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Is south-north relay aquaculture sustainable? Life cycle assessment of the Manila clam (Ruditapes philippinarum) supply chain in China 南北中继水产养殖可持续吗?中国马尼拉蛤(Ruditapes philippinarum)供应链的生命周期评估
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-26 DOI: 10.1007/s10499-026-02453-x
Fei Jia, Fengfan Han, Jie Song, Anqi Ren, Yang Bai, Haochen Hou, Zhongming Huo, Ying Liu

As one of the fastest-growing sectors in global food production, aquaculture has raised increasing concerns about its environmental impacts. This study is the first to conduct a life cycle assessment (LCA) of the China’s Manila clam (Ruditapes philippinarum) supply chain, focusing on the stages of seed rearing, farming, and processing, and comparing the environmental impacts of south-north relay aquaculture and northern seed rearing-farming supply chains. The LCA results indicate that Marine Aquatic Ecotoxicity Potential (MAETP) accounts for the highest environmental burden among all impact categories. In order to the high electricity consumption, seed rearing stage has the highest environmental impacts. Moreover, the south-north relay aquaculture supply chain has an environmental burden due to long-distance transportation; therefore, the northern seed rearing-farming supply chain is a more sustainable strategy and local seed rearing in northern regions was recommended. Further analysis reveals that energy consumption is the main sources of environmental impact in the whole supply chain; two energy improvement scenarios are proposed: scenario 1 (photovoltaic power generation and diesel-powered transport vessels) and scenario 2 (wind power generation and diesel-powered transport vessels). The simulation results demonstrate that these scenarios could reduce the environmental impact potential of the supply chain by 80.51% and 82.32%, respectively. The application of renewable energy will significantly decrease the environmental burdens and provide useful measures to the sustainable development of the Manila clam supply chain in China.

Graphical Abstract

作为全球粮食生产中增长最快的部门之一,水产养殖引起了人们对其环境影响的日益关注。本研究首次对中国马尼拉蛤(Ruditapes philippinarum)供应链进行了生命周期评估(LCA),重点关注了种子饲养、养殖和加工阶段,并比较了南北中转养殖和北方种子饲养-养殖供应链的环境影响。LCA结果表明,在所有影响类别中,海洋水生生态毒性潜势(MAETP)是最大的环境负担。由于育苗阶段耗电量大,对环境的影响最大。此外,南北中继养殖供应链由于长途运输而造成环境负担;因此,北方种子养殖-养殖供应链是一种更可持续的战略,建议在北方地区进行本地种子养殖。进一步分析表明,能源消耗是整个供应链环境影响的主要来源;提出了两种能源改善方案:方案1(光伏发电+柴油动力运输船)和方案2(风力发电+柴油动力运输船)。仿真结果表明,这两种方案可将供应链的环境影响潜力分别降低80.51%和82.32%。可再生能源的应用将大大减轻环境负担,并为中国马尼拉蛤供应链的可持续发展提供有益的措施。图形抽象
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引用次数: 0
Allicin improves lipopolysaccharide-induced liver and intestinal damage in snakehead fish (Channa argus) through the NF-κB/Nrf2 signaling pathway: alleviation of inflammation, oxidative stress, and apoptosis 大蒜素通过NF-κB/Nrf2信号通路改善脂多糖诱导的黑鱼肝脏和肠道损伤:减轻炎症、氧化应激和细胞凋亡
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-24 DOI: 10.1007/s10499-025-02419-5
Ping Zhang, Wen Li, Zhiqiang Shen, Xinyu Zhang, Qiongya Fang, Siqi Jiao, Siyu An, Yidi Kong, Min Li, Guiqin Wang

This study aims to explore the effects of adding different doses of allicin to the feed on the growth performance of snakehead fish (Channa argus) and its protective effect against lipopolysaccharide (LPS)-induced pathological damage. Allicin was added to the basal diet at levels of 0, 50, 100, 200, and 400 mg/kg, respectively. After 56 days of continuous feeding, the fish were treated with an LPS injection. The results indicated that an appropriate amount of allicin could significantly improve the growth performance of snakehead fish. Among them, the 200 mg/kg allicin group significantly enhanced the serum immune level after LPS treatment and alleviated the pathological damage of liver and intestinal tissues. Meanwhile, allicin can significantly reverse the mRNA expression of pro-apoptotic genes (such as caspase-3, caspase-8, etc.) and anti-apoptotic gene (bcl-2) in the intestine and liver induced by LPS. By inhibiting the NF-κB signaling pathway, allicin significantly reduced the mRNA expressions of pro-inflammatory factors (such as il-1β, tnf-α, etc.) and increased the levels of anti-inflammatory factors (il-10, tgf-β), thereby enhancing the immune ability. It alleviated the inflammatory response, down-regulated the mRNA expression levels of endoplasmic reticulum stress-related genes (such as perk, ire-1α, etc.), and up-regulated the expression of genes related to tight junction proteins, thus improving the intestinal barrier function. Through analysis, the optimal addition amount of allicin was 220.969 mg/kg, which could significantly improve the growth performance of C. argus. Dietary supplementation with 100 and 200 mg/kg allicin significantly improved final body weight (FBW), specific growth rate (SGR), and weight gain (WG) in C. argus compared to controls. In conclusion, an appropriate amount of allicin can effectively alleviate LPS-induced damage by regulating oxidative stress, endoplasmic reticulum stress, cell apoptosis, inflammatory response, and the health of the intestine and liver. This study provides a scientific basis for the application of allicin in aquaculture and contributes to the development of healthy snakehead fish farming technology.

