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Chemical interactions between kelp Macrocystis pyrifera and symbiotic bacteria under elevated CO2 condition. 高CO2条件下海带大囊藻与共生细菌的化学相互作用
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-14 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00259-5
Xiaowen Zhang, Tianle Xi, Yitao Wang, Xiao Fan, Dong Xu, Pengyan Zhang, Ke Sun, Yan Zhang, Jian Ma, Naihao Ye

Kelps are pivotal to temperate coastal ecosystems, providing essential habitat and nutrients for diverse marine life, and significantly enhancing local biodiversity. The impacts of elevated CO2 levels on kelps may induce far-reaching effects throughout the marine food web, with potential consequences for biodiversity and ecosystem functions. This study considers the kelp Macrocystis pyrifera and its symbiotic microorganisms as a holistic functional unit (holobiont) to examine their collective response to heightened CO2 levels. Over a 4 month cultivation from the fertilization of M. pyrifera gametes to the development of juvenile sporophytes, our findings reveal that elevated CO2 levels influence the structure of the M. pyrifera symbiotic microbiome, alter metabolic profiles, and reshape microbe-metabolite interactions using 16S rRNA amplicon sequencing and liquid chromatography coupled to mass spectrometry analysis. Notably, Dinoroseobacter, Sulfitobacter, Methylotenera, Hyphomonas, Milano-WF1B-44 and Methylophaga were selected as microbiome biomarkers, which showed significant increases in comparative abundance with elevated CO2 levels. Stress-response molecules including fatty-acid metabolites, oxylipins, and hormone-like compounds such as methyl jasmonate and prostaglandin F2a emerged as critical metabolomic indicators. We propose that elevated CO2 puts certain stress on the M. pyrifera holobiont, prompting the release of these stress-response molecules. Moreover, these molecules may aid the kelp's adaptation by modulating the microbial community structure, particularly influencing potential pathogenic bacteria, to cope with environmental change. These results will enrich the baseline data related to the chemical interactions between the microbiota and M. pyrifera and provide clues for predicting the resilience of kelps to future climate change.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00259-5.

海带是温带沿海生态系统的关键,为各种海洋生物提供必要的栖息地和营养,并显著增强了当地的生物多样性。二氧化碳水平升高对海带的影响可能对整个海洋食物网产生深远影响,对生物多样性和生态系统功能产生潜在影响。本研究将海带巨囊藻(Macrocystis pyrifera)及其共生微生物作为一个整体功能单元(holobiont)来研究它们对二氧化碳浓度升高的集体反应。从M. pyrifera配子受精到幼孢子体发育的4个月的培养过程中,我们的研究结果表明,二氧化碳浓度升高会影响M. pyrifera共生微生物群的结构,改变代谢谱,并重塑微生物-代谢物相互作用,使用16S rRNA扩增子测序和液相色谱-质谱分析。值得注意的是,Dinoroseobacter、Sulfitobacter、Methylotenera、Hyphomonas、Milano-WF1B-44和Methylophaga被选为微生物组生物标志物,它们的相对丰度随着CO2水平的升高而显著增加。应激反应分子包括脂肪酸代谢物、氧化脂类和激素样化合物,如茉莉酸甲酯和前列腺素F2a,成为关键的代谢组学指标。我们认为,升高的二氧化碳对M. pyrifera holobiont施加了一定的压力,促使这些应激反应分子的释放。此外,这些分子可能通过调节微生物群落结构,特别是影响潜在致病菌,来帮助海带适应环境变化。这些结果将丰富微生物群与M. pyrifera之间化学相互作用的基线数据,并为预测海带对未来气候变化的适应能力提供线索。补充信息:在线版本包含补充资料,下载地址:10.1007/s42995-024-00259-5。
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引用次数: 0
Mapping the potential for global offshore finfish mariculture. 绘制全球近海鱼类海水养殖潜力图。
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-06 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00257-7
Shuang-En Yu, Ming-Ling Liao, Shuang-Lin Dong, Yun-Wei Dong

Understanding the potential areas suitable for offshore mariculture is crucial to global seafood security. Here, we map the potential global offshore mariculture areas for 23 principal commercial finfish using an ensemble model. The model involves the temporal-spatial heterogeneity of environments and constraints of temperature-dependent hypoxia and cold edges of cultured finfish by metabolic index and lower thermal safety margin, respectively. Our results show that currently, there is 9.16 ± 1.22 million km2 of potentially suitable area for offshore finfish mariculture. Under climate change, the potential suitable area will be reduced to between 86.7% and 91.7% of the current size by 2050. Compared to the decline in tropical regions, the expanded potential areas in temperate and polar regions will become more important for global seafood security. The potential offshore finfish mariculture area responds differently to global change among species, and cold-water finfish may benefit from global warming. Overall, despite changes in the distribution of global offshore mariculture areas and replacements of local potential mariculture species, offshore finfish mariculture still holds immense potential in the future.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00257-7.

