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Rugji J, Erol Z, Taşçı F, Musa L, Hamadani A, Gündemir MG, Karalliu E, Siddiqui SA. Utilization of AI - reshaping the future of food safety, agriculture and food security - a critical review. Crit Rev Food Sci Nutr 2024:1-45. [PMID: 39644464 DOI: 10.1080/10408398.2024.2430749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/09/2024]
Abstract
Artificial intelligence is an emerging technology which harbors a suite of mechanisms that have the potential to be leveraged for reaping value across multiple domains. Lately, there is an increased interest in embracing applications associated with Artificial Intelligence to positively contribute to food safety. These applications such as machine learning, computer vision, predictive analytics algorithms, sensor networks, robotic inspection systems, and supply chain optimization tools have been established to contribute to several domains of food safety such as early warning of outbreaks, risk prediction, detection and identification of food associated pathogens. Simultaneously, the ambition toward establishing a sustainable food system has motivated the adoption of cutting-edge technologies such as Artificial Intelligence to strengthen food security. Given the myriad challenges confronting stakeholders in their endeavors to safeguard food security, Artificial Intelligence emerges as a promising tool capable of crafting holistic management strategies for food security. This entails maximizing crop yields, mitigating losses, and trimming operational expenses. AI models present notable benefits in efficiency, precision, uniformity, automation, pattern identification, accessibility, and scalability for food security endeavors. The escalation in the global trend for adopting alternative protein sources such as edible insects and microalgae as a sustainable food source reflects a growing recognition of the need for sustainable and resilient food systems to address the challenges of population growth, environmental degradation, and food insecurity. Artificial Intelligence offers a range of capabilities to enhance food safety in the production and consumption of alternative proteins like microalgae and edible insects, contributing to a sustainable and secure food system.
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Affiliation(s)
- Jerina Rugji
- Department of Food Hygiene and Technology, Burdur Mehmet Akif Ersoy University, Burdur, Turkey
- Department of Food Science, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Zeki Erol
- Department of Food Hygiene and Technology, Necmettin Erbakan University, Ereğli, Konya, Turkey
| | - Fulya Taşçı
- Department of Food Hygiene and Technology, Burdur Mehmet Akif Ersoy University, Burdur, Turkey
| | - Laura Musa
- Department of Veterinary Medicine and Animal Sciences, University of Milan, Milan, Italy
| | - Ambreen Hamadani
- Department of Animal and Dairy Sciences, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | | | - Esa Karalliu
- Department of Infectious Diseases and Public Health, City University of Hong Kong, Hong Kong
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N. R, Varghese T, Jana P, Brighty R. J. A, Sethupathy A. M, S. S, Alrashdi YBA, Ibrahim AE, El Deeb S. Current Status and Global Research Trend Patterns of Insect Meal in Aquaculture From Scientometric Perspective: (2013-2022). AQUACULTURE NUTRITION 2024; 2024:5466604. [PMID: 39555523 PMCID: PMC11521589 DOI: 10.1155/2024/5466604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Revised: 08/14/2024] [Accepted: 09/18/2024] [Indexed: 11/19/2024]
Abstract
In the past decade, insect meal has gained popularity in the animal feed industry, particularly in aquafeed, due to rising costs and decreased availability of fish meal (FM) and fish oil. Initially met with skepticism, insect meal is now seen as a promising ingredient because of its high nutrient profile. Research worldwide is exploring its potential as a FM replacement. Insects are abundant, nutritious, and environmentally friendly, as they can be reared on organic waste, minimizing the need for land, water, and energy. This research aims at obtaining a comprehensive and in-depth understanding of the current status and research trend patterns in this research field. To achieve this goal, this study conducts a mini systematic review and scientometric analysis of the global research published from 2013 to 2022 on the usage of insect meal in aquaculture. In the scientometric analysis, a total of 354 papers published by 1800 authors in 124 different journals from the Web of Science (WoS) core collection were analyzed, evaluating the number of publications, most relevant authors, organizations, top cited countries, most globally cited publications, and trending research themes in this field. The result showed that the University of Turin was the leading organization in insect meal research, whereas aquaculture was the leading journal, and author Laura Gasco was the prominent researcher in this field in the studied time frame (2013-2022). Italy was the leading country in Europe, while China dominated Asia in terms of the number of publications. The annual growth rate in insect meal research was found to be positive (23.11%), with 36.95 average citations per document. This study helps practitioners and scholars understand the current state of insect meal in aquaculture and identifies research requirements that can benefit both academia and industry.