本研究旨在探讨在饲料中添加不同剂量的大蒜素对黑头鱼生长性能的影响及其对脂多糖(LPS)诱导的病理损伤的保护作用。在基础饲粮中分别添加0、50、100、200和400 mg/kg的大蒜素。连续饲养56天后,对鱼进行LPS注射。结果表明,适量的大蒜素可显著提高黑头鱼的生长性能。其中,200 mg/kg大蒜素组显著提高了LPS处理后的血清免疫水平,减轻了肝脏和肠道组织的病理损伤。同时,大蒜素可以显著逆转LPS诱导的肠和肝脏促凋亡基因(如caspase-3、caspase-8等)和抗凋亡基因(bcl-2) mRNA的表达。大蒜素通过抑制NF-κB信号通路,显著降低促炎因子(如il-1β、tnf-α等)mRNA表达,提高抗炎因子(il-10、tgf-β)水平,从而增强免疫能力。减轻炎症反应,下调内质网应激相关基因(如perk、ire-1α等)mRNA表达水平,上调紧密连接蛋白相关基因表达,从而改善肠道屏障功能。经分析,大蒜素的最佳添加量为220.969 mg/kg,可显著提高黑芝麻的生长性能。与对照组相比,饲粮中添加100和200 mg/kg大蒜素显著提高了黑鲈末重、特定生长率和增重。综上所述,适量大蒜素可通过调节氧化应激、内质网应激、细胞凋亡、炎症反应以及肠道和肝脏的健康状况,有效减轻lps诱导的损伤。本研究为大蒜素在水产养殖中的应用提供了科学依据,有助于健康黑鱼养殖技术的发展。
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引用次数: 0
Integration of transcriptome, metabolome, and intestinal microbiota provided insights into the effects of pH on the nutritional quality of crayfish 转录组、代谢组和肠道微生物群的整合为pH对小龙虾营养品质的影响提供了见解
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-24 DOI: 10.1007/s10499-026-02451-z
Ruichun Li, Wenqi Qian, Long Cheng, Chenhui li, Shuyan Bai, Li Huang, Hangfei Gao, Zhicen Liu, Baoxin Jin, Lei Xiu, Hai Wang, Aimin Wang, Dongli Qin, Lei Gao

Environmental pH is a key factor affecting the nutritional quality of crayfish; its underlying mechanism remains unclear. This study preliminarily revealed the potential regulatory pathways underlying the effect of pH on the nutrient metabolism of crayfish through multi-omics analysis. The results showed that the contents of crude protein (18.03% vs. 16.82%), TAA (13.25% vs. 12.67%), and PUFA (55.38% vs. 45.02%) in crayfish under a high pH environment were significantly higher than those in the low pH group. Transcriptome analysis identified 1622 differentially expressed genes, among which the key gene glna was significantly upregulated. Metabolomics further revealed 181 differential metabolites, such as 2-phospho-d-glycerate and threonine, which were significantly enriched and jointly promoted the synthesis of flavor substances and amino acids. In contrast, multiple lipid-related metabolites (such as glycerone phosphate) and fat synthesis genes, such as fasn and acsl, were significantly downregulated in the low pH group, leading to reduced fatty acid content. Intestinal microbiota analysis indicated that the ratio of Firmicutes/Bacteroidota increased, and the abundance of Proteobacteria increased in the high pH group. At the genus level, the abundance of Bacilloplasma increased significantly. Some unclassified microbial groups in Rhodobacteraceae also showed enrichment. PICRUSt2 functional prediction revealed that these microbial taxa were significantly enriched in amino acid metabolism and other nutrient-related pathways, and their structural changes collectively promoted the accumulation of nutrients in the host. This study quantitatively explored the potential regulatory pathways through which the high pH environment may improve the flavor and nutritional value of crayfish at the molecular level.

