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Martinez M, Wallace HM, Searle C, Elliott B, Hosseini Bai S. Understanding chemical pathways of brown centre formation in laboratory induced and conventionally dried nut-in-shell macadamia kernels. Heliyon 2024; 10:e25221. [PMID: 38356544 PMCID: PMC10864918 DOI: 10.1016/j.heliyon.2024.e25221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 01/07/2024] [Accepted: 01/23/2024] [Indexed: 02/16/2024] Open
Abstract
World tree nut production has increased rapidly by around 50 % in the past decade; however, nut defects cause losses. For example, we know that brown centres are a major internal discolouration defect in macadamia nuts and are linked to the storage of nut-in-shell under improper conditions at high temperature and humidity. However, key chemical changes in brown centre kernels have not been described. In this study, we compared brown centres and white kernels from: 1) samples that were "induced" in the laboratory by storing at high moisture concentration; and 2) samples that were dried immediately after harvest using industry best practice methods recommended by the Australian Macadamia Society (AMS). We measured the moisture concentration, sugar concentration, fatty acid concentration, peroxide value, nutrient concentration and volatile compounds of induced and AMS samples. Our results showed that storing nut-in-shell macadamia under wet and hot conditions increased brown centres compared with samples immediately dried using the AMS regime, 10.33 % vs 1.44 %, respectively. Induced brown centres had significantly higher moisture concentrations than induced white centres. Volatile compounds including nonanoic acid, octanoic acid and 2,3 butanediol were identified and associated with brown centre formation in macadamia kernels and the initiation of lipid oxidation. Our results suggest sugar hydrolysis and the Maillard reaction are associated with brown centres both in laboratory induced samples and those formed using industry best practice drying methods. Our study suggests improper drying and storage at high temperature and high humidity are likely to result in brown centre formation. We recommend brown centre losses can be reduced by appropriate drying and storage practices.
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Affiliation(s)
- Marcela Martinez
- Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, QLD, 4111, Australia
| | - Helen M. Wallace
- Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, QLD, 4111, Australia
| | - Chris Searle
- MacAvo Consulting, Pashley's Road, Welcome Creek, QLD, 4670, Australia
| | - Brittany Elliott
- Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, QLD, 4111, Australia
| | - Shahla Hosseini Bai
- Centre for Planetary Health and Food Security, School of Environment and Science, Griffith University, Nathan, QLD, 4111, Australia
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2
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Luo KK, Huang G, Mitchell AE. Acceleration of lipid oxidation in raw stored almond kernels in response to postharvest moisture exposure. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2022; 102:1155-1164. [PMID: 34329485 PMCID: PMC9291489 DOI: 10.1002/jsfa.11452] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 07/08/2021] [Accepted: 07/30/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Almonds are an important crop in California, and increased yields necessitate that dried in-hull almonds are stored in the field for longer periods, increasing the potential for postharvest moisture exposure (e.g., rain, fog). Processors are increasingly drying these 'wet' almonds to a moisture content of <6% using low heat before the hulling and shelling process in order to reduce mechanical damage to the nutmeat. To date, there is no information on the impact that moisture exposure and drying prior to hulling and shelling has on lipid oxidation and storage shelf life of raw almonds. RESULTS Raw almonds exposed to ≤8% moisture and subsequently dried (MEx) and almonds not exposed to moisture exposure (≤4% moisture; control) were stored under accelerated shelf life conditions and evaluated monthly over 12 months for free fatty acid (FFA) value, peroxide value (PV), and headspace volatiles. At 12 months of accelerated storage, MEx almonds have 1.4 times higher FFA and 3.5 times higher PV than the control, indicating significant oxidative damage. MEx almonds also demonstrated higher levels of headspace volatile compounds related to lipid oxidation (i.e., hexanal, octanal, hexanoic acid) throughout storage. CONCLUSION Drying almonds exposed to postharvest moisture prior to storage results in a higher degree of lipid oxidation during storage and a significant reduction in shelf life. © 2021 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
