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20 pages, 2262 KB  
Article
Agronomic Performance, Mineral Composition, and Biochemical Characteristics of Basil (Ocimum basilicum L.) Grown in Trout (Oncorhynchus mykiss) Aquaponic Systems
by Mohammed Elakrouch, Marouane Mohaddab, Sarah Elmoussaoui, Arthur Libault, Ahmed Rachid and M. Haissam Jijakli
Biology 2026, 15(6), 511; https://doi.org/10.3390/biology15060511 (registering DOI) - 22 Mar 2026
Abstract
Aquaponic systems are among the sustainable approaches for combining fish farming and plant cultivation and have been proposed as potentially economically viable food production technologies. Their performance depends on the balanced environmental conditions shared by fish, nitrifying bacteria, and plants. This study assessed [...] Read more.
Aquaponic systems are among the sustainable approaches for combining fish farming and plant cultivation and have been proposed as potentially economically viable food production technologies. Their performance depends on the balanced environmental conditions shared by fish, nitrifying bacteria, and plants. This study assessed the performance of a trout-based (Oncorhynchus mykiss) decoupled aquaponic system for basil (Ocimum basilicum L.) growth and essential oil composition. Two cultivation strategies were compared over 60 days: a non-supplemented system relying exclusively on trout rearing water, and a system supplemented with mineral nutrients formulated according to the recommendations of the Hoagland nutrient solution. Basil grown without mineral supplementation maintained a healthy appearance and stable physiological status, with satisfactory growth, although it remained lower than in supplemented plants. The mineral profile of the plants showed similar nitrate and phosphorus concentrations between non-supplemented and supplemented plants, with nitrate levels of 5.40 ± 0.29 mg g−1 and 5.52 ± 0.29 mg g−1, respectively, and phosphorus levels of 5.46 ± 0.23 mg g−1 and 6.14 ± 0.91 mg g−1, respectively. In contrast, potassium concentration was lower in non-supplemented plants (36.89 ± 3.31 mg g−1) compared to supplemented plants (55.56 ± 7.16 mg g−1). Essential oil yield expressed per cultivated surface area remained comparable between systems, reaching 2.96 and 3.09 mL m−2 in the supplemented and non-supplemented systems, respectively. GC–MS analysis revealed that linalool (≈24%) was the predominant compound in both systems. Notably, estragole content was higher in non-supplemented plants (21.35 ± 1.46%) compared to supplemented plants (5.24 ± 0.68%). Overall, trout-based aquaponic systems not only support satisfactory basil growth but also enhance the production of essential oils with desirable aromatic characteristics, representing a sustainable and efficient strategy for aromatic plant cultivation. Full article
37 pages, 15545 KB  
Article
Comparative Analysis of the Intestinal Microbiota in Wild and Aquaculture Populations of Sparus aurata
by Maria Lanara, Elias Asimakis, Naima Bel Mokhtar, Pinelopi Koutsodima, Costas Batargias, Kosmas Toskas, Panagiota Stathopoulou and George Tsiamis
Microorganisms 2026, 14(3), 708; https://doi.org/10.3390/microorganisms14030708 (registering DOI) - 21 Mar 2026
Abstract
Fish host complex intestinal bacterial communities that contribute to a wide range of functions, from nutrient assimilation to modulation of the immune system. Understanding how environmental and host-related factors shape the fish gut microbiota is essential for advancing sustainable aquaculture practices. This study [...] Read more.
