology, Faculty of Sciences, Mohammed V University in Rabat, Rabat, 10090>, Morocco
| | - El Hassan Sakar
- Laboratory of Biology, Ecology, and Health, FS, Abdelmalek Essaadi University, 93002, Tetouan, Morocco
| | - Said Gharby
- Biotechnology Analytical Sciences and Quality Control Team, Polydisciplinary Faculty of Taroudant, Ibn-Zohr University, 83000, Taroudant, Morocco
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Gruľová D, Baranová B, Francolino R, Elshafie HS, Kiššová Z, Glovaťáková A, De Martino L, Amato G, Martino M, Caputo L, Polito F, Manna F, Camele I, Tkáčiková Ľ, De Feo V. Exploring the Diverse Biological Properties of Cannabidiol: A Focus on Plant Growth Stimulation. Chem Biodivers 2024:e202400274. [PMID: 38466647 DOI: 10.1002/cbdv.202400274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 03/11/2024] [Accepted: 03/11/2024] [Indexed: 03/13/2024]
Abstract
The aim of the current study was to compare some biological activities of edible oils enriched with 10 % of cannabidiol (CBD samples) from the Slovak market. In addition, hemp, coconut, argan, and pumpkin pure oils were also examined. The study evaluated the fatty acids content, as well as antibacterial, antifungal, antioxidant, cytotoxic, and phytotoxic activities. The CBD samples presented antimicrobial activity against the tested bacterial strains at higher concentrations (10000 and 5000 mg/L) and antifungal activity against Alternaria alternata, Penicillium italicum and Aspergillus flavus. DPPH⋅ and FRAP assays showed greater activity in CBD-supplemented samples compared to pure oils and vitamin E. In cell lines (IPEC-J2 and Caco-2), a reduced cell proliferation and viability were observed after 24 hours of incubation with CBD samples. The oils showed pro-germinative effects. The tested activities were linked to the presence of CBD in the oils.
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Affiliation(s)
- Daniela Gruľová
- Department of Ecology, Faculty of Humanities and Natural Sciences, University of Presov, 17. novembra 1, 08001, Presov, Slovakia
| | - Beáta Baranová
- Department of Ecology, Faculty of Humanities and Natural Sciences, University of Presov, 17. novembra 1, 08001, Presov, Slovakia
| | - Rosaria Francolino
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Hazem S Elshafie
- School of Agricultural, Forestry, Food and Environmental Sciences, University of Basilicata, Via dell'Ateneo Lucano, 10, 85100, Potenza, Italy
| | - Zuzana Kiššová
- Department of Microbiology and Immunology, University of Veterinary Medicine and Pharmacy in Kosice, 041 81, Kosice, Slovakia
| | - Alžbeta Glovaťáková
- Department of Ecology, Faculty of Humanities and Natural Sciences, University of Presov, 17. novembra 1, 08001, Presov, Slovakia
| | - Laura De Martino
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Giuseppe Amato
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Mara Martino
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Lucia Caputo
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Flavio Polito
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Francesco Manna
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
| | - Ippolito Camele
- School of Agricultural, Forestry, Food and Environmental Sciences, University of Basilicata, Via dell'Ateneo Lucano, 10, 85100, Potenza, Italy
| | - Ľudmila Tkáčiková
- Department of Microbiology and Immunology, University of Veterinary Medicine and Pharmacy in Kosice, 041 81, Kosice, Slovakia
| | - Vincenzo De Feo
- Department of Pharmacy, University of Salerno, Via Giovanni Paolo II, 132, 84084, Fisciano, Italy
- Institute of Food Sciences, CNR-ISA, Via Roma, 64, 83100, Avellino, Italy
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Stan CS, Elouakassi N, Albu C, Conchi AO, Coroaba A, Ursu LE, Popa M, Kaddami H, Almaggoussi A. Photoluminescence of Argan-Waste-Derived Carbon Nanodots Embedded in Polymer Matrices. Nanomaterials (Basel) 2023; 14:83. [PMID: 38202538 PMCID: PMC10780386 DOI: 10.3390/nano14010083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/22/2023] [Accepted: 12/25/2023] [Indexed: 01/12/2024]
Abstract
In this work, photoluminescent (PL) carbon nano dots (CNDs) prepared from argan waste were embedded in highly optical transparent poly(styrene-co-acrylonitrile) (PSA) and cyclo-olefin copolymer (COC) matrices, which were further processed into thin films. In the first step, the luminescent CNDs were prepared through thermal processing of fine-groundargan waste, followed, in the second step, by direct dispersion in the polymer solutions, obtained by solving PSA and COC in selected solvents. These two polymer matrices were selected due to their high optical transparency, resilience to various environmental factors, and ability to be processed as quality thin films. The structural configuration of the CNDs was investigated through EDX, XPS, and FTIR, while DLS, HR-SEM, and STEM were used for their morphology investigation. The luminescence of the prepared CNDs and resulted polymer nanocomposites was thoroughly investigated through steady-state, absolute PLQY, and lifetime fluorescence. The quality of the resulted CND-polymer nanocomposite thin films was evaluated through AFM. The prepared highly luminescent thin films with a PL conversion efficiency of 30% are intended to be applied as outer photonic conversion layers on solar PV cells for increasing their conversion efficiency through valorization of the UV component of the solar radiation.