Graphical Abstract

环境pH值是影响小龙虾营养品质的关键因素;其潜在机制尚不清楚。本研究通过多组学分析初步揭示了pH对小龙虾营养代谢影响的潜在调控途径。结果表明,高pH环境下小龙虾的粗蛋白质(18.03% vs. 16.82%)、TAA (13.25% vs. 12.67%)和PUFA (55.38% vs. 45.02%)含量显著高于低pH环境下的小龙虾。转录组分析鉴定出1622个差异表达基因,其中关键基因glna显著上调。代谢组学进一步发现,2-磷酸-d-甘油和苏氨酸等181种差异代谢物显著富集,并共同促进风味物质和氨基酸的合成。相反,在低pH组中,多种脂质相关代谢物(如甘油磷酸)和脂肪合成基因(如fasn和acsl)显著下调,导致脂肪酸含量降低。肠道菌群分析显示,高pH组厚壁菌门/拟杆菌门比例增加,变形菌门丰度增加。在属水平上,芽孢杆菌的丰度显著增加。红杆菌科一些未分类的微生物类群也出现了富集。PICRUSt2功能预测显示,这些微生物类群在氨基酸代谢等营养相关通路中显著富集,其结构变化共同促进了宿主营养物质的积累。本研究从分子水平上定量探讨了高pH环境对小龙虾风味和营养价值的潜在调控途径。图形抽象
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引用次数: 0
Regulation of phytoplankton community structure by nitrogen-phosphorus stoichiometry in Apostichopus japonicus culture ponds under summer high-temperature conditions 夏季高温条件下刺参养殖池氮磷化学计量学对浮游植物群落结构的调节
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-24 DOI: 10.1007/s10499-026-02448-8
Kaihua Geng, Sitong Li, Jianlong Liu, Zhijian Yin, Dingxian Xu, Shiwei Wang, Yuting Cong, Li Wang, Yuan Wang, Jing Gu, Yanan Lu, Lianshun Wang, Guojun Yang, Hua Wang

Nutrient stoichiometry is a pivotal yet underexplored driver of ecosystem function in Apostichopus japonicus pond mariculture during summer heat. A survey of seven ponds in Dalian (July 2022) combined multivariate ordination, hierarchical partitioning (HP), and structural equation modeling (SEM) to assess how nitrogen–phosphorus (N/P) dynamics regulate phytoplankton. Nutrient concentrations differed significantly among ponds (P < 0.05), with culture ponds exhibiting nitrogen enrichment (e.g., NH₄⁺-N 0.04 ± 0.03 mg/L in pond #7 vs 0.01 ± 0.01 mg/L in pond #3), while the control pond had higher phosphorus levels. Phytoplankton consisted of 18 species across two phyla, predominantly diatoms (95.5%), with dinoflagellates (4.5%) present only in ponds with balanced stoichiometry. Diversity indices varied widely (Simpson 0.1859–0.7189; Shannon 0.3884–1.4480), with lower values in high N/P ponds. Principal Coordinates Analysis (PCoA) indicated strong separation along N–P gradients (first two axes 87.49%). HP analysis showed that community variation was primarily driven by total nitrogen (TN) (57.91%), followed by N/P ratio (36.60%) and TN/TP ratio (5.29%). SEM analysis revealed TN as a central node (TN–TP  –0.60; TN–NH₄⁺-N  –0.25; TN–NO₂⁻-N 0.28; TP–PO₄3⁻-P 0.55). Together, nitrogen enrichment, phosphorus limitation, and bioturbation by sea cucumbers led to diatom-dominated, low-diversity states. Actionable N/P management strategies—optimized water quality biological regulation to reduce nitrogen loading, targeted phosphorus supplementation, and real-time stoichiometric monitoring—are proposed to stabilize communities and mitigate bloom risks.