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Affiliation(s)
- Raghuvaran N.
- Fish Nutrition, Biochemistry and Physiology Division, ICAR—Central Institute of Fisheries Education, Mumbai 400061, Maharashtra, India
| | - Tincy Varghese
- Fish Nutrition, Biochemistry and Physiology Division, ICAR—Central Institute of Fisheries Education, Mumbai 400061, Maharashtra, India
| | - Prasanta Jana
- Fish Nutrition, Biochemistry and Physiology Division, ICAR—Central Institute of Fisheries Education, Mumbai 400061, Maharashtra, India
- Department of Aquaculture, College of Fisheries Science, Birsa Agricultural University, Gumla, Ranchi 835207, Jharkhand, India
| | - Angela Brighty R. J.
- Fisheries Resource Harvest and Post-Harvest Management Division, ICAR—Central Institute of Fisheries Education (CIFE), Mumbai 400061, Maharashtra, India
| | - Muthiah Sethupathy A.
- Department of Aquatic Environment Management, TNJFU Dr. MGR Fisheries College and Research Institute, Thalainayeru 614712, Tamil Nadu, India
| | - Sudarshan S.
- Department of Aquatic Environment Management, TNJFU Dr. MGR Fisheries College and Research Institute, Thalainayeru 614712, Tamil Nadu, India
| | | | - Adel Ehab Ibrahim
- Natural and Medical Sciences Research Center, University of Nizwa, P.O. Box 33, Birkat Al Mauz, Nizwa 616, Oman
| | - Sami El Deeb
- Institute of Medicinal and Pharmaceutical Chemistry, Technische Universitaet Braunschweig, Braunschweig, Germany
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Arndt SS, van der Staay FJ, Goerlich VC. Near and Dear? If animal welfare concepts do not apply to species at a great phylogenetic distance from humans, what concepts might serve as alternatives? Anim Welf 2024; 33:e38. [PMID: 39464388 PMCID: PMC11503720 DOI: 10.1017/awf.2024.36] [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: 07/05/2023] [Revised: 01/29/2024] [Accepted: 06/12/2024] [Indexed: 10/29/2024]
Abstract
A wide range of animal taxa, including vertebrates and invertebrates, are controlled or kept by humans. They may be used as pets, for recreation, sport and hobbies, as working animals, as producers of animal-derived (food) products or as biomedical models in research. There is a need for clear guidance on the treatment of animals, regardless of their phylogenetic distance from humans. Current animal welfare concepts, which emphasise animal sentience and the ability of animals to experience negative or positive mental states, are limited in scope to a small proportion of the animal kingdom, as the vast majority of species are (currently) thought to lack sentience. We discuss four options for addressing the question of which basic concept(s) could be used to derive guidelines for the treatment of animal species, sentient or non-sentient: (1) alternative concepts tailored to specific groups of species; (2) 'welfare' concepts not presupposing sentience; (3) the precautionary principle; or (4) the concept of animal integrity. Since questions regarding the appropriate treatment of animals, including species with a large phylogenetic distance from humans, have an ethical/moral dimension, we also address who counts morally and how much, and how animals should be treated given their moral status. We suggest that the concept of animal integrity, possibly complemented and extended by the concept of habitat/ecosystem integrity, is suitable for application to all species. However, a current concept of animal welfare should serve as the primary basis for guidance on how to treat species that are sentient and capable of experiencing emotions.