了解适合近海海水养殖的潜在地区对全球海产品安全至关重要。在这里,我们使用集合模型绘制了23种主要商业鱼类的潜在全球近海海水养殖区。该模型通过代谢指数和低热安全裕度分别考虑了环境的时空异质性以及养殖鱼类的温度依赖缺氧和冷边约束。研究结果表明,目前我省近海有鳍鱼潜在适宜养殖面积为9.16±122万平方公里。在气候变化的影响下,到2050年,潜在的适宜面积将减少到目前的86.7%至91.7%之间。与热带地区的减少相比,温带和极地地区潜在面积的扩大将对全球海产品安全变得更加重要。潜在的近海鳍鱼养殖区对全球变化的响应不同,冷水鳍鱼可能从全球变暖中受益。总体而言,尽管全球近海海水养殖区的分布发生了变化,当地潜在的海水养殖品种也在不断更替,但未来近海有鳍鱼养殖仍具有巨大的潜力。补充资料:在线版本包含补充资料,下载地址为10.1007/s42995-024-00257-7。
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引用次数: 0
Taxonomy and systematic positions of three new Callistoctopus species (Octopoda, Octopodidae) discovered in coastal waters of China. 中国沿海三新种(八足纲,八足科)的分类和系统位置。
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-11-04 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00258-6
Yan Tang, Xiaodong Zheng, Chungcheng Lu

The genus Callistoctopus comprises 13 species, and has been reported mostly in the Western Pacific Ocean. Here, we described three new species from China, Ca. paucilamellus sp. nov., Ca. sparsus sp. nov., and Ca. gracilis sp. nov., based on morphometric and meristic characteristics. The diagnoses, descriptions and detailed morphometric data are provided for each species. The cytochrome c oxidase I (COI) genes of the three new species are sequenced, and compared with related species and analyzed for their systematic positions. Both phylogenetic trees constructed using three mitochondrial genes (12S rRNA, 16S rRNA, COI) and one nuclear gene (Rhodopsin) revealed that our new species formed into two distinct clades with strong support values. One clade included Ca. gracilis sp. nov., Ca. sp. 1, Ca. xiaohongxu, Ca. tenuipes and Ca. paucilamellus sp. nov., which clustered together. The other clade showed that Ca. sparsus sp. nov. was closely related to Ca. sp. 2 and Ca. sp. 3. Ca. luteus and Ca. macropus were located at the base of the Callistoctopus group. Based on our integrative studies, both morphological and molecular evidence suggested strongly that O. minor is more likely to be classified as a species of Callistoctopus. Morphological comparisons were made between the three new species and related taxa, which could be recognized based on the 7-8 gill lamellae of each demibranch, numerous small black spots on the subdermal layer of the arms, and an elongated body.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00258-6.

Callistoctopus属有13种,主要分布在西太平洋。本文根据形态计量学和分生统计学特征,描述了中国3个新种Ca. paucilamellus sp. nov.、Ca. sparsus sp. nov.和Ca. gracilis sp. nov.。提供了每个物种的诊断、描述和详细的形态计量数据。对3个新种的细胞色素c氧化酶I (COI)基因进行了测序,并与近缘种进行了比较,分析了它们的系统位置。利用三个线粒体基因(12S rRNA、16S rRNA、COI)和一个核基因(Rhodopsin)构建的系统发育树显示,我们的新物种形成了两个不同的分支,具有很强的支持价值。其中一个支系包括11月的Ca. gracilis sp., 1 . Ca. xiaohongxu, Ca. tenuutes和11月的Ca. paucilamellus sp.,它们聚集在一起。另一支系表明,Ca. sparsus sp. 11与Ca. sp. 2和Ca. sp. 3亲缘关系较近。黄斑痣和巨斑痣位于Callistoctopus群的底部。基于我们的综合研究,形态学和分子证据强烈表明O. minor更有可能被归类为Callistoctopus的一种。对这3个新种与相关分类群进行了形态学比较,发现每个半分支有7-8个鳃片,腕部皮下有许多小黑点,体长。补充资料:在线版本包含补充资料,网址为10.1007/s42995-024-00258-6。
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引用次数: 0
Contribution of environmental and biological factors to bacterial community structure and stability in a subalpine lake.
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-10-30 eCollection Date: 2025-02-01 DOI: 10.1007/s42995-024-00256-8
Ping Guo, Cui Li, Jinxian Liu, Tiehang Wu, Baofeng Chai