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Affiliation(s)
- Kathleen K Luo
- Department of Food Science and TechnologyUniversity of California, DavisDavisCAUSA
| | | | - Alyson E Mitchell
- Department of Food Science and TechnologyUniversity of California, DavisDavisCAUSA
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3
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Tomishima H, Luo K, Mitchell AE. The Almond ( Prunus dulcis): Chemical Properties, Utilization, and Valorization of Coproducts. Annu Rev Food Sci Technol 2021; 13:145-166. [PMID: 34936815 DOI: 10.1146/annurev-food-052720-111942] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Almonds (Prunus dulcis) are one of the most consumed tree-nuts worldwide, with commercial production in arid environments such as California, Spain, and Australia. The high consumption of almonds is partly due to their versatile usage in products such as gluten-free flour and dairy alternatives as well as them being a source of protein in vegetarian diets. They contain high concentrations of health-promoting compounds such as Vitamin E and have demonstrated benefits for reducing the risk of cardiovascular disease and improving vascular health. In addition, almonds are the least allergenic tree nut and contain minute quantities of cyanogenic glycosides. Production has increased significantly in the past two decades with 3.12 billion pounds of kernel meat produced in California alone in 2020 (USDA 2021), leading to a new emphasis on the valorization of the coproducts (e.g., hulls, shells, skins, and blanch water). This article presents a review of the chemical composition of almond kernels (e.g., macro and micronutrients, phenolic compounds, cyanogenic glycosides, and allergens) and the current research exploring the valorization of almond coproducts. Expected final online publication date for the Annual Review of Food Science and Technology, Volume 13 is March 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Haruka Tomishima
- Department of Food Science and Technology, University of California-Davis, Davis, California, USA;
| | - Kathleen Luo
- Department of Food Science and Technology, University of California-Davis, Davis, California, USA;
| | - Alyson E Mitchell
- Department of Food Science and Technology, University of California-Davis, Davis, California, USA;
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4
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Effects of moisture content and mild heat on the ability of gaseous chlorine dioxide against Salmonella and Enterococcus faecium NRRL B-2354 on almonds. Food Control 2021. [DOI: 10.1016/j.foodcont.2020.107732] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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5
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Luo KK, Chapman DM, Lerno LA, Huang G, Mitchell AE. Influence of post-harvest moisture on roasted almond shelf life and consumer acceptance. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2021; 101:139-150. [PMID: 32614076 DOI: 10.1002/jsfa.10624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 06/19/2020] [Accepted: 07/02/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND The harvest weights of sweet almonds (Prunus dulcis) have significantly increased to meet consumer demand and now exceed processing facility capabilities. Crops are stockpiled for longer periods, increasing the probability of moisture exposure. Wet almonds can be mechanically dried prior to processing; however, it is unclear how this practice influences lipid oxidation, shelf-life, and consumer acceptance. To address this, almonds were exposed to 8% moisture and dried with low heat (ME). Almonds were roasted and stored under accelerated conditions for 12 months and markers of lipid oxidation, headspace volatiles, sensory attributes, and consumer liking were evaluated. RESULTS At 7 months of storage, light roast ME almonds had higher levels of volatiles related to lipid oxidation than non-moisture exposed almonds (NME) and were significantly higher in oxidized, cardboard and painty / solvent flavors. Although untrained consumers did not show significant preferences between the light roast ME and NME almonds, there were quality losses related to lipid oxidation that trained panelists could detect. Dark roast ME almonds demonstrated significant lipid oxidation by 5 months of storage, indicating they will have a compromised shelf life. Findings also indicate that octanal, nonanal, 2-octenal, and hexanoic acid are good indicators of consumer acceptability. CONCLUSION The results of this research illustrate that post-harvest moisture exposure with mechanical drying has a significant effect on the storage quality of roasted almonds and is most pronounced in dark roast products. © 2020 Society of Chemical Industry.