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Affiliation(s)
- Saskia S Arndt
- Division of Animals in Science and Society, Animal Behaviour Group, Faculty of Veterinary Medicine, Utrecht University, PO Box 80166, 3508 TDUtrecht, The Netherlands
| | - F Josef van der Staay
- Department of Population Health Sciences, Division of Farm Animal Health, Behaviour and Welfare Group (Formerly: Emotion and Cognition Group), Faculty of Veterinary Medicine, University Utrecht, Utrecht, The Netherlands
- University Medical Center (UMC) Utrecht, Brain Centre, Utrecht, The Netherlands
| | - Vivian C Goerlich
- Division of Animals in Science and Society, Animal Behaviour Group, Faculty of Veterinary Medicine, Utrecht University, PO Box 80166, 3508 TDUtrecht, The Netherlands
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Kotsou K, Chatzimitakos T, Athanasiadis V, Bozinou E, Lalas SI. Exploiting Agri-Food Waste as Feed for Tenebrio molitor Larvae Rearing: A Review. Foods 2024; 13:1027. [PMID: 38611333 PMCID: PMC11011778 DOI: 10.3390/foods13071027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Revised: 03/20/2024] [Accepted: 03/24/2024] [Indexed: 04/14/2024] Open
Abstract
The agri-food industry generates substantial amounts of waste, including by-products and residues. The increasing demand for sustainable and eco-friendly practices in the agri-food sector has sparked an interest in finding alternative uses for such waste materials. One promising approach is the utilization of waste from the agri-food industry as feed for the rearing of mealworms (Tenebrio molitor). Since agri-food waste is rich in proteins, carbohydrates, lipids, and vitamins, as well as other bioactive compounds, all of which are essential for insect growth and development, incorporating such waste into the diet of mealworms promotes sustainable insect production, reducing the economic and environmental problems associated with waste disposal. This practice can also be beneficial for the rearing of mealworms since their nutritional value can also be enhanced. To this end, various waste materials, such as fruit and vegetable peels, spent grains, and food processing residues, have been investigated as potential feed sources, leading to increased mass production, lower cost, and enhanced nutritional value. This review aims to highlight the potential of agri-food waste as a feed source for mealworms, as well as their potential to enhance their nutritional value. Furthermore, the potential applications of mealworms reared on agri-food waste are highlighted, including their potential as a sustainable protein source for human consumption and as feed ingredients in the livestock and aquaculture sectors.
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Affiliation(s)
- Konstantina Kotsou
- Department of Food Science and Nutrition, University of Thessaly, Terma N. Temponera Str., 43100 Karditsa, Greece; (T.C.); (V.A.); (E.B.); (S.I.L.)
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Hancz C, Sultana S, Nagy Z, Biró J. The Role of Insects in Sustainable Animal Feed Production for Environmentally Friendly Agriculture: A Review. Animals (Basel) 2024; 14:1009. [PMID: 38612248 PMCID: PMC11010863 DOI: 10.3390/ani14071009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 03/11/2024] [Accepted: 03/22/2024] [Indexed: 04/14/2024] Open
Abstract
The growing demand for animal protein, the efficient use of land and water, and the limitations of non-renewable energy sources highlight the global importance of edible insects. This paper provides an overview of the key issues regarding the role of edible insects in sustainable feed production and environmentally friendly agriculture. The indispensable ecological services provided by insects are discussed, as well as the farming, products, and nutritional value of edible insects. A representative selection of the literature reviewing major insect species' chemical compositions and nutritional value is also presented. The use of insect-derived feeds for animal production is presented in detail and discussed for the major terrestrial livestock and aquaculture groups.
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Affiliation(s)
- Csaba Hancz
- Kaposvár Campus, Hungarian University of Agriculture and Life Sciences, Guba S. 40., 7400 Kaposvár, Hungary (S.S.)
| | - Sadia Sultana
- Kaposvár Campus, Hungarian University of Agriculture and Life Sciences, Guba S. 40., 7400 Kaposvár, Hungary (S.S.)