Fish host complex intestinal bacterial communities that contribute to a wide range of functions, from nutrient assimilation to modulation of the immune system. Understanding how environmental and host-related factors shape the fish gut microbiota is essential for advancing sustainable aquaculture practices. This study compared the intestinal microbiota of gilthead sea bream (Sparus aurata) between wild and aquaculture populations in western Greece using 16S rRNA gene amplicon sequencing targeting the V3–V4 region, combined with culture-based methods. The analysis was based on a 97% similarity threshold and included 141 gastrointestinal samples of fish collected at two aquaculture facilities and two wild fisheries, representing two different growth phases (150 g and 300 g body weight). High-throughput sequencing data revealed a clear separation of gut microbial communities according to origin (wild vs. aquaculture), geographic location, and body growth phase, with most wild fish groups exhibiting higher microbial diversity than their farmed counterparts, except for group MES_150 which showed similar or lower values. The gut microbiota was dominated by Pseudomonadota (53%), Bacillota (29%), Actinomycetota (7%), Deinococcota (5%), and Bacteroidota (4%). A shared core microbiome, comprising Psychrobacter, Staphylococcus, Geobacillus, Aeromonas, Enterobacter, Pantoea, Bacillus, and Acinetobacter, was detected across all populations. Wild fish were enriched in Psychrobacter, Aeromonas, and Photobacterium, while aquaculture fish displayed higher abundances of Vibrio, Allomeiothermus, and Staphylococcus. Network analysis revealed mostly mutually exclusive interactions in both groups but distinct patterns of co-occurrence, driven mainly by Paenibacillus, Enterobacter, and Staphylococcus in wild samples, and by Vibrio, Aeromonas, and Pseudomonas in farmed fish. Culture-based assays demonstrated greater diversity in wild fish, dominated by Pseudomonas, Staphylococcus, and Vibrio strains, in contrast to the frequent occurrence of Staphylococcus and Psychrobacter in aquaculture samples. The findings suggest that aquaculture practices significantly alter gut microbial community structure and reduce diversity, with potential implications for fish health and disease resistance. The identified core and differentially abundant taxa provide candidates for probiotic development to improve aquaculture sustainability. Full article
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17 pages, 635 KB  
Article
Physiological Performance of Anadromous Masu Salmon (Oncorhynchus masou) in Relation to Salinity
by Shihan Sun, Yuening Guo, Derun Yuan, Jiarun Lin, Huizhu Ni and Xuwang Yin
Fishes 2026, 11(3), 179; https://doi.org/10.3390/fishes11030179 - 18 Mar 2026
Viewed by 28
Abstract
Salinity is a key environmental survival factor for all aquatic organisms, especially migratory species. The masu salmon (Oncorhynchus masou) is a representative migratory fish species. Following the freshwater parr stage, anadromous masu salmon briefly inhabit brackish water and transition before migrating [...] Read more.
Salinity is a key environmental survival factor for all aquatic organisms, especially migratory species. The masu salmon (Oncorhynchus masou) is a representative migratory fish species. Following the freshwater parr stage, anadromous masu salmon briefly inhabit brackish water and transition before migrating to the ocean. To demonstrate the physiological responses of masu salmon (length: 8 ± 0.5 cm, water temperature: 10 ± 0.5 °C) to variations in salinity, we carried out three gradual transfer experiments (gradual daily increases direct transfer experiment of 3.2 (D10), 1.6 (D20), and 1.1 (D30) ppt until reaching 32 ppt) and one (immediate transfer to 32 ppt on day 0) as domestication regimens for masu salmon. The results indicated the following: (1) In the gradual transfer experiment group, growth performance, along with ion and hormone indicators, suggested that the D30 treatment group of anadromous masu salmon exhibited a high level of adaptability. (2) In the direct transfer experiment, in addition to the activity of antioxidant enzymes, both ion concentrations and hormone indicators returned to a stable state within 7 days. Our findings provide a scientific protocol for salinity regulation during the artificial propagation of masu salmon and establish critical acclimation parameters for land-based recirculating aquaculture systems aimed at marine salmonid farming, thereby highlighting their practical value. Full article
(This article belongs to the Section Physiology and Biochemistry)
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27 pages, 9493 KB  
Article
Long-Term Land Use/Land Cover Change and Climate-Driven Projection of Soil Organic Carbon Stocks and Sequestration Using the RothC Model in the Northern Nile Delta, Egypt
by Noura Bakr, Sahar A. Shahin, Ahmed A. Afifi and Elsayed F. Essa
Sustainability 2026, 18(6), 2884; https://doi.org/10.3390/su18062884 - 15 Mar 2026
Viewed by 235
Abstract
Soil organic carbon (SOC) is a major component of the global carbon cycle. This study aimed to: (i) monitor five decades’ land use/land cover (LULC) changes in the northern Nile delta using Landsat imagery; (ii) quantify baseline SOC stocks (SOCs) in 2021; (iii) [...] Read more.