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Affiliation(s)
- Kathleen K Luo
- Department of Food Science and Technology, University of California, Davis, Davis, CA, USA
| | | | - Larry A Lerno
- Food Safety and Measurement Facility, University of California, Davis, Davis, CA, USA
| | | | - Alyson E Mitchell
- Department of Food Science and Technology, University of California, Davis, Davis, CA, USA
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6
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Li DY, Zhou DY, Yin FW, Dong XP, Xie HK, Liu ZY, Li A, Li JX, Rakariyatham K, Shahidi F. Impact of different drying processes on the lipid deterioration and color characteristics of Penaeus vannamei. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2020; 100:2544-2553. [PMID: 32017121 DOI: 10.1002/jsfa.10280] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2019] [Revised: 01/16/2020] [Accepted: 01/17/2020] [Indexed: 06/10/2023]
Abstract
BACKGROUND Fresh shrimp (Penaeus vannamei) deteriorates easily and the drying process is an important processing method for prolonging the shelf life of shrimp. The traditional drying method is hot-air-drying (HD), which can cause some problems such as nutrient loss, discoloration and lipid oxidation. In recent years, freeze-drying (FD) has been popular for removing moisture from food at lower temperatures, maintaining the structure of raw materials, and improving storage stability of products. In the present study, the effects of HD and FD on lipid and color of P. vannamei and the mechanisms involved were investigated. RESULTS FD caused less lipid oxidation compared to HD; consequently, FD-processed shrimps had lower levels of primary and secondary oxidation products, as well as acid value, and higher contents of triacylglycerol, phosphatidylcholine, phosphatidylethanolamine, eicosapentaenoic acid and docosahexaenoic acid compared to HD-processed samples. Lipase and lipoxygenase played a role in the oxidation and hydrolysis of lipids during drying process. FD-processed shrimps had lower yellowness value and chromatic aberrations but a higher whiteness value compared to HD-processed samples. Correlation analysis showed that lipid oxidation, astaxanthin degradation and the Maillard reaction contributed to the changes of color. Principal component analysis indicated that FD caused less deterioration in quality compared to HD. CONCLUSION In the present study, FD is recommended for preserving shrimp color and lipid nutrition in terms of lipid oxidation control. © 2020 Society of Chemical Industry.
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Affiliation(s)
- De-Yang Li
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Da-Yong Zhou
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Fa-Wen Yin
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Xiu-Ping Dong
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Hong-Kai Xie
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- Beijing Advanced Innovation Center for Food Nutrition and Human Health, College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, People's Republic of China
| | - Zhong-Yuan Liu
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Ao Li
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Jia-Xuan Li
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Kanyasiri Rakariyatham
- National Engineering Research Center of Seafood, Dalian, People's Republic of China
- School of Food Science and Technology, Dalian Polytechnic University, Dalian, People's Republic of China
| | - Fereidoon Shahidi
- Department of Biochemistry, Memorial University of Newfoundland, St John's, NL, Canada
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King ES, Chapman DM, Luo K, Ferris S, Huang G, Mitchell AE. Defining the Sensory Profiles of Raw Almond ( Prunus dulcis) Varieties and the Contribution of Key Chemical Compounds and Physical Properties. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:3229-3241. [PMID: 30798590 DOI: 10.1021/acs.jafc.8b05845] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
This study describes the sensory composition of commercial sweet almond varieties across two California growing seasons. It also discusses the relationship between sensory attributes and chemical and physical measures. Raw, whole almonds (43 samples each of 13 varieties in 2015 and 40 samples each of 10 varieties in 2016) were evaluated for their sensory profiles using descriptive sensory analysis. The 2016 samples were also analyzed for macro- and micronutrients, amygdalin, volatile composition (using gas chromatography-mass spectrometry), and physical properties, and the results were modeled with the sensory data. Independence, Sonora, and Wood Colony were harder, more fracturable, and crunchy, whereas Fritz and Monterey were more moist and chewy, reflecting their moisture contents. Aldrich and Fritz were higher in marzipan/benzaldehyde flavor, which is related to amygdalin, benzaldehyde, phenylethyl alcohol, and benzyl alcohol. New insights are provided into sweet-almond composition and the sensorial contribution of headspace volatiles. This assists almond growers and processors in describing and marketing almond varieties.