营养化学计量学是夏季高温条件下刺参池塘生态系统功能的关键驱动因素,但尚未得到充分的研究。利用多元排序、层次划分(HP)和结构方程模型(SEM)对大连市7个池塘进行调查,研究氮磷(N/P)动态对浮游植物的调节作用。池间营养物浓度差异显著(P < 0.05),培养池氮富集(如7号池NH + -N 0.04±0.03 mg/L vs 3号池0.01±0.01 mg/L),而对照池磷含量较高。浮游植物由两个门的18种组成,主要是硅藻(95.5%),鞭毛藻(4.5%)仅存在于化学计量平衡的池塘中。多样性指数差异较大(Simpson为0.1859 ~ 0.7189,Shannon为0.3884 ~ 1.4480),高氮磷池塘多样性指数较低。主坐标分析(PCoA)显示沿N-P梯度有较强的分离(前两轴87.49%)。HP分析表明,群落变异主要受总氮(TN)(57.91%)驱动,其次是N/P(36.60%)和TN/TP(5.29%)。扫描电镜分析显示TN为中心节点(TN - tp -0.60; TN - nh₄+ -N -0.25; TN - no₂⁻-N 0.28; TP-PO₄3⁻-P 0.55)。氮富集、磷限制和海参的生物扰动共同导致硅藻为主的低多样性状态。提出了可行的N/P管理策略——优化水质生物调控以减少氮负荷、有针对性地补充磷和实时化学计量学监测——以稳定群落和减轻水华风险。
{"title":"Regulation of phytoplankton community structure by nitrogen-phosphorus stoichiometry in Apostichopus japonicus culture ponds under summer high-temperature conditions","authors":"Kaihua Geng,&nbsp;Sitong Li,&nbsp;Jianlong Liu,&nbsp;Zhijian Yin,&nbsp;Dingxian Xu,&nbsp;Shiwei Wang,&nbsp;Yuting Cong,&nbsp;Li Wang,&nbsp;Yuan Wang,&nbsp;Jing Gu,&nbsp;Yanan Lu,&nbsp;Lianshun Wang,&nbsp;Guojun Yang,&nbsp;Hua Wang","doi":"10.1007/s10499-026-02448-8","DOIUrl":"10.1007/s10499-026-02448-8","url":null,"abstract":"<div><p>Nutrient stoichiometry is a pivotal yet underexplored driver of ecosystem function in <i>Apostichopus japonicus</i> pond mariculture during summer heat. A survey of seven ponds in Dalian (July 2022) combined multivariate ordination, hierarchical partitioning (HP), and structural equation modeling (SEM) to assess how nitrogen–phosphorus (N/P) dynamics regulate phytoplankton. Nutrient concentrations differed significantly among ponds (<i>P</i> &lt; 0.05), with culture ponds exhibiting nitrogen enrichment (e.g., NH₄⁺-N 0.04 ± 0.03 mg/L in pond #7 vs 0.01 ± 0.01 mg/L in pond #3), while the control pond had higher phosphorus levels. Phytoplankton consisted of 18 species across two phyla, predominantly diatoms (95.5%), with dinoflagellates (4.5%) present only in ponds with balanced stoichiometry. Diversity indices varied widely (Simpson 0.1859–0.7189; Shannon 0.3884–1.4480), with lower values in high N/P ponds. Principal Coordinates Analysis (PCoA) indicated strong separation along N–P gradients (first two axes 87.49%). HP analysis showed that community variation was primarily driven by total nitrogen (TN) (57.91%), followed by N/P ratio (36.60%) and TN/TP ratio (5.29%). SEM analysis revealed TN as a central node (TN–TP  –0.60; TN–NH₄⁺-N  –0.25; TN–NO₂⁻-N 0.28; TP–PO₄<sup>3</sup>⁻-P 0.55). Together, nitrogen enrichment, phosphorus limitation, and bioturbation by sea cucumbers led to diatom-dominated, low-diversity states. Actionable N/P management strategies—optimized water quality biological regulation to reduce nitrogen loading, targeted phosphorus supplementation, and real-time stoichiometric monitoring—are proposed to stabilize communities and mitigate bloom risks.</p></div>","PeriodicalId":8122,"journal":{"name":"Aquaculture International","volume":"34 2","pages":""},"PeriodicalIF":2.4,"publicationDate":"2026-01-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146027473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biostimulant effect of seaweed extracts on micropropagation of important ground macrophyte Micranthemum tweediei and data-driven insights using machine learning and response surface regression 海藻提取物对重要地面大型植物微兰菊微繁殖的生物刺激作用以及基于机器学习和响应面回归的数据驱动见解
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-23 DOI: 10.1007/s10499-026-02442-0
Esra Özcan, Seyid Amjad Ali, Muhammad Asim, Hasan Hüseyin Atar