Soil organic carbon (SOC) is a major component of the global carbon cycle. This study aimed to: (i) monitor five decades’ land use/land cover (LULC) changes in the northern Nile delta using Landsat imagery; (ii) quantify baseline SOC stocks (SOCs) in 2021; (iii) project SOCs and potential SOC sequestration (PSOCS) to 2100 under four SSP2-4.5 climate scenarios using RothC model; and (iv) evaluate uncertainty in SOCs and PSOCS projections using the Monte Carlo approach. Sixty soil samples were collected during the winter and summer seasons of 2018/2019 (30 per season). Agricultural land expanded from 12% in 1972 to 35% in 2021, while fish farms, established in the 1990s, accounted for 24% of the area by 2021. SOCs varied across LULC types and seasons. Between 13 and 28% of agricultural land exceeding 7 Mg C ha−1 in summer and winter, respectively. Barren land and sabkha were characterized by low SOCs (<3 Mg C ha−1). Model predictions indicate that mean SOCs will increase from 5.83 (2021) to 6.16 (mid-century), followed by a decline to 5.96 Mg C ha−1 by 2100. Estimated PSOCS range from 0.13 to 0.32 Mg C ha−1. Monte Carlo uncertainty analysis yielded median SOCs between 6.01 and 6.27 Mg C ha−1 and median PSOCS between 0.18 and 0.44 Mg C ha−1, reflecting moderate projection uncertainty. Full article
(This article belongs to the Section Soil Conservation and Sustainability)
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18 pages, 854 KB  
Article
Physiological and Metabolic Effects of Limnospira maxima Inclusion in Fish Feed on the Liver, Intestine, and Fillet of Juvenile Nile Tilapia (Oreochromis niloticus)
by Layon Carvalho de Assis, Daniel Kurpan, Sílvia Pope de Araújo, Wassali Valadares de Sousa, Arthur Costa Santos, Bruna de Lemos Novo, Raphael de Oliveira Ribeiro, Carolina dos Santos Ferreira, Tatiana El-Bacha, Pedro Pierro Mendonça, Fábio César Sousa Nogueira, Alexandre Guedes Torres and Anita Ferreira do Valle
Animals 2026, 16(6), 889; https://doi.org/10.3390/ani16060889 - 12 Mar 2026
Viewed by 196
Abstract
To reduce pressure on capture fisheries, sustainable aquaculture must decrease its dependency on fish meal and fish oil. Microalgae are a promising substitute due to their complete nutritional profile and low-footprint production process. This study examined the use of the cyanobacterium Limnospira maxima [...] Read more.
To reduce pressure on capture fisheries, sustainable aquaculture must decrease its dependency on fish meal and fish oil. Microalgae are a promising substitute due to their complete nutritional profile and low-footprint production process. This study examined the use of the cyanobacterium Limnospira maxima (commercially known as Spirulina) as a partial substitute for fish meal in feed for juvenile Nile tilapia (Oreochromis niloticus). We developed isoproteic (36%) and isoenergetic (3000 kcal kg−1) fish feed formulations containing 0% (control), 10%, 20%, 30%, or 40% L. maxima dry biomass. The experimental diets were then fed to 360 juvenile O. niloticus (1.32 ± 0.35 g) for 85 days using a randomized experimental design. The hepatic, intestinal, and muscle (fillet) tissues of the fish were collected for morphophysiological, fatty acid, and proteomic analyses. The intestinal coefficient, number of intestinal villi, villus height, and hepatosomatic index were essentially the same for all treatments (p > 0.05). Treatments containing 20–30% L. maxima exhibited a higher degree of unsaturation and better dietary fat quality. A greater abundance of the enzymes SOD, GSR, PRX1, and PLD3 in the experimental groups indicated higher antioxidant activity, whereas a greater abundance of acyl-CoA dehydrogenases indicated better use of fatty acids as an energy source. These trends were more evident in the 20–30% inclusion range. Thus, adding L. maxima to fish feed improves farming performance, fish health, and product quality. The results encourage the use of microalgae to promote more sustainable aquaculture. Full article
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19 pages, 1527 KB  
Article
Recovery of the White-Tailed Eagle Population in the Republic of Moldova: A Step Forward in Biodiversity Conservation
by Mihail Ghilan, Vitalie Ajder, Silvia Ursul and Emanuel Ștefan Baltag
Sustainability 2026, 18(6), 2722; https://doi.org/10.3390/su18062722 - 11 Mar 2026
Viewed by 624
Abstract
In healthy ecosystems, large raptors such as the White-tailed Eagle perform the essential roles of predators, bioindicators, and umbrella species. Despite their importance, many species of raptors are globally endangered, and similarly, in the Republic of Moldova, 13 species of diurnal birds of [...] Read more.