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Affiliation(s)
- Ellena S King
- MMR Research Worldwide Inc. , 345 Tompkins Avenue , Pleasantville , New York 10570 , United States
| | - Dawn M Chapman
- Eurofins Scientific Food Integrity & Innovation , 365 North Canyons Parkway, Suite 201 , Livermore , California 94551 , United States
| | - Kathleen Luo
- Food Science & Technology Department, Robert Mondavi Institute , University of California, Davis , 595 Hilgard Lane , Davis , California 95616 , United States
| | - Steve Ferris
- MMR Research Worldwide Inc. , 345 Tompkins Avenue , Pleasantville , New York 10570 , United States
| | - Guangwei Huang
- Almond Board of California , 1150 Ninth Street, Suite 1500 , Modesto , California 95354 , United States
| | - Alyson E Mitchell
- Food Science & Technology Department, Robert Mondavi Institute , University of California, Davis , 595 Hilgard Lane , Davis , California 95616 , United States
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8
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Franklin LM, Mitchell AE. Review of the Sensory and Chemical Characteristics of Almond ( Prunus dulcis) Flavor. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:2743-2753. [PMID: 30762362 DOI: 10.1021/acs.jafc.8b06606] [Citation(s) in RCA: 41] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Understanding almond flavor, in terms of both sensory aspects and chemistry, is essential for processors to maintain almond quality and to correctly identify acceptable or unacceptable product. This overview of the sensory and chemical characteristics of almond flavor discusses raw and heat-processed almonds, the volatile compounds generated upon heating, the aroma qualities associated with various odorants, and the use of descriptive sensory analysis for sweet almonds. Flavor development and off-flavors in almonds due to rancidity is also explored. The review examines the existing methods used to assess common nonvolatile as well as volatile indicators of lipid oxidation in almonds and the correlation of these indicators with consumer acceptance. Recent research on the relationship among volatile profile, rancidity indicators, and consumer acceptance is presented.
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Affiliation(s)
- Lillian M Franklin
- Department of Food Science and Technology , University of California, Davis , One Shields Avenue , Davis , California 95616 , United States
| | - Alyson E Mitchell
- Department of Food Science and Technology , University of California, Davis , One Shields Avenue , Davis , California 95616 , United States
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9
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Rogel-Castillo C, Luo K, Huang G, Mitchell AE. Effect of Drying Moisture Exposed Almonds on the Development of the Quality Defect Concealed Damage. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:8948-8956. [PMID: 28936871 DOI: 10.1021/acs.jafc.7b03680] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Concealed damage (CD), is a term used by the nut industry to describe a brown discoloration of kernel nutmeat that becomes visible after moderate heat treatments (e.g., roasting). CD can result in consumer rejection and product loss. Postharvest exposure of almonds to moisture (e.g., rain) is a key factor in the development of CD as it promotes hydrolysis of proteins, carbohydrates, and lipids. The effect of drying moisture-exposed almonds between 45 to 95 °C, prior to roasting was evaluated as a method for controlling CD in roasted almonds. Additionally, moisture-exposed almonds dried at 55 and 75 °C were stored under accelerated shelf life conditions (45 °C/80% RH) and evaluated for headspace volatiles. Results indicate that drying temperatures below 65 °C decreases brown discoloration of nutmeat up to 40% while drying temperatures above 75 °C produce significant increases in brown discoloration and volatiles related to lipid oxidation, and nonsignificant increases in Amadori compounds. Results also demonstrate that raw almonds exposed to moisture and dried at 55 °C prior to roasting, reduce the visual sign of CD and maintain headspace volatiles profiles similar to almonds without moisture damage during accelerated storage.