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Affiliation(s)
- Corneliu S. Stan
- Faculty of Chemical Engineering and Environmental Protection, Gh. Asachi Technical University of Iasi, D. Mangeron 73 Ave., 700050 Iasi, Romania;
| | - Noumane Elouakassi
- Innovative Materials for Energy and Sustainable Development (IMED-Lab), Faculty of Science and Technology, Cadi Ayyad University, Av. Abdelkrim Khattabi, B.P. 511, Marrakech 40000, Morocco; (N.E.); (H.K.); (A.A.)
| | - Cristina Albu
- Faculty of Chemical Engineering and Environmental Protection, Gh. Asachi Technical University of Iasi, D. Mangeron 73 Ave., 700050 Iasi, Romania;
| | - Ania O. Conchi
- Conditions Extremes Matériaux Haute Temperature et Irradiation (CEMHTI), UPR 3079, CNRS, Université d’Orléans, 45100 Orleans, France;
| | - Adina Coroaba
- Centre of Advanced Research in Bionanoconjugates and Biopolymers, “Petru Poni” Institute of Macromolecular Chemistry, Grigore Ghica Voda 41A Alley, 700487 Iasi, Romania; (A.C.); (L.E.U.)
| | - Laura E. Ursu
- Centre of Advanced Research in Bionanoconjugates and Biopolymers, “Petru Poni” Institute of Macromolecular Chemistry, Grigore Ghica Voda 41A Alley, 700487 Iasi, Romania; (A.C.); (L.E.U.)
| | - Marcel Popa
- Faculty of Chemical Engineering and Environmental Protection, Gh. Asachi Technical University of Iasi, D. Mangeron 73 Ave., 700050 Iasi, Romania;
- Academy of Romanian Scientists, Ilfov Street, 050054 Bucharest, Romania
| | - Hamid Kaddami
- Innovative Materials for Energy and Sustainable Development (IMED-Lab), Faculty of Science and Technology, Cadi Ayyad University, Av. Abdelkrim Khattabi, B.P. 511, Marrakech 40000, Morocco; (N.E.); (H.K.); (A.A.)
- Sustainable Materials Research Center (SusMat-RC), Lot 660-Hay Moulay Rachid, Ben Guerir 43150, Morocco
| | - Abdemaji Almaggoussi
- Innovative Materials for Energy and Sustainable Development (IMED-Lab), Faculty of Science and Technology, Cadi Ayyad University, Av. Abdelkrim Khattabi, B.P. 511, Marrakech 40000, Morocco; (N.E.); (H.K.); (A.A.)
- Applied Chemistry and Engineering Research Centre of Excellence (ACER CoE), Advanced Organic Optoelectronic Laboratory, Mohammed VI Polytechnic University (UM6P), Lot 660-Hay Moulay Rachid, Ben Guerir 43150, Morocco
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Stefanidis S, Ordoudi SA, Nenadis N, Pyrka I. Improving the functionality of virgin and cold-pressed edible vegetable oils: Oxidative stability, sensory acceptability and safety challenges. Food Res Int 2023; 174:113599. [PMID: 37986461 DOI: 10.1016/j.foodres.2023.113599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 10/08/2023] [Accepted: 10/13/2023] [Indexed: 11/22/2023]
Abstract
In recent years, there has been a growing demand for minimally processed foods that offer health benefits and premium sensory characteristics. This trend has led to increased consumption of virgin (VOs) and cold-pressed (CPOs) oils, which are rich sources of bioactive substances. To meet consumer needs for new oil products conferring multi-functional properties over a longer storage period, the scientific community has been revisiting traditional enrichment practices while exploring novel fortification technologies. In the last four years, the interest has been growing faster; an ascending number of annually published studies are about the addition of different plant materials, agri-food by-products, or wastes (intact or extracts) to VOs and CPOs using traditional or innovative fortification processes. Considering this trend, the present review aims to provide an overview and summarize the key findings from relevant papers that were retrieved from extensively searched databases. Our meta-analysis focuses on exposing the most recent trends regarding the exploitation of VOs and CPOs as substrates, the fortification agents and their form of use, as well as the fortification technologies employed. The review critically discusses possible health claim and labeling issues and highlights some chemical and microbial safety concerns along with authenticity issues and gaps in quality specifications that manufacturers have yet to address. All these aspects are examined from the perspective of developing new oil products with well-balanced techno-, senso- and bio-functional characteristics.