In healthy ecosystems, large raptors such as the White-tailed Eagle perform the essential roles of predators, bioindicators, and umbrella species. Despite their importance, many species of raptors are globally endangered, and similarly, in the Republic of Moldova, 13 species of diurnal birds of prey went extinct in the last 7 decades. The White-tailed Eagle (Haliaeetus albicilla) is the only example of a raptor that has regionally made a demographic and distributional comeback after decades of absence. Following this comeback, a national monitoring scheme during 2014–2025, including a nest counting survey in 2022–2024, has been implemented to understand what the current national situation of the species is and its ecological preferences and threats, together with the fundamental ecological context that allowed the breeding population to adapt to an ever-changing landscape. Field research conducted over 12 years confirmed the breeding of eight pairs, with data indicating a minimum of 19–23 nesting pairs. Pairs generally avoid human-dominated landscapes, preferring higher coverage of wetlands and forests, but current data suggests frequent occupancy of suboptimal territories and increasing tolerance towards human activity and infrastructure. Although currently small, the breeding population experiences high breeding success with no negative outcomes recorded. However, droughts and forestry activities in the proximity of the nests potentially reduced and delayed breeding success. Current forestry and fish farming practices increase the vulnerability of the few known breeding pairs to habitat degradation, poaching, and deforestation. To improve the conservation status of this endangered raptor in the Republic of Moldova, as close as possible to Least Concern status, it is crucial to implement multi-purpose buffer zones around active nests during the breeding season and to further survey the breeding population and assess any demographic trends. Full article
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17 pages, 1068 KB  
Article
Fractional Dynamical System for Pollution in Multi-Pond Networks
by Protopapas Eleftherios
Foundations 2026, 6(1), 10; https://doi.org/10.3390/foundations6010010 - 5 Mar 2026
Viewed by 177
Abstract
Aquatic pollution threatens biodiversity, disrupts ecological balance, and poses risks to communities dependent on freshwater resources. Aquaculture ponds are especially susceptible, as contaminants directly influence both ecosystem stability and the safety of fish for human consumption. With the rapid growth of pond-based aquaculture, [...] Read more.
Aquatic pollution threatens biodiversity, disrupts ecological balance, and poses risks to communities dependent on freshwater resources. Aquaculture ponds are especially susceptible, as contaminants directly influence both ecosystem stability and the safety of fish for human consumption. With the rapid growth of pond-based aquaculture, accurate modeling of pollutant dynamics is essential. This study analyzes pollution in a system of n interconnected ponds, assuming a clean water source, constant volume, and steady pollutant inflow and outflow. A previous model based on ordinary differential equations is solved using matrices, eigenvalues, eigenvectors, and generalized eigenvectors. A generalized fractional model is then developed employing the Caputo–Liouville derivative. Unlike classical models, fractional models account for memory effects and anomalous diffusion, providing a more realistic description of pollutant behavior. Analytical solutions are derived to track pollutant variation across ponds, and a comparison of the two formulations is presented. The results enhance understanding of pollution transport in aquaculture systems and offer insights for sustainable water quality management in fish farming. Full article
(This article belongs to the Section Mathematical Sciences)
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22 pages, 4704 KB  
Article
A Few-Shot Fish Detection Method with Limited Samples Using Visual Feature Augmentation
by Daode Zhang, Shihao Zhang, Wupeng Deng, Enshun Lu and Zhiwei Xie
Appl. Sci. 2026, 16(5), 2441; https://doi.org/10.3390/app16052441 - 3 Mar 2026
Viewed by 236
Abstract
In recirculating aquaculture systems, fish detection is an essential component for maintaining effective farming operations. The availability of high-quality fish datasets is limited because of the richness of fish species, and the annotation of large-scale data, which is used to train models, is [...] Read more.