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Affiliation(s)
- Cristian Rogel-Castillo
- Department of Food Science and Technology, University of California Davis , One Shields Avenue, Davis, California 95616, United States
| | - Kathleen Luo
- Department of Food Science and Technology, University of California Davis , One Shields Avenue, Davis, California 95616, United States
| | - Guangwei Huang
- Almond Board of California , 1150 Ninth Street, Suite 1500, Modesto, California 95354, United States
| | - Alyson E Mitchell
- Department of Food Science and Technology, University of California Davis , One Shields Avenue, Davis, California 95616, United States
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10
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Hosseini Bai S, Darby I, Nevenimo T, Hannet G, Hannet D, Poienou M, Grant E, Brooks P, Walton D, Randall B, Wallace HM. Effects of roasting on kernel peroxide value, free fatty acid, fatty acid composition and crude protein content. PLoS One 2017; 12:e0184279. [PMID: 28902859 PMCID: PMC5597184 DOI: 10.1371/journal.pone.0184279] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2017] [Accepted: 08/21/2017] [Indexed: 11/28/2022] Open
Abstract
Roasting nuts may alter their chemical composition leading to changes in their health benefits. However, the presence of testa may alleviate the negative effects of thermal treatments. Hence, this study aimed to explore the effects of roasting on kernel chemical quality and colour development of Canarium indicum and examine to what extent testa would protect kernels against damage from roasting. Roasting decreased peroxide value but increased free fatty acid, probably due to increased cell destruction and lack of enzyme inactivation, respectively. Protein content of kernels significantly decreased after roasting compared to raw kernels. However, testa-on kernels contained significantly higher protein content compared to testa-off kernels. Whilst colour development and mottling were observed in temperatures beyond 120°C, roasting did not alter fatty acid compositions of kernels. The mild roasting and presence of testa in kernels can be used to enhance health benefits of kernels.
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Affiliation(s)
- Shahla Hosseini Bai
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
- * E-mail:
| | - Ian Darby
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - Tio Nevenimo
- National Agricultural Research Institute, Islands Regional Centre – Keravat, Kokopo, East New Britain Province, Papua New Guinea
| | - Godfrey Hannet
- National Agricultural Research Institute, Islands Regional Centre – Keravat, Kokopo, East New Britain Province, Papua New Guinea
| | - Dalsie Hannet
- National Agricultural Research Institute, Islands Regional Centre – Keravat, Kokopo, East New Britain Province, Papua New Guinea
| | - Matthew Poienou
- National Agricultural Research Institute, Islands Regional Centre – Keravat, Kokopo, East New Britain Province, Papua New Guinea
| | - Elektra Grant
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - Peter Brooks
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - David Walton
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - Bruce Randall
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
| | - Helen M. Wallace
- Genecology, Faculty of Science, Health, Education and Engineering, University of the Sunshine Coast, Maroochydore DC, Queensland, Australia
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Bolling BW. Almond Polyphenols: Methods of Analysis, Contribution to Food Quality, and Health Promotion. Compr Rev Food Sci Food Saf 2017; 16:346-368. [DOI: 10.1111/1541-4337.12260] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2016] [Revised: 02/07/2017] [Accepted: 02/08/2017] [Indexed: 12/22/2022]
Affiliation(s)
- Bradley W. Bolling
- Dept. of Food Science; Univ. of Wisconsin-Madison; 1605 Linden Dr. Madison WI 53706 U.S.A
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12
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Rogel-Castillo C, Boulton R, Opastpongkarn A, Huang G, Mitchell AE. Use of Near-Infrared Spectroscopy and Chemometrics for the Nondestructive Identification of Concealed Damage in Raw Almonds (Prunus dulcis). JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2016; 64:5958-5962. [PMID: 27309980 DOI: 10.1021/acs.jafc.6b01828] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Concealed damage (CD) is defined as a brown discoloration of the kernel interior (nutmeat) that appears only after moderate to high heat treatment (e.g., blanching, drying, roasting, etc.). Raw almonds with CD have no visible defects before heat treatment. Currently, there are no screening methods available for detecting CD in raw almonds. Herein, the feasibility of using near-infrared (NIR) spectroscopy between 1125 and 2153 nm for the detection of CD in almonds is demonstrated. Almond kernels with CD have less NIR absorbance in the region related with oil, protein, and carbohydrates. With the use of partial least squares discriminant analysis (PLS-DA) and selection of specific wavelengths, three classification models were developed. The calibration models have false-positive and false-negative error rates ranging between 12.4 and 16.1% and between 10.6 and 17.2%, respectively. The percent error rates ranged between 8.2 and 9.2%. Second-derivative preprocessing of the selected wavelength resulted in the most robust predictive model.
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Affiliation(s)
| | | | | | - Guangwei Huang
- Almond Board of California , 1150 Ninth Street, Suite 1500, Modesto, California 95354, United States
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