Commercially viable in vitro cultivation of ornamental and aquatic plants depends heavily on the proper use of bio-stimulants that encourage healthy and uniform growth. This study explores the role of two seaweed extracts, Jania rubens and Cystoseira barbata, in promoting in vitro micropropagation of Micranthemum tweediei (Monte Carlo), a widely used aquatic plant. Culture medium was enriched with different concentrations (2.5–20.0%) of J. rubens and C. barbata extracts with 1–4 g L−1 Murashige and Skoog (MS) nutrient media. Considering all results, J. rubens extract was more effective than C. barbata in terms of micropropagation and chlorophyll content of M. tweediei. Addition of 5% J. rubens extract to 2 g L−1 MS medium (approx. half strength) resulted in a 47% increase in clump diameter (5.18 cm), a 173% increase in rooting rate (92.4%), and a 108% increase in shoot clump fresh weight (3.6 g), and 84%, 115%, and 87% increases in chlorophyll a, b, and total chlorophyll levels, respectively, compared to the control 2 g L−1 MS medium without extract. Micropropagation parameters resulting from 4 g L−1 MS (approx. full strength) supplemented with J. rubens extract were lower than those obtained from 2 g L−1 MS. Unlike J. rubens, C. barbata showed the highest micropropagation when 10% extract was added to 4 g L−1 MS nutrient medium, resulting in a clump diameter of 5.11 cm, 42.8% rooting, a fresh clump weight of 7.37 g, and a dry clump weight of 0.59 g. Propagated in vitro plants were easily acclimated to external conditions in aquariums. Results of response surface regression analysis (RSRA) confirmed the results, and MS concentration influenced the plant biomass and chlorophyll contents, whereas seaweed type and concentration regulated the clump diameter and rooting. Application of machine learning models validated and predicted the outcomes precisely. Multi-layer perceptron (MLP) model exhibited superior predictive accuracy for morphological traits, while more predictive accuracy of chlorophyll parameters was attributed to Random Forest (RF) model. This study has shown for the first time that aquatic plants can be micropropagated more successfully and at lower cost by adding seaweed extracts to in vitro nutrient media without the need for growth regulators.

商业上可行的观赏植物和水生植物体外培养在很大程度上取决于生物刺激剂的正确使用,以促进健康和均匀的生长。本研究探讨了两种海藻提取物Jania rubens和Cystoseira barbata对应用广泛的水生植物Micranthemum tweediei (Monte Carlo)体外微繁的促进作用。在1 - 4 g L−1 Murashige和Skoog (MS)营养培养基中添加不同浓度(2.5-20.0%)的鲁本和芭蕉提取物。综上所述,在微繁繁殖和叶绿素含量方面,rubbens提取物优于barbata提取物。将5%鲁本斯提取物加入2g L−1 MS培养基中(约为1 ml)。与不加提取物的对照2 g L−1 MS培养基相比,处理后茎簇直径增加47% (5.18 cm),生根率增加173%(92.4%),茎簇鲜重增加108% (3.6 g),叶绿素a、b和总叶绿素水平分别增加84%、115%和87%。4 g L−1 MS产生的微繁殖参数(约为;与2 g L−1 MS不同的是,在4 g L−1 MS培养基中添加10%的提取物时,紫荆的微增殖效果最好,茎丛直径为5.11 cm,生根率为42.8%,鲜丛重为7.37 g,干丛重为0.59 g。离体繁殖植株在水族箱中容易适应外界条件。响应面回归分析(RSRA)的结果证实了这一结果,MS浓度影响植株生物量和叶绿素含量,而海藻类型和浓度调节丛生直径和生根。机器学习模型的应用精确地验证和预测了结果。多层感知器(MLP)模型对形态性状的预测精度较高,而随机森林(RF)模型对叶绿素参数的预测精度较高。本研究首次表明,在体外营养培养基中添加海藻提取物而不需要添加生长调节剂,可以更成功地以更低的成本进行水生植物的微繁殖。
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引用次数: 0
Fish feeding intensity recognition in aquaculture based on MFCC and an improved CNN 基于MFCC和改进CNN的水产养殖鱼类摄食强度识别
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-22 DOI: 10.1007/s10499-026-02438-w
Chenlong Li, Hongyu Pan, Mingrui Kong, Dingshuo Liu, Qingling Duan

Recognition of fish feeding intensity enables precision feeding, which is beneficial for enhancing economic returns and protecting the aquatic environment. Vision-based methods are often hindered by water turbidity and surface disturbances, while existing acoustic approaches face high cost, model complexity, and noise sensitivity. To address low-cost, lightweight, and robust requirements, we propose FTPG-CNN6, an improved Convolutional Neural Network (CNN) with Frequency-Time Attention (FT-Attention), Frequency-Prioritized convolution (FP-Conv), and GhostConv. Raw audio signals collected by low-cost hydrophones are processed to generate Mel-frequency cepstral coefficient (MFCC) feature maps, reducing data dimensionality while preserving key acoustic information. These feature maps are then input into the FTPG-CNN6 network, which incorporates the three modifications to enhance recognition: GhostConv to reduce computational cost, FP-Conv to capture critical frequency features and adapt to the uneven frequency distribution of signals collected by low-cost hydrophones, the FT-Attention mechanism to emphasize important regions and mitigate the impact of environmental noise. The resulting lightweight model is deployed on embedded devices, enabling real-time recognition of fish feeding intensity. On a self-built dataset, the method achieved 97.30% accuracy, outperforming EfficientNet and ResNet18 by 5.37% and 3.35%, respectively, while reducing memory use by 32.16% and 71.17%. These results demonstrate a low-cost, lightweight, and robust solution suitable for real-time fish feeding recognition, providing practical support for precision feeding.