Bacterial community play an essential role in regulating water quality and the global biogeochemical cycle in aquatic ecosystems. However, how trophic interactions (i.e., biotic factors) regulate the diversity and composition of bacterial community in lake ecosystems remains unknown. Here, we employed DNA meta-barcoding of water samples to explore the impact of bacterivorous protozoans on the bacterial community. The results showed significant seasonal variations in the diversity and composition of both bacterial and protist communities. The composition of bacterivorous protozoans was identified as the primary predictor for the bacterial community alpha diversity in spring and summer, and for beta diversity in spring and autumn, indicating that biotic interactions play a greater role in driving the diversity of bacterial community across different seasons. Biological factors were more important than environmental factors for explaining the variations in the relative abundance of several bacterial genera (i.e., Pseudoxanthomonas, hgcI_clade, and Pseudorhodobacter). Network analyses showed that bacterial networks differed among seasons, and the autumn network exhibited the highest stability. Our findings indicated that the bacterial community stability was significantly affected by environmental factors, specifically SO4 2-and PO4 3-, rather than bacterivorous protozoans. Overall, our findings provide new perspectives on the role of trophic interactions in maintaining the structure of bacterial community in different seasons, and enhance our understanding of the bacterial community assembly in lake ecosystems.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00256-8.

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引用次数: 0
The first dimeric indole-diterpenoids from a marine-derived Penicillium sp. fungus and their potential for anti-obesity drugs.
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-10-08 eCollection Date: 2025-02-01 DOI: 10.1007/s42995-024-00253-x
Hui-Fang Du, Lei Li, Ya-Hui Zhang, Xu Wang, Cheng-Yan Zhou, Hua-Jie Zhu, Charles U Pittman, Jia-Wen Shou, Fei Cao

Obesity has become a worldwide health problem. Seeking natural products with anti-obesity activity from lots of fungi has drawn the attention of pharmacologists. In our study, dipenipenoids A and B (1 and 2), the first dimeric indole-diterpenoids with a rare C-20-C-22' linkage, and their monomers (3 and 4), were isolated from a marine-derived Penicillium sp. CF-06 fungus from Suaeda salsa. The absolute configurations of 1-3 were assigned by the calculated TDDFT ECD method. The structure of 4 was verified by a single-crystal X-ray diffraction method for the first time. Interestingly, 1 and 2 displayed significant effects on the differentiation of 3T3-L1 adipocytes by down-regulating the expression of peroxisome proliferator-activated receptor gamma (PPARγ) and CCAAT/enhancer binding protein alpha (C/EBPα) proteins, while monomers 3 and 4 exhibited no activity. Molecular docking results explained the mechanism that the interaction between dimer 1 and PPARγ was stronger than that between monomer 3 and PPARγ. Our research could provide new insight for the discovery of anti-obesity drugs.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00253-x.

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引用次数: 0
Tidal levels significantly change bacterial community composition in a tropical estuary during the dry season.
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-10-08 eCollection Date: 2025-02-01 DOI: 10.1007/s42995-024-00254-w
Pablo Aguilar, Chantima Piyapong, Nitcha Chamroensaksri, Pachoenchoke Jintasaeranee, Ruben Sommaruga

Estuaries are usually characterized by strong spatial and temporal variability in water physicochemical conditions and are often largely affected by human activities. One important source of variability is caused by tides that can swiftly alter not only physicochemical conditions but also the abundance and composition of the biota. The effect of the diurnal tidal cycle on microbial community composition during different seasons remains uncertain, although this knowledge underlies having effective monitoring programs for water quality and potential identification of health risk conditions. In this study, we assessed the bacterioplankton community composition and diversity across four tidal water levels in a tropical estuary characterized by a mixed semidiurnal tide regime (i.e., two high and two low tides of varying amplitudes) during both dry and wet seasons. The bacterial community composition varied significantly among the four tidal levels, but only during the dry season, when the influence of the seawater intrusion was largest. Bacterial indicators' taxa identified using the Indicator Value Index were found within Cyanobacteria, Actinobacteriota, Bacteroidota, and Proteobacteria. The indicator taxon Cyanobium sp. had a prominent presence across multiple tidal levels. The main predicted phenotypes of the bacterial communities were associated with potential pathogenicity, gram-negative, and biofilm formation traits. While there were no marked predicted phenotypic differences between seasons, pathogenic and gram-negative traits were more prevalent in the dry season, while biofilm formation traits dominated in the wet season. Overall, our findings underscore the intricate relationship between river hydrodynamics and bacterial composition variability and hint a significant human impact on the water quality of the Bangpakong River.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00254-w.