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Affiliation(s)
- Stavros Stefanidis
- Laboratory of Food Chemistry and Technology, School of Chemistry, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
| | - Stella A Ordoudi
- Laboratory of Food Chemistry and Technology, School of Chemistry, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
| | - Nikolaos Nenadis
- Laboratory of Food Chemistry and Technology, School of Chemistry, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
| | - Ioanna Pyrka
- Laboratory of Food Chemistry and Technology, School of Chemistry, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
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Chen S, Dai D, Zheng J, Kang H, Wang D, Zheng X, Gu X, Mo J, Luo Z. Intelligent grading method for walnut kernels based on deep learning and physiological indicators. Front Nutr 2023; 9:1075781. [PMID: 36687686 PMCID: PMC9849811 DOI: 10.3389/fnut.2022.1075781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 12/13/2022] [Indexed: 01/07/2023] Open
Abstract
Walnut grading is an important step before the product enters the market. However, traditional walnut grading primarily relies on manual assessment of physiological features, which is difficult to implement efficiently. Furthermore, walnut kernel grading is, at present, relatively unsophisticated. Therefore, this study proposes a novel deep-learning model based on a spatial attention mechanism and SE-network structure to grade walnut kernels using machine vision to ensure accuracy and improve assessment efficiency. In this experiment, we found through the literature that both the lightness (L* value) and malondialdehyde (MDA) contens of walnut kernels were correlated with the oxidation phenomenon in walnuts. Subsequently, we clustered four partitionings using the L* values. We then used the MDA values to verify the rationality of these partitionings. Finally, four network models were used for comparison and training: VGG19, EfficientNetB7, ResNet152V2, and spatial attention and spatial enhancement network combined with ResNet152V2 (ResNet152V2-SA-SE). We found that the ResNet152V2-SA-SE model exhibited the best performance, with a maximum test set accuracy of 92.2%. The test set accuracy was improved by 6.2, 63.2, and 74.1% compared with that of ResNet152V2, EfficientNetB7, and VGG19, respectively. Our testing demonstrated that combining spatial attention and spatial enhancement methods improved the recognition of target locations and intrinsic information, while decreasing the attention given to non-target regions. Experiments have demonstrated that combining spatial attention mechanisms with SE networks increases focus on recognizing target locations and intrinsic information, while decreasing focus on non-target regions. Finally, by comparing different learning rates, regularization methods, and batch sizes of the model, we found that the training performance of the model was optimal with a learning rate of 0.001, a batch size of 128, and no regularization methods. In conclusion, this study demonstrated that the ResNet152V2-SA-SE network model was effective in the detection and evaluation of the walnut kernels.
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Affiliation(s)
- Siwei Chen
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
| | - Dan Dai
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China,*Correspondence: Dan Dai,
| | - Jian Zheng
- College of Food and Health, Zhejiang Agriculture and Forestry University, Hangzhou, China
| | - Haoyu Kang
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
| | - Dongdong Wang
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
| | - Xinyu Zheng
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
| | - Xiaobo Gu
- Lin’an District Agricultural and Forestry Technology Extension Centre, Hangzhou, China
| | - Jiali Mo
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
| | - Zhuohui Luo
- School of Mathematics and Computer Science, Zhejiang Agriculture and Forestry University, Hangzhou, China,Zhejiang Key Laboratory of Forestry Intelligent Monitoring and Information Technology Research, Hangzhou, China,Key Laboratory of Forestry Perception Technology and Intelligent Equipment of the State Forestry Administration, Hangzhou, China
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Sobiesiak M. New Bio-Based Polymer Sorbents out of Terpene Compounds or Vegetable Oils: Synthesis, Properties, Analysis of Sorption Processes. Polymers (Basel) 2022; 14. [PMID: 36559756 DOI: 10.3390/polym14245389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 12/05/2022] [Accepted: 12/07/2022] [Indexed: 12/14/2022] Open
Abstract
This research presents a synthesis and characterization of new bio-based polymer sorbents. Natural origin substances such as terpenes (citral, limonene, and pinene) or vegetable oils (argan, linseed, and rapeseed oils) were used as monomers, and divinylbenzene was applied as the cross-linker. The newly prepared polymers were characterized by means of ATR-FTIR, TG/DTG and titration methods (acid and iodine values), and N2 physisorption experiments. Tests of sorption ability were carried out by a dynamic solid phase extraction method using a mixture of four phenols or single-component pharmaceutical solutions (salicylic acid, aspirin, ibuprofen, paracetamol, and ampicillin). The performed studies revealed that the terpene-based polymers possessed better-developed porous structures (420-500 m2/g) with more uniform pores than oil-based ones. However, the surface of the oil-based sorbents was more acidic in nature. The sorption tests showed that both the porosity and acidity of the surface significantly influenced the sorption. Recoveries of up to 90% were obtained for 2,4 dichlorophenol from C-DVB, L-DVB, and Ro-DVB. The lowest affinity to the polymers exhibited phenol (5-45%), aspirin (1-7%), and ampicillin (1-7%). A 70% recovery was achieved for ibuprofen from C-DVB. In-depth data analysis allowed the influence of various factors on the sorption process of test compounds of the studied polymers to be elucidated.