In recirculating aquaculture systems, fish detection is an essential component for maintaining effective farming operations. The availability of high-quality fish datasets is limited because of the richness of fish species, and the annotation of large-scale data, which is used to train models, is often labor-intensive and time-consuming. The presence of different fish species across batches introduces further challenges for consistent detection performance. This work introduces a few-shot learning approach for fish detection, utilizing a customized dataset as novel classes and the Fish4Knowledge dataset for base classes, thereby establishing a framework that enhances adaptability in data-scarce scenarios. Within the model architecture, multi-scale feature extraction is enhanced through an attention mechanism, which is integrated as a dedicated module to strengthen representation learning, thus enhancing the model’s capability to differentiate visually similar fish species. Two distinct customized fish datasets are employed to evaluate the robustness of the proposed method. Experimental results show that the proposed model performs competitively against TFA, Meta-RCNN, and VFA. In the base-training phase, it achieves a mAP of 0.775, slightly surpassing VFA, while in the 1-shot, 5-shot, and 10-shot fine-tuning settings, it obtains mAP values of 0.152, 0.247, and 0.265, respectively. A similar trend is observed on a subset of black fish, with mAP scores of 0.169, 0.253, and 0.286 in the corresponding few-shot settings. These results indicate that the proposed approach can maintain relatively stable detection accuracy and adaptability across different fish batches, offering a practical solution for fish detection tasks in aquaculture when annotated data is scarce. To further demonstrate the efficacy and practical utility of the proposed methodology, a case study in fish farming confirms that the enhanced model achieves consistent and precise detection across diverse fish species, even when trained with limited annotated data. Full article
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39 pages, 3138 KB  
Article
Sustainability at Crossroads: The Interplay of Ethnic Diversity, Livelihoods, and Natural Resource Management in Enclave Villages of Lake Malawi National Park
by Yasuko Kusakari, Placid Mpeketula, James Banda, Talandila Kasapila, John Matewere and Tetsu Sato
Sustainability 2026, 18(5), 2405; https://doi.org/10.3390/su18052405 - 2 Mar 2026
Viewed by 702
Abstract
The enclave villages of Lake Malawi National Park (LMNP) are human settlements within a World Natural Heritage landscape. While social heterogeneity has been widely discussed in social–ecological systems (SES) scholarship, ethnic diversity has often remained analytically implicit. This study makes ethnic diversity central [...] Read more.
The enclave villages of Lake Malawi National Park (LMNP) are human settlements within a World Natural Heritage landscape. While social heterogeneity has been widely discussed in social–ecological systems (SES) scholarship, ethnic diversity has often remained analytically implicit. This study makes ethnic diversity central to analysis by examining how it shapes livelihoods, resource use, and governance across enclave villages. Drawing on an integrated household survey, key informant interviews, and extended field observations, and informed by collaboration theory, the SES framework, and scholarship on social differentiation, the analysis shows that ethnic diversity facilitates exchanges of fishing techniques, farming skills, ecological knowledge, and market linkages, producing plural and seasonally adaptive livelihood portfolios. Households routinely combine fishing, agriculture, tourism, petty trade, and forest use, contributing to diversified resource use. However, pressures on fish stocks, forest resources, and agricultural land highlight the need for more inclusive co-management. Emerging community-based institutions and collaborative initiatives increasingly facilitate coordination, rule-making, and shared stewardship. Overall, the findings identify practical and conceptual entry points through which ethnic diversity, ecological knowledge, and adaptive livelihoods can jointly support more resilient and inclusive pathways for sustainability at the crossroads of resource-dependent livelihoods and conservation, offering insights for socially diverse human–nature landscapes. Full article
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18 pages, 1782 KB  
Article
Fish Aggregation Around a Coastal Wind Farm: Stereo-BRUV and Complementary Surveys
by Hwi-June Song, Dea-Hyun Kwon, Seonkyung Kang, Gayoung Jin and Young Kyun Kim
J. Mar. Sci. Eng. 2026, 14(5), 443; https://doi.org/10.3390/jmse14050443 - 27 Feb 2026
Viewed by 241
Abstract
The rapid expansion of offshore wind energy in Korea has raised concerns among coastal fishing communities about potential changes in fish assemblages. We conducted a summer 2022 survey at the Tamra Offshore Wind Farm (Jeju, Korea), comparing turbine-adjacent and reference sites using diver-operated [...] Read more.