识别鱼类的投喂强度,可以实现精准投喂,有利于提高经济效益和保护水生环境。基于视觉的方法经常受到水浊度和表面干扰的阻碍,而现有的声学方法则面临成本高、模型复杂和噪声敏感的问题。为了满足低成本、轻量化和鲁棒性要求,我们提出了FTPG-CNN6,这是一种改进的卷积神经网络(CNN),具有频率-时间注意(FT-Attention)、频率优先卷积(FP-Conv)和GhostConv。通过低成本水听器收集的原始音频信号进行处理,生成Mel-frequency倒谱系数(MFCC)特征图,在保留关键声学信息的同时降低数据维数。然后将这些特征图输入到FTPG-CNN6网络中,该网络结合了三种改进来增强识别:GhostConv降低计算成本,FP-Conv捕获关键频率特征并适应低成本水听器收集的信号的不均匀频率分布,FT-Attention机制强调重要区域并减轻环境噪声的影响。由此产生的轻量级模型部署在嵌入式设备上,能够实时识别鱼类的摄食强度。在自建数据集上,该方法的准确率达到97.30%,分别比EfficientNet和ResNet18高5.37%和3.35%,同时减少了32.16%和71.17%的内存使用。这些结果展示了一种低成本、轻量化和健壮的解决方案,适用于实时鱼类摄食识别,为精确摄食提供了实际支持。
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引用次数: 0
Effect of restricted feeding regimes on growth, lipid metabolism and stress related genes in Nile tilapia (Oreochromis niloticus, Linnaeus 1758) cultured in a biofloc-aquaponic basil (Ocimum basilicum) system 限饲方式对罗勒生物絮凝-水培系统养殖尼罗罗非鱼生长、脂质代谢及应激相关基因的影响
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-22 DOI: 10.1007/s10499-026-02450-0
Arnulfo Misael Martinez-Meingüer, Jorge Castro-Mejía, María del Carmen Monroy-Dosta, Carlos Iván Pérez-Rostro, José Antonio Mata-Sotres, Germán Castro-Mejía, Andrés Elías Castro-Castellón

The objective of this study was to evaluate the productive performance and expression levels of growth-related (IGF1, mTOR), lipid metabolism-related (FAS), and oxidative stress-related (hsp70) genes in Nile tilapia (Oreochromis niloticus) subjected to different feed restriction regimes in a biofloc-aquaponics system. The experiment included a restriction phase of 84 days with different feeding schedules (Control: daily; T1: 5 days of feeding/2 days of restriction; T2: 3 days of feeding/4 days of restriction; T3: 1 day of feeding/6 days of restriction), followed by a 28-day refeeding period. T1 showed the highest weight gain, and Specific Growth Rate (SGR), indicating complete compensatory growth. More severe restrictions resulted in lower Feed Conversion Ratio (FCR) values. Short-term restrictions did not significantly alter IGF1, mTOR, or hsp70 expression; however, long-term restrictions resulted in a marked downregulation of mTOR and an upregulation of hsp70 in treatments T2 and T3. Notably, FAS expression appeared responsive to moderate restriction. In basil plants (Ocimum basilicum), no significant differences were found in biometric variables or total phenolic content among treatments. Overall, the results indicate that moderate feed restriction can be applied in integrated biofloc–aquaponic systems without compromising fish survival or plant performance, while inducing distinct metabolic and physiological responses in Nile tilapia.

本研究的目的是评估尼罗罗非鱼(Oreochromis niloticus)在不同饲料限制制度下的生产性能和生长相关(IGF1, mTOR),脂质代谢相关(FAS)和氧化应激相关(hsp70)基因的表达水平。试验为期84 d,采用不同的饲喂方式(对照:每日饲喂;T1:饲喂5 d /限制性2 d; T2:饲喂3 d /限制性4 d; T3:饲喂1 d /限制性6 d),再饲喂28 d。T1的增重和特定生长率(SGR)最高,表明完全代偿性生长。更严格的限制导致饲料转化率(FCR)值降低。短期限制没有显著改变IGF1、mTOR或hsp70的表达;然而,在T2和T3治疗中,长期限制导致mTOR的显著下调和hsp70的上调。值得注意的是,FAS表达似乎对适度限制有反应。在罗勒植物(Ocimum basilicum)中,不同处理间的生物计量变量和总酚含量无显著差异。总体而言,研究结果表明,适度的饲料限制可以在不影响鱼类生存或植物生产性能的情况下应用于生物絮团-水共生系统,同时可以诱导尼罗罗非鱼产生不同的代谢和生理反应。
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引用次数: 0
Carbon dioxide as the primary greenhouse gas emission in hard clam (Meretrix taiwanica) aquaculture 二氧化碳是台湾硬蛤养殖的主要温室气体排放
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-20 DOI: 10.1007/s10499-026-02447-9
Yin-Yu Chen, Wei-Sheng Zhang, Chien‑Wei Tu, Bo-Ying Chen, Wen-Ping Cheng, Zhen Hao Liao, Yi-Jung Chen, Meng-Chou Lee, Fan-Hua Nan, Han-Yang Yeh