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Gagour J, Ahmed MN, Bouzid HA, Oubannin S, Bijla L, Ibourki M, Hajib A, Koubachi J, Harhar H, Gharby S. Proximate Composition, Physicochemical, and Lipids Profiling and Elemental Profiling of Rapeseed (Brassica napus L.) and Sunflower (Helianthus annuus L.) Grown in Morocco. Evidence-Based Complementary and Alternative Medicine 2022; 2022:1-12. [PMID: 36238607 PMCID: PMC9552689 DOI: 10.1155/2022/3505943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 07/20/2022] [Accepted: 07/28/2022] [Indexed: 11/18/2022]
Abstract
We investigate and compare the nutritional and physicochemical properties of rapeseed and sunflower grown in Morocco. In order to examine a complete physicochemical characterization, various parameters such as mineral profile, fatty acid composition, sterols contents, total flavonoids content (TFC), total polyphenols content (TPC), and quality oil parameters were evaluated. The results showed a relatively small difference in the physicochemical composition of the seeds, as sunflower seeds recorded higher amounts of protein and oil content (22.98 ± 0.01 g/100 g and 41.30 ± 0.50 g/100 g) than rapeseed (22.98 ± 0.01 and 38.80 ± 0.50), while mineral elements profile was observed to be statistically different. Nevertheless, both seeds were rich in K, Ca, P, Mg, and Na and they were relatively poor in Na, Fe, Mn, Cu, and Zn. The most represented macroelement was K with the amount of 7936.53 ± 63.87 mg/Kg in rapeseed and 7739.22 ± 59.50 mg/Kg in sunflower. On the other hand, Cu was present in the analyzed samples the least, mostly below 20 mg/kg. For TPC and TFC, the sunflower recorded higher values (49.73 ± 0.50 and 25.37 ± 0.39 mg GAE/g) than rapeseed (38.49 ± 0.24 and 22.55 ± 1.76 mg QE/g). The fatty acid composition showed that both extracted oils have beneficial proprieties, as they are rich in unsaturated fatty acids; namely, rapeseed oil contains a high level of oleic acid (C18 : 1) (62.19%), while sunflower oil was richer in linoleic acid (C18 : 2) (55.7%). As a result, we conclude that the studied varieties have major importance in terms of both nutritional and seed improvement potentials.
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Amaral JS, Raja FZ, Costa J, Grazina L, Villa C, Charrouf Z, Mafra I. Authentication of Argan (Argania spinosa L.) Oil Using Novel DNA-Based Approaches: Detection of Olive and Soybean Oils as Potential Adulterants. Foods 2022; 11:2498. [PMID: 36010499 PMCID: PMC9407626 DOI: 10.3390/foods11162498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/08/2022] [Accepted: 08/16/2022] [Indexed: 11/17/2022] Open
Abstract
Argan oil is a traditional product obtained from the fruits of the argan tree (Argania spinosa L.), which is endemic only to Morocco. It is commercialized worldwide as cosmetic and food-grade argan oil, attaining very high prices in the international market. Therefore, argan oil is very prone to adulteration with cheaper vegetable oils. The present work aims at developing novel real-time PCR approaches to detect olive and soybean oils as potential adulterants, as well as ascertain the presence of argan oil. The ITS region, matK and lectin genes were the targeted markers, allowing to detect argan, olive and soybean DNA down to 0.01 pg, 0.1 pg and 3.2 pg, respectively, with real-time PCR. Moreover, to propose practical quantitative methods, two calibrant models were developed using the normalized ΔCq method to estimate potential adulterations of argan oil with olive or soybean oils. The results allowed for the detection and quantification of olive and soybean oils within 50–1% and 25–1%, respectively, both in argan oil. Both approaches provided acceptable performance parameters and accurate determinations, as proven by their applicability to blind mixtures. Herein, new qualitative and quantitative PCR assays are proposed for the first time as reliable and high-throughput tools to authenticate and valorize argan oil.