The rapid expansion of offshore wind energy in Korea has raised concerns among coastal fishing communities about potential changes in fish assemblages. We conducted a summer 2022 survey at the Tamra Offshore Wind Farm (Jeju, Korea), comparing turbine-adjacent and reference sites using diver-operated video (DOV), direct capture, and stereo-baited remote underwater video (stereo-BRUV). Across methods, 23 fish species were identified, and stereo-BRUV detected the highest species richness. In stereo-BRUV analysis, the observed fish species and relative abundance metrics were higher in turbine-adjacent sites than reference site, including greater MaxN (maximum number of individuals observed in a single video frame) and Max spp. (maximum number of species observed in a single video frame). Most individuals measured from stereo imagery were 15–25 cm in total length (TL). For dominant taxa, TL distributions derived from stereo-BRUV were comparable to those measured from captured specimens, supporting the practical use of stereo-BRUV for size–structure characterization. Epifaunal assemblages on turbine jackets exhibited higher density and biomass than the reference site and showed clear vertical stratification (upper/mid > bottom). Diet items in captured fish overlapped with dominant jacket epifauna, consistent with a potential trophic linkage. Overall, stereo-BRUV can be used as a non-destructive and auditable approach for documenting fish assemblages around wind-farm structures. Because sampling was limited in spatial and temporal replication, the observed patterns should be interpreted as exploratory and hypothesis-generating for future synchronized and replicated monitoring. Full article
(This article belongs to the Section Marine Ecology)
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12 pages, 1284 KB  
Article
Effects of Dietary L-Carnitine on the Growth Performance, Hepatic Lipid Deposition and Fatty Acid β-Oxidation in Tiger Puffer (Takifugu rubripes) Fed with High-Fat Diets
by Chenchen Bian, Zhangbin Liao, Jiahao Liu, Weidong Li, Qiang Ma, Yuliang Wei, Mengqing Liang and Houguo Xu
Fishes 2026, 11(3), 136; https://doi.org/10.3390/fishes11030136 - 26 Feb 2026
Viewed by 268
Abstract
This study was conducted to explore the impacts of L-carnitine (CAR) on growth performance, antioxidant capacity, hepatic lipid deposition and fatty acid β-oxidation in farmed fish fed a high-fat diet (HFD). A total of 150 juvenile tiger puffer (15.23 ± 0.01 g) were [...] Read more.
This study was conducted to explore the impacts of L-carnitine (CAR) on growth performance, antioxidant capacity, hepatic lipid deposition and fatty acid β-oxidation in farmed fish fed a high-fat diet (HFD). A total of 150 juvenile tiger puffer (15.23 ± 0.01 g) were randomly assigned into six tanks (three tanks each group) and fed with a control diet (HFD, 16% lipid) and a HFD supplemented with 1.5% CAR for eight weeks, respectively. The results indicated that the growth performance and the most proximate compositions were not influenced by dietary CAR. However, compared to the control group, the hepatosomatic index and crude lipid content in the liver were significantly reduced in the CAR group, indicating that CAR performed a lipid-lowering effect in tiger puffer. Serum lipid profiles remained stable, implying that the cholesterol metabolism was not influenced by dietary CAR. Furthermore, dietary CAR activated fatty acid β-oxidation (FAO) in both the mitochondria and peroxisomes and drove lipolysis and fatty acid intracellular transport to supply sufficient substrates for FAO, manifested by the activation of related genes, proteins and enzyme activity. Additionally, CAR lowered hepatic MDA levels, indicating improved antioxidant capacity. In conclusion, CAR shows potential as a lipid-lowering feed additive for marine fish under high-fat dietary conditions. Full article
(This article belongs to the Special Issue Effects of Dietary Ingredients on Fish Nutrition and Health)
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28 pages, 3302 KB  
Article
Edge-Deployable Fish Feeding-State Quantification and Recognition via Frame-Pair Motion Encoding and EfficientFeedingNet
by Yuchen Xiao, Weijia Ren, Yining Wang, Kaijian Zheng, Chunwei Bi, Shubin Zhang, Xinxing You and Liuyi Huang
Animals 2026, 16(5), 720; https://doi.org/10.3390/ani16050720 - 25 Feb 2026
Viewed by 249
Abstract
Accurate feeding-state monitoring is essential for improving feeding management, reducing feed waste, and supporting water quality and fish welfare in aquaculture. However, existing vision-based methods often rely on subjective labels or computationally expensive temporal models, which limits practical on-farm deployment. Here, we propose [...] Read more.