| | - Zoltán Nagy
- Research Center for Fisheries and Aquaculture, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Anna-liget 35., 5540 Szarvas, Hungary
| | - Janka Biró
- Research Center for Fisheries and Aquaculture, Institute of Aquaculture and Environmental Safety, Hungarian University of Agriculture and Life Sciences, Anna-liget 35., 5540 Szarvas, Hungary
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Dalmoro YK, Franceschi CH, Stefanello C. A Systematic Review and Metanalysis on the Use of Hermetia illucens and Tenebrio molitor in Diets for Poultry. Vet Sci 2023; 10:702. [PMID: 38133252 PMCID: PMC10747995 DOI: 10.3390/vetsci10120702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 11/29/2023] [Accepted: 12/06/2023] [Indexed: 12/23/2023] Open
Abstract
Insect meal as a protein source has been considered a sustainable way to feed animals. H. illucens and T. molitor larvae meal are considered high-protein sources for poultry, also presenting considerable amounts of fatty acids, vitamins, and minerals. However, other potential components in insect meal and insect oil have been more extensively studied in recent years. Chitin, lauric acid, and antimicrobial peptides can present antimicrobial and prebiotic functions, indicating that low levels of their inclusion in insect meal can beneficially affect broilers' health and immune responses. This systematic review was developed to study the impact of insect products on the health parameters of broilers, and a metanalysis was conducted to evaluate the effects on performance. A database was obtained based on a selection of manuscripts from January 2016 to January 2023, following the mentioned parameters. Both H. illucens and T. molitor meal or oil products had positive effects on poultry health status, especially on the ileal and cecal microbiota population, immune responses, and antimicrobial properties. The average daily gain was greater in broilers fed T. molitor meal compared to H. illucens meal (p = 0.002). The results suggest that low levels of insect meal are suitable for broilers, without resulting in negative effects on body weight gain and the feed conversion ratio, while the insect oil can totally replace soybean oil without negative impacts.
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Affiliation(s)
- Yuri Katagiri Dalmoro
- Department of Animal Science, Federal University of Santa Maria, Santa Maria 97105-900, RS, Brazil;
| | - Carolina H. Franceschi
- Department of Animal Science, Federal University of Rio Grande do Sul, Porto Alegre 91540-000, RS, Brazil;
| | - Catarina Stefanello
- Department of Animal Science, Federal University of Santa Maria, Santa Maria 97105-900, RS, Brazil;
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Kim J, Kurniawan H, Faqeerzada MA, Kim G, Lee H, Kim MS, Baek I, Cho BK. Proximate Content Monitoring of Black Soldier Fly Larval ( Hermetia illucens) Dry Matter for Feed Material using Short-Wave Infrared Hyperspectral Imaging. Food Sci Anim Resour 2023; 43:1150-1169. [PMID: 37969323 PMCID: PMC10636226 DOI: 10.5851/kosfa.2023.e33] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 06/26/2023] [Accepted: 07/02/2023] [Indexed: 11/17/2023] Open
Abstract
Edible insects are gaining popularity as a potential future food source because of their high protein content and efficient use of space. Black soldier fly larvae (BSFL) are noteworthy because they can be used as feed for various animals including reptiles, dogs, fish, chickens, and pigs. However, if the edible insect industry is to advance, we should use automation to reduce labor and increase production. Consequently, there is a growing demand for sensing technologies that can automate the evaluation of insect quality. This study used short-wave infrared (SWIR) hyperspectral imaging to predict the proximate composition of dried BSFL, including moisture, crude protein, crude fat, crude fiber, and crude ash content. The larvae were dried at various temperatures and times, and images were captured using an SWIR camera. A partial least-squares regression (PLSR) model was developed to predict the proximate content. The SWIR-based hyperspectral camera accurately predicted the proximate composition of BSFL from the best preprocessing model; moisture, crude protein, crude fat, crude fiber, and crude ash content were predicted with high accuracy, with R2 values of 0.89 or more, and root mean square error of prediction values were within 2%. Among preprocessing methods, mean normalization and max normalization methods were effective in proximate prediction models. Therefore, SWIR-based hyperspectral cameras can be used to create automated quality management systems for BSFL.