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Mirpoor SF, Giosafatto CVL, Mariniello L, D’Agostino A, D’Agostino M, Cammarota M, Schiraldi C, Porta R. Argan (Argania spinosa L.) Seed Oil Cake as a Potential Source of Protein-Based Film Matrix for Pharmaco-Cosmetic Applications. Int J Mol Sci 2022; 23:ijms23158478. [PMID: 35955611 PMCID: PMC9368985 DOI: 10.3390/ijms23158478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 07/27/2022] [Accepted: 07/28/2022] [Indexed: 02/01/2023] Open
Abstract
Various different agri-food biomasses might be turned into renewable sources for producing biodegradable and edible plastics, potentially attractive for food, agricultural and cosmeceutical sectors. In this regard, different seeds utilized for edible and non-edible oil extraction give rise to high amounts of organic by-products, known as seed oil cakes (SOCs), potentially able to become protein-rich resources useful for the manufacturing of biodegradable films. This study reports the potential of SOC derived from Argania spinosa (argan), a well-known plant containing valuable non-refined oil suitable for food or cosmetic use, to be a promising valuable source for production of a protein-based matrix of biomaterials to be used in the pharmaco-cosmetic sector. Thus, glycerol-plasticized films were prepared by casting and drying using different amounts of argan seed protein concentrate, in the presence of increasing glycerol concentrations, and characterized for their morphological, mechanical, barrier, and hydrophilicity properties. In addition, their antioxidant activity and effects on cell viability and wound healing were investigated. The hydrophobic nature of the argan protein-based films, and their satisfying physicochemical and biological properties, suggest a biorefinery approach for the recycling of argan SOC as valuable raw material for manufacturing new products to be used in the cosmeceutical and food industries.
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Affiliation(s)
- Seyedeh Fatemeh Mirpoor
- Department of Chemical Sciences, Montesantangelo Campus, University of Naples “Federico II”, via Cintia 4, 80126 Naples, Italy; (S.F.M.); (L.M.); (R.P.)
| | - Concetta Valeria L. Giosafatto
- Department of Chemical Sciences, Montesantangelo Campus, University of Naples “Federico II”, via Cintia 4, 80126 Naples, Italy; (S.F.M.); (L.M.); (R.P.)
- Correspondence: ; Tel.: +39-0812539470
| | - Loredana Mariniello
- Department of Chemical Sciences, Montesantangelo Campus, University of Naples “Federico II”, via Cintia 4, 80126 Naples, Italy; (S.F.M.); (L.M.); (R.P.)
| | - Antonella D’Agostino
- Department of Experimental Medicine, Section of Biotechnology and Molecular Biology, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (A.D.); (M.D.); (M.C.); (C.S.)
| | - Maria D’Agostino
- Department of Experimental Medicine, Section of Biotechnology and Molecular Biology, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (A.D.); (M.D.); (M.C.); (C.S.)
| | - Marcella Cammarota
- Department of Experimental Medicine, Section of Biotechnology and Molecular Biology, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (A.D.); (M.D.); (M.C.); (C.S.)
| | - Chiara Schiraldi
- Department of Experimental Medicine, Section of Biotechnology and Molecular Biology, University of Campania “Luigi Vanvitelli”, 80138 Naples, Italy; (A.D.); (M.D.); (M.C.); (C.S.)
| | - Raffaele Porta
- Department of Chemical Sciences, Montesantangelo Campus, University of Naples “Federico II”, via Cintia 4, 80126 Naples, Italy; (S.F.M.); (L.M.); (R.P.)
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Taous F, El Ghali T, Marah H, Laraki K, Islam M, Cannavan A, Kelly S. Geographical Classification of Authentic Moroccan Argan Oils and the Rapid Detection of Soya and Sunflower Oil Adulteration with ATR-FTIR Spectroscopy and Chemometrics. FOOD ANAL METHOD 2022. [DOI: 10.1007/s12161-022-02333-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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