Accurate feeding-state monitoring is essential for improving feeding management, reducing feed waste, and supporting water quality and fish welfare in aquaculture. However, existing vision-based methods often rely on subjective labels or computationally expensive temporal models, which limits practical on-farm deployment. Here, we propose an objective, edge-deployable framework for motion-driven feeding-state quantification and binary feeding/non-feeding recognition from top-view videos. The framework integrates frame-pair dense optical-flow encoding with a lightweight network (EfficientFeedingNet) to enable real-time deployment. Using an optical-flow-derived motion-intensity signal (V-Value), we automatically delineate feeding-response intervals and construct a perception-based dataset (Perceptual Dataset) with reproducible binary labels, alongside an observer-labeled Intuitive Dataset. Across representative backbones, models trained on the Perceptual Dataset achieve >90% test accuracy and improve over the Intuitive Dataset by 13.13–18.46 percentage points. The proposed EfficientFeedingNet attains 96.53% test accuracy while remaining lightweight for edge deployment; on a Jetson Orin NX, it runs at 7.0 ms per image (143.24 fps). Overall, the proposed framework provides a practical basis for timely, data-driven feeding decisions in precision aquaculture. Full article
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13 pages, 368 KB  
Article
Phenotypic Antimicrobial Resistance Profiles and Provisional Epidemiological Cut-Off Values of Edwardsiella anguillarum Isolated from Farmed Nile Tilapia (Oreochromis niloticus) in Brazil, with Exploratory Data on Edwardsiella tarda
by Natália Amoroso Ferrari, Vittória Cueva Segura da Silva, Pamela Giovana Turini, Julia Faria de Souza, Raffaella Menegueti Mainardi, Mayza Brandão da Silva, Alene Santos Souza, Gabriel Diogo Guimarães, Maisa Fabiana Menck-Costa, Marco Rozas-Serri, Mariene Miyoko Natori, Renata Galetti and Ulisses de Padua Pereira
Microorganisms 2026, 14(3), 523; https://doi.org/10.3390/microorganisms14030523 - 24 Feb 2026
Viewed by 358
Abstract
Antimicrobial resistance in bacteria associated with aquaculture, such as Edwardsiella spp., represents an emerging challenge because of their relevance to fish health and their potential impact on animal, environmental, and human health. In this study, we primarily investigated the antimicrobial susceptibility profiles of [...] Read more.
Antimicrobial resistance in bacteria associated with aquaculture, such as Edwardsiella spp., represents an emerging challenge because of their relevance to fish health and their potential impact on animal, environmental, and human health. In this study, we primarily investigated the antimicrobial susceptibility profiles of Edwardsiella anguillarum isolated from farmed Nile tilapia (Oreochromis niloticus) in Brazil. Based on our findings, herein, we propose provisional local epidemiological cut-off values (pECVs) using the normalized resistance interpretation method, with data for Edwardsiella tarda included as an exploratory context. Fifty isolates (31 E. anguillarum and 19 E. tarda) collected between 2017 and 2025 were tested against 28 antibacterial agents using the disk diffusion method. Based on the pECVs, isolates were classified as wild type (WT) or non-WT (NWT), and the multiple antibiotic resistance (MAR) index was calculated. Most E. anguillarum isolates remained susceptible to several classes, although NWT and multidrug-resistant profiles were detected with a MAR index of 0.68, suggesting selective pressure in intensive tilapia farming systems. These findings support the use of local, species-specific pECVs for resistance surveillance in aquaculture, highlighting the importance of continuous antimicrobial resistance monitoring in aquaculture from a One Health perspective. Full article
(This article belongs to the Section Antimicrobial Agents and Resistance)
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25 pages, 653 KB  
Article
Effect of Packaging Method (Under Vacuum vs. Air) on Quality and Shelf Life of Carp (Cyprinus caprio) Fish Balls Stored at Fridge for 14 Days
by Agnieszka Kaliniak-Dziura, Marek Kowalczyk, Monika Ziomek, Piotr Skałecki, Piotr Domaradzki, Ewa Poleszak, Jarosław Szponar and Mariusz Florek
Molecules 2026, 31(4), 746; https://doi.org/10.3390/molecules31040746 - 22 Feb 2026
Viewed by 453
Abstract
The study aimed to assess the influence of two packaging methods (under vacuum, VP vs. air, AP) on the quality of fish balls from carp (Cyprinus carpio) stored at +4 °C up to 14 days after preparation. The air-packed and vacuum-packed [...] Read more.