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Affiliation(s)
- Juntae Kim
- Department of Biosystems Machinery
Engineering, College of Agricultural and Life Science, Chungnam National
University, Daejeon 34134, Korea
| | - Hary Kurniawan
- Department of Biosystems Machinery
Engineering, College of Agricultural and Life Science, Chungnam National
University, Daejeon 34134, Korea
| | - Mohammad Akbar Faqeerzada
- Department of Biosystems Machinery
Engineering, College of Agricultural and Life Science, Chungnam National
University, Daejeon 34134, Korea
| | - Geonwoo Kim
- Department of Bio-Industrial Machinery
Engineering, College of Agriculture and Life Science, Gyeongsang National
University, Jinju 52828, Korea
| | - Hoonsoo Lee
- Department of Biosystems Engineering,
College of Agriculture, Life & Environment Science, Chungbuk National
University, Cheongju 28644, Korea
| | - Moon Sung Kim
- Environmental Microbial and Food Safety
Laboratory, Agricultural Research Service, United States Department of
Agriculture, Beltsville, MD 20705, USA
| | - Insuck Baek
- Environmental Microbial and Food Safety
Laboratory, Agricultural Research Service, United States Department of
Agriculture, Beltsville, MD 20705, USA
| | - Byoung-Kwan Cho
- Department of Biosystems Machinery
Engineering, College of Agricultural and Life Science, Chungnam National
University, Daejeon 34134, Korea
- Department of Smart Agriculture Systems,
College of Agricultural and Life Science, Chungnam National
University, Daejeon 34134, Korea
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Miranda CD, Cammack JA, Tomberlin JK. Large-scale production of house fly, Musca domestica (Diptera: Muscidae), larvae fed 3 manure types. JOURNAL OF ECONOMIC ENTOMOLOGY 2023; 116:1102-1109. [PMID: 37279773 DOI: 10.1093/jee/toad099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 05/02/2023] [Accepted: 05/17/2023] [Indexed: 06/08/2023]
Abstract
House flies, Musca domestica, L., (Diptera: Muscidae) are well-known pests at animal facilities; however, they can be used for manure biodegradation. Utilizing house flies to process animal manure offers a means to recycle nutrients and reduce contaminants (e.g., pathogens and heavy metals), while also producing multiple revenue streams (e.g., protein for feed, fat for biodiesel, frass as a soil amendment). This study determined house fly larval performance on a larger scale (kilogram of wastes; thousands of larvae; single feeding) as a follow-up to a previous experiment performed at a bench-top scale (g of wastes; hundreds of larvae; incremental feeding). Four thousand larvae were fed 1 kg of swine, dairy, or poultry manure, or a control (Gainesville diet: 50% wheat bran, 30% alfalfa meal, and 20% corn meal). Peak larval weight occurred 4 days after inoculation and no significant difference in development time to first pupariation occurred across diets. However, percent survivorship to pupariation varied, with the highest occurring in Gainesville (74%), swine (73%), and poultry (67%) manure, whereas 50% survived when fed dairy manure. The highest pupal weight was found for those fed Gainesville (27 mg), and similar weights were found for those fed swine (21 mg), dairy (24 mg), and poultry (25 mg) manure. Although using house flies to manage manure has received little consideration in Western countries, other regions have this practice in place. Results may provide insight on differences between small- and large-scale studies, which is valuable for industrialization of this species for waste management and creating a more circular economy.