Hard clam (Meretrix taiwanica) aquaculture is one of the most important shellfish farming sectors in Taiwan, covering approximately 16,000 hectares and accounting for 40% of the nation’s aquaculture area. Pond management practices, including the use of animal manure and sediment tilling, strongly influence nutrient cycling and microbial processes during cultivation. Although clam shell formation involves calcium carbonate precipitation that releases CO2, the net greenhouse gas balance of clam ponds remains poorly understood. This study monitored three brackish-water clam ponds in Taizi Village, Yunlin County, Taiwan, throughout 2024, measuring monthly fluxes of carbon dioxide (CO2), methane (CH4), nitrous oxide (N2O) and related environmental parameters during both non-culture and culture periods. The ponds functioned as CO2 sinks before stocking and after harvesting but became CO2 sources during the culture stage. The ponds consistently acted as a CH4 sink, but an N2O source. The average fluxes were 1,126.88 ± 5,735.56 mg m−2 day−1 for CO2, − 0.52 ± 1.06 mg m−2 day−1 for CH4, and 0.88 ± 0.90 mg m−2 day−1 for N2O. When expressed as CO2-equivalents (GWP100), CO2 contributed 90% of total emissions, followed by N2O (10%). These patterns likely reflect complex interactions among biological activity, microbial processes, alkalinity, and oxygen levels within the pond ecosystem. Overall, this study demonstrates that clam aquaculture can contribute to greenhouse gas emissions, underscoring the need for improved management strategies to mitigate environmental impacts.

硬蛤(Meretrix taiwanica)养殖是台湾最重要的贝类养殖部门之一,占地约16000公顷,占全国养殖面积的40%。池塘管理措施,包括使用动物粪便和沉淀物耕作,强烈影响了养殖过程中的养分循环和微生物过程。虽然蛤壳的形成涉及碳酸钙沉淀释放二氧化碳,但蛤池的净温室气体平衡仍然知之甚少。本研究于2024年全年对台湾云林县太子村3个咸水蛤蜊池进行监测,测量了非养殖期和养殖期每月的二氧化碳(CO2)、甲烷(CH4)、氧化亚氮(N2O)通量及相关环境参数。池塘在放养前和收获后作为CO2汇,在养殖阶段成为CO2源。这些池塘始终作为CH4汇,但作为N2O源。CO2的平均通量为1126.88±5735.56 mg m−2 day−1,CH4的平均通量为- 0.52±1.06 mg m−2 day−1,N2O的平均通量为0.88±0.90 mg m−2 day−1。当以CO2当量(GWP100)表示时,CO2占总排放量的90%,其次是N2O(10%)。这些模式可能反映了池塘生态系统中生物活动、微生物过程、碱度和氧气水平之间复杂的相互作用。总体而言,本研究表明,蛤蜊养殖可能导致温室气体排放,强调需要改进管理策略以减轻对环境的影响。
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引用次数: 0
A dynamic water quality early warning method for pond aquaculture based on CNN-GRU and ICWQII 基于CNN-GRU和ICWQII的池塘养殖动态水质预警方法
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-20 DOI: 10.1007/s10499-025-02413-x
Hongyu Pan, Yuxing Fan, Jianping Wang, Mingrui Kong, Qingling Duan

Pond aquaculture is the predominant mode of freshwater aquaculture, where accurate assessment and early warning of future water quality are essential for effective management and the healthy growth of cultured species. Most current studies focus on water quality prediction but face challenges, including the limitations of single-factor models, the high cost of multi-factor models, and insufficient attention to dynamic early warning. This study proposes a dynamic early warning approach combining a parallel CNN-GRU fusion model with an Improved Comprehensive Water Quality Identification Index (ICWQII). The method utilizes the parallel CNN-GRU model to simultaneously predict multiple water quality parameters. A game theory-based algorithm optimizes empirical, objective, and prediction-error weights to derive dynamic comprehensive weights, which are then integrated with the ICWQII to evaluate future water quality levels. Notably, the model features a lightweight architecture containing only 0.15 million parameters, with a single-sample forward inference computational cost of approximately 0.23 MFLOPs. The proposed method achieved an accuracy of 0.8241 and a missing alarm rate (MAR) of 0.1104 on the constructed dataset. The results demonstrate that the proposed method balances lightweight characteristics with accuracy, enabling proactive water quality warning. This lays a foundation for extension to diverse aquaculture environments and species, providing technical support for intelligent water quality regulation.