The study aimed to assess the influence of two packaging methods (under vacuum, VP vs. air, AP) on the quality of fish balls from carp (Cyprinus carpio) stored at +4 °C up to 14 days after preparation. The air-packed and vacuum-packed fish balls were analyzed for physicochemical parameters, microbiological status, and sensory characteristics. The packaging method and storage time interaction significantly (p < 0.05) affected the acid value (AV) and peroxide value (PV), as well as the thiobarbituric acid reactive substance index (TBARS), with lower values of these parameters observed in vacuum-packed samples at 7 d (AV, PV, TBARS), 9 d (TBARS), 12 d (PV) and 14 d (TBARS) of storage. Moreover, vacuum packaging helped maintain a beneficial oil absorption and pH, and partially slowed down the occurrence of undesirable changes in color, i.e., the decrease in redness of semi-raw fish balls or increase in yellowness of deep-fried products. Based on the overall quality values, the air-packed fish balls were sensory acceptable for up to 9 days, while the vacuum-packed fish balls were acceptable up to 12 d. The bacterial counts (total viable counts—TVC, psychrotrophic bacterial counts—PBC, total staphylococcal counts—TSC, sulfite-producing bacteria counts—SPBC, and lactic acid bacteria counts—LABC) increased during storage. Although the rate and pattern of growth varied depending on the packaging, fish balls maintained the recommended microbiological quality throughout the entire storage period. The VP method inhibited the growth of TVC, PBC, TSC, and SPBC relative to the AP method, while the VP method showed a higher increase in LABC. The results indicated that vacuum packaging appears to be an effective approach to prolong the shelf life of fish balls made from carp. Additionally, developing this convenient food product could be a valuable strategy to enhance consumer acceptance and promote the use of widely farmed carp species. Full article
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20 pages, 1012 KB  
Article
Growth and Development Dynamic of the Lena Population Siberian Sturgeon (Acipenser baerii Brandt, 1869) Bred in a Recirculating Aquaculture System
by Anna A. Belous, Petr I. Otradnov, Amina K. Nikipelova, Nikolay V. Bardukov, Vladislav I. Nikipelov, Grigoriy A. Shishanov, Alisa S. Rakova, Polina S. Ilyushina, Igor V. Gusev and Natalia A. Zinovieva
Animals 2026, 16(4), 677; https://doi.org/10.3390/ani16040677 - 21 Feb 2026
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Abstract
Siberian sturgeon (Acipenser baerii Brandt, 1869), characterized by its rapid mass accumulation and high survival rate under industrial breeding conditions, is one of the most promising aquacultural species. This research aimed to study the growth and development of farmed Siberian sturgeon ( [...] Read more.
Siberian sturgeon (Acipenser baerii Brandt, 1869), characterized by its rapid mass accumulation and high survival rate under industrial breeding conditions, is one of the most promising aquacultural species. This research aimed to study the growth and development of farmed Siberian sturgeon (Acipenser baerii Brandt, 1869) to improve breeding programs. This research was conducted at the Federal Research Center for Animal Husbandry named after Academy Member L.K. Ernst and focused on the Lena population broodstock of Siberian sturgeon of the April 2022 generation (n = 98), grown in a recirculating aquaculture system (RAS). The experiment took into account body weight (W, g) and eleven morphological measurements: L—absolute length (cm); LR—fish body length increase (cm/day); l—commercial length (cm); L2—fork length (cm); HL—head length (cm); PV—pectoventral distance (cm); VA—ventroanal distance (cm); pl1—peduncle length (cm); H—body height (cm); h—peduncle height (cm); SC—body thickness (cm); GC—body circumference (cm); and Cc—peduncle circumference (cm). These measurements were taken from the same sample of fish at five different time points, all belonging to the same generation and approximately the same age. Measurements were taken every 3 to 9 months: 1 y (group G1), 1 y. 5 m. (group G2), 2 y. 2 m. (group G3), 2 y. 5 m. (group G4), 3 y. 2 m. (group G5), and 3 y. 5 m. (group G6). To evaluate the rate of growth and development, relative speed of growth (SGR) and relative speed of lengthening (SLR) during the observation period were determined. To characterize the fish’s exterior, we evaluated Fulton’s condition factor (KF) and the leanness index (Q). With increasing age, there was a significant (p < 0.01) decline in both SGR (from 0.454 to 0.065 g%/day) and SLR (from 0.132 to 0.028 cm%/day), which reflects changes in the fish’s physiological processes tied to the transition from the growth phase to the puberty phase. Relatively large variability was observed in body weight (Cv = 19.7–30.4%) compared to morphological measurements (Cv = 5.7–14.9%). Correlations between morphological measurements and the body weight of the fish varied from low to high (r = 0.22–0.97). Equations that allow for very precise (coefficient of determination R2 = 0.800–0.933) estimation of the fish’s body weight based on morphological measurements were developed. The most preferable predictors were measurements of H (R2 = 0.931), SC (R2 = 0.933), and L2 (R2 = 0.930). These morphological measurements are promising candidates for future development of contactless live weight detection using computer vision and machine learning algorithms. The study of live weight conjugacy at different ages showed that the best time to use this measurement to select fish for reproduction is at the age of 2 y. 2 m. or older. Acquired data can be used for the development and improvement of programs for the selection and breeding of Siberian sturgeon grown in a recirculating aquaculture system. Full article
(This article belongs to the Section Aquatic Animals)
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