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Affiliation(s)
- Chelsea D Miranda
- Department of Entomology, Texas A&M University, 2475 TAMU, College Station, TX 77843, USA
| | | | - Jeffery K Tomberlin
- Department of Entomology, Texas A&M University, 2475 TAMU, College Station, TX 77843, USA
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Mwelwa S, Chungu D, Tailoka F, Beesigamukama D, Tanga C. Biotransfer of heavy metals along the soil-plant-edible insect-human food chain in Africa. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 881:163150. [PMID: 37001659 DOI: 10.1016/j.scitotenv.2023.163150] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/09/2023] [Accepted: 03/25/2023] [Indexed: 06/01/2023]
Abstract
Although mining is Zambia's major economic activity, it is implicated in environmental contamination, particularly with heavy metals. This study investigated the accumulation and transfer of heavy metals along the soil-plant-edible insect-human food chain. Our results revealed the presence of eight heavy metals (Arsenic, Cadmium, Chromium, Copper, Iron, Nickel, Lead, and Zinc) with a 28-60 % increase in soil concentrations at the proximity of the mining facilities. There was a higher accumulation of Cd, Cu, Ni, Fe, Pb, and Zn than As and Cr in plant species near the mine. Among the insect species studied, C. forda accumulated nickel significantly higher (70-81 %), I. obscura had higher cadmium (2-84 %) and lead (10-79 %), while I. rubra and M. falciger accumulated higher iron (41-96 %) and zinc (1-67 %), respectively, than other insect species. The quantity of I. obscura consumed (248 g person-1 day-1) was significantly higher (9-37 %) than other insect species. It was noted that the consumption of insects increased the daily intake of heavy metals, enhanced the target hazard quotient, and increased the associated health risks by up to 9 folds compared to the WHO permissible limits meaning that the daily intake of metals consumed depends on the daily quantity of insects consumed. Our findings suggest that the accumulation of heavy metals along the soil-plant-edible insect-human food chain could pose severe human and environmental health risks along the mining gradients. The potential consequences of heavy metal mobility in the consumer trophic levels and the ecotoxicological consequences are particularly concerning. Furthermore, physiological and biological studies are needed to investigate the abovementioned effects.
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Affiliation(s)
- Susan Mwelwa
- School of Graduate Studies, Copperbelt University, P.O Box 21692, Kitwe, Zambia
| | - Donald Chungu
- Cavendish University, Corner of Great North and Washama Roads, Villa Elizabeth, Zambia
| | | | - Dennis Beesigamukama
- International Center for Insect Physiology and Ecology, P.O Box 30772-00100, Nairobi, Kenya
| | - Chrysantus Tanga
- International Center for Insect Physiology and Ecology, P.O Box 30772-00100, Nairobi, Kenya.
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van Leuffen N, Ipema AF, Bolhuis JE. Comparing Pixel Changes and Manual Observations for Mapping Broiler Activity during Dried Black Soldier Fly Larvae ( Hermetia illucens) Provisioning. Animals (Basel) 2023; 13:2200. [PMID: 37444001 DOI: 10.3390/ani13132200] [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: 06/04/2023] [Revised: 07/02/2023] [Accepted: 07/03/2023] [Indexed: 07/15/2023] Open
Abstract
Welfare issues in broilers include inactivity and poor leg health. Activity can be stimulated by providing whole dried Black Soldier Fly Larvae (BFSL), but it is unknown whether this effect changes over time. Therefore, effects of BSFL provisioning on broiler activity per minute were assessed in detail. Additionally, the use of pixel changes as a proxy for broiler activity was explored. Broilers were housed in groups of 28 (n = 4 pens, <33 kg/m2). Dried BSFL were scattered through the pen of treatment groups at 08:00, 11:00, 14:00, and 17:00. Activity was assessed per minute both manually using scan sampling, and automatically as percent pixel changes for 30 min around BSFL provisioning, and at 14, 21 and 28 days of age. Both methods were moderately positively correlated and showed that BSFL provisioning increased activity. Activity as assessed by manual observations decreased at 17:00, at 21, and 28 days in both groups. The pixel changes indicated that this could be due to low activity levels in the control group. Using pixel changes seems to be a promising, timesaving tool to score broiler activity, but future research is necessary to validate this method and determine how high activity can be maintained over time.