池塘养殖是淡水养殖的主要模式,对未来水质的准确评估和预警对于有效管理和养殖物种的健康生长至关重要。目前的研究大多集中在水质预测上,但面临着单因素模型的局限性、多因素模型的高成本以及对动态预警重视不足等挑战。本文提出了一种将并行CNN-GRU融合模型与改进的综合水质识别指数(ICWQII)相结合的动态预警方法。该方法利用并行CNN-GRU模型同时预测多个水质参数。基于博弈论的算法优化经验、客观和预测误差权重,得出动态综合权重,然后将其与icwqi集成,以评估未来水质水平。值得注意的是,该模型具有轻量级架构,仅包含15万个参数,单样本前向推理计算成本约为0.23 MFLOPs。在构建的数据集上,该方法的准确率为0.8241,缺失报警率(MAR)为0.1104。结果表明,所提出的方法平衡了轻量级特性和准确性,实现了主动的水质预警。这为推广到多样化的养殖环境和品种奠定了基础,为智能水质调控提供了技术支持。
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引用次数: 0
Effects of ammonia nitrogen on the foraging behavior and metabolic physiology of Chinese mitten crab Eriocheir sinensis 氨氮对中华绒螯蟹觅食行为及代谢生理的影响
IF 2.4 3区 农林科学 Q2 FISHERIES Pub Date : 2026-01-16 DOI: 10.1007/s10499-026-02437-x
Qin Wu, Qiaolin Long, Yunfei Sun, Yongxu Cheng

The Chinese mitten crab Eriocheir sinensis, mainly farmed in ponds, often uses snails as natural bait. The accumulation of feces, bait remnants, and nitrogenous organic matter at the pond bottom can result in elevated ammonia nitrogen concentrations in E. sinensis ponds. To evaluate the effects of ammonia nitrogen stress on the foraging behavior and metabolic physiology of crabs, we implemented three experimental treatments with distinct ammonia nitrogen concentrations (0, 5, and 10 mg·L⁻1) in the laboratory. The foraging behavior of E. sinensis was monitored using a crab behavior monitoring setup, and physiological indices were measured at the end of the experimental period. The results indicate that as the concentration of ammonia nitrogen increases in the water of aquaculture pond, the predation rate of crabs is significantly reduced. Consistent patterns were observed in three main behavioral components: handling time proportion, the probability of capture upon encounter, and consumption upon capture. These findings highlight the critical role of these behaviors in mediating the adverse effects of ammonia nitrogen on the predation efficiency of E. sinensis. The crustacean hyperglycemic hormone and glucose levels in the hemolymph and the oxygen consumption rate of crabs increased significantly, while hemocyanin decreased with the elevated ammonia nitrogen. Elevated concentrations of ammonia nitrogen in water result in increased energy expenditure for E. sinensis, while simultaneously reducing their predation rate. Consequently, the physiological and biochemical alterations induced by high ammonia nitrogen levels, combined with the decline in predation efficiency, represent one of the primary factors contributing to reduced pond aquaculture productivity of E. sinensis. This study not only provides a theoretical basis for understanding the behavioral and physiological regulatory mechanisms of crustaceans under ammonia nitrogen stress, but also offers important references for water quality management practices in the healthy cultivation of E. sinensis.

中华绒螯蟹(Eriocheir sinensis)主要在池塘养殖,常以蜗牛为天然饵料。粪便、饵料残余物和含氮有机物在池底的堆积可导致中华沼虾池氨氮浓度升高。为了评估氨氮胁迫对大闸蟹觅食行为和代谢生理的影响,我们在实验室进行了三种不同氨氮浓度(0、5和10 mg·L - 1)的实验处理。采用螃蟹行为监测装置监测中华绒螯蟹的觅食行为,并在实验结束时测定其生理指标。结果表明,随着养殖池水氨氮浓度的增加,蟹类的捕食率显著降低。在处理时间比例、遭遇捕获概率和捕获消耗三个主要行为组成部分中观察到一致的模式。这些研究结果表明,这些行为在氨氮对中华绒螯蟹捕食效率的不利影响中起着重要的调节作用。随着氨氮的升高,甲壳类动物血淋巴中高血糖激素和葡萄糖水平以及螃蟹的耗氧率显著升高,而血青素水平则显著降低。水体中氨氮浓度的升高会增加中华绒螯蟹的能量消耗,同时降低其捕食率。因此,高氨氮水平引起的生理生化变化,加上捕食效率的下降,是导致中华绒螯蟹池塘养殖生产力下降的主要因素之一。本研究不仅为了解甲壳类动物在氨氮胁迫下的行为和生理调控机制提供了理论依据,也为华南鲟健康养殖的水质管理实践提供了重要参考。
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引用次数: 0
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Aquaculture International
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