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Affiliation(s)
- Noa van Leuffen
- Adaptation Physiology Group, Department of Animal Sciences, Wageningen University & Research, 6700 AH Wageningen, The Netherlands
- Department of Research, Aeres University of Applied Sciences, 8251 JZ Dronten, The Netherlands
| | - Allyson F Ipema
- Adaptation Physiology Group, Department of Animal Sciences, Wageningen University & Research, 6700 AH Wageningen, The Netherlands
| | - J Elizabeth Bolhuis
- Adaptation Physiology Group, Department of Animal Sciences, Wageningen University & Research, 6700 AH Wageningen, The Netherlands
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Huseynli L, Parviainen T, Kyllönen T, Aisala H, Vene K. Exploring the protein content and odor-active compounds of black soldier fly larvae for future food applications. FUTURE FOODS 2023. [DOI: 10.1016/j.fufo.2023.100224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/30/2023] Open
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12
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The Crick-Eatery: A Novel Approach to Evaluate Cricket ( Acheta domesticus) Powder Replacement in Food Products through Product Eating Experience and Emotional Response. Foods 2022; 11:foods11244115. [PMID: 36553857 PMCID: PMC9778095 DOI: 10.3390/foods11244115] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 12/08/2022] [Accepted: 12/10/2022] [Indexed: 12/23/2022] Open
Abstract
This study was conducted to evaluate three different food products containing cricket powder for consumer acceptability, emotional response, satiety, and plate waste. US untrained consumers (n = 108), from the San Luis Obispo, CA area, were recruited to evaluate three food products (sausage, pasta, and brownies) as components in a three-course meal that either contain cricket powder (CP) or not (Control). The CP sausage was found to have lower liking scores than the Control for the attributes tested (p < 0.05). The CP pasta was found to be higher in overall liking than the Control (p < 0.05). The CP Brownies were rated highly across the attributes, except for texture and aftertaste (p < 0.05). Though the CP products were found to be as acceptable as the Controls, the use of cricket powder may have affected the texture and flavor profile of both the CP sausage and brownies. The participants selected more positive emotions terms for both the CP and Control products than negative emotions. Negative terms selected, such as worried, decreased once the products were consumed (p < 0.05). Plate waste and subjective satiety may also be indicators of consumer acceptability. Significant correlations were found between appearance liking and satiety as well as taste liking and plate waste for both the Control and CP products/dishes (p < 0.05). Based on this work, future acceptance of insect-based products may be encouraged by evaluating the products throughout an eating experience.
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13
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Interest in Insects as Food and Feed: It Does Not Wane in the Public Domain. Foods 2022. [PMCID: PMC9601936 DOI: 10.3390/foods11203184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Majewski P, Zapotoczny P, Lampa P, Burduk R, Reiner J. Multipurpose monitoring system for edible insect breeding based on machine learning. Sci Rep 2022; 12:7892. [PMID: 35551215 PMCID: PMC9098436 DOI: 10.1038/s41598-022-11794-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 04/25/2022] [Indexed: 12/03/2022] Open
Abstract
The Tenebrio molitor has become the first insect added to the catalogue of novel foods by the European Food Safety Authority due to its rich nutritional value and the low carbon footprint produced during its breeding. The large scale of Tenebrio molitor breeding makes automation of the process, which is supported by a monitoring system, essential. Present research involves the development of a 3-module system for monitoring Tenebrio molitor breeding. The instance segmentation module (ISM) detected individual growth stages (larvae, pupae, beetles) of Tenebrio molitor, and also identified anomalies: dead larvae and pests. The semantic segmentation module (SSM) extracted feed, chitin, and frass from the obtained image. The larvae phenotyping module (LPM) calculated features for both individual larvae (length, curvature, mass, division into segments, and their classification) and the whole population (length distribution). The modules were developed using machine learning models (Mask R-CNN, U-Net, LDA), and were validated on different samples of real data. Synthetic image generation using a collection of labelled objects was used, which significantly reduced the development time of the models and reduced the problems of dense scenes and the imbalance of the considered classes. The obtained results (average [Formula: see text] for ISM and average [Formula: see text] for SSM) confirm the great potential of the proposed system.
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Affiliation(s)
- Paweł Majewski
- Faculty of Information and Communication Technology, Wrocław University of Science and Technology, Wrocław, Poland.
| | - Piotr Zapotoczny
- Department of Systems Engineering, University of Warmia and Mazury in Olsztyn, Olsztyn, Poland
| | - Piotr Lampa
- Faculty of Mechanical Engineering, Wrocław University of Science and Technology, Wrocław, Poland
| | - Robert Burduk
- Faculty of Information and Communication Technology, Wrocław University of Science and Technology, Wrocław, Poland
| | - Jacek Reiner
- Faculty of Mechanical Engineering, Wrocław University of Science and Technology, Wrocław, Poland
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