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引用次数: 0
Designing an assessment tool for integrated evaluation of sustainable fisheries in China. 中国渔业可持续发展综合评价工具设计
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-10-02 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00251-z
Qi Ding, Xiujuan Shan, Xianshi Jin, Harry Gorfine, Jiting Sun

Fisheries are social-ecological systems. Evaluating the sustainability of fisheries requires methods to measure performance from ecological, economic, social, and governance aspects. Whereas a number of multi-dimensional evaluation tools such as fishery performance indicators (FPIs) have been used for assessing fishery management systems, fishery management practices and data availability are likely to differ substantially among fisheries in different countries. This makes it at least somewhat problematic to precisely adapt this methodology to fisheries within a given country. This study constructed a practical tool to evaluate and compare fishery systems in China. On the basis of an established indicator library and the FPIs tool, indicators in the newly developed tool for comprehensive fisheries evaluation were selected according to the management objectives, data availability, and the authority of relevant indicators. The sustainability assessment tool for Chinese fisheries (SAT-fish) provides a three-tier hierarchical framework covering 60 indicators, of which 48 indicators were extracted from the FPIs tool and 12 indicators were associated with policy statements. Applicability and comprehensiveness of this tool in comparison with six other well-established frameworks were investigated. This tool offers a promising new method to assess the sustainability of fishery systems in China, with great potential to guide Chinese fisheries towards a higher level of sustainability.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00251-z.

渔业是社会生态系统。评估渔业的可持续性需要从生态、经济、社会和治理方面衡量绩效的方法。虽然渔业绩效指标等若干多维评价工具已用于评估渔业管理系统,但不同国家渔业的渔业管理做法和数据可得性可能存在很大差异。这至少在一定程度上使这种方法精确地适用于某一国家的渔业。本研究构建了一个实用的工具来评价和比较中国的渔业系统。在已建立的指标库和fpi工具的基础上,根据管理目标、数据可得性和相关指标的权威性,选择新开发的渔业综合评价工具中的指标。中国渔业可持续性评估工具(SAT-fish)提供了一个涵盖60个指标的三层分层框架,其中48个指标是从fpi工具中提取的,12个指标与政策声明相关。与其他六个完善的框架相比,该工具的适用性和全面性进行了调查。该工具为评估中国渔业系统的可持续性提供了一种有前景的新方法,具有指导中国渔业迈向更高可持续性水平的巨大潜力。补充信息:在线版本包含补充资料,提供地址为10.1007/s42995-024-00251-z。
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引用次数: 0
Deep learning for genomic selection of aquatic animals. 水生动物基因组选择的深度学习。
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-09-27 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00252-y
Yangfan Wang, Ping Ni, Marc Sturrock, Qifan Zeng, Bo Wang, Zhenmin Bao, Jingjie Hu

Genomic selection (GS) applied to the breeding of aquatic animals has been of great interest in recent years due to its higher accuracy and faster genetic progress than pedigree-based methods. The genetic analysis of complex traits in GS does not escape the current excitement around artificial intelligence, including a renewed interest in deep learning (DL), such as deep neural networks (DNNs), convolutional neural networks (CNNs), and autoencoders. This article reviews the current status and potential of DL applications in phenotyping, genotyping and genomic estimated breeding value (GEBV) prediction of GS. It can be seen from this article that CNNs obtain phenotype data of aquatic animals efficiently, and without injury; DNNs as single nucleotide polymorphism (SNP) variant callers are critical to have shown higher accuracy in assessments of genotyping for the next-generation sequencing (NGS); autoencoder-based genotype imputation approaches are capable of highly accurate genotype imputation by encoding complex genotype relationships in easily portable inference models; sparse DNNs capture nonlinear relationships among genes to improve the accuracy of GEBV prediction for aquatic animals. Furthermore, future directions of DL in aquaculture are also discussed, which should expand the application to more aquaculture species. We believe that DL will be applied increasingly to molecular breeding of aquatic animals in the future.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00252-y.

近年来,基因组选择技术在水生动物育种中的应用受到了广泛的关注,因为它比基于家系的方法具有更高的准确性和更快的遗传进展。GS复杂性状的遗传分析并没有逃脱当前对人工智能的兴奋,包括对深度学习(DL)的重新兴趣,如深度神经网络(dnn)、卷积神经网络(cnn)和自动编码器。本文综述了DL在GS表型分型、基因分型和基因组估计育种价值(GEBV)预测中的应用现状和潜力。从这篇文章可以看出,cnn可以高效的获取水生动物的表型数据,并且没有伤害;dnn作为单核苷酸多态性(SNP)变异呼叫者在下一代测序(NGS)的基因分型评估中表现出更高的准确性至关重要;基于自编码器的基因型归算方法通过在易于移植的推理模型中编码复杂的基因型关系,能够实现高精度的基因型归算;稀疏dnn捕获了基因间的非线性关系,提高了水生动物GEBV预测的准确性。并对DL在水产养殖中的应用前景进行了展望。我们相信,未来DL将越来越多地应用于水生动物的分子育种。补充资料:在线版本包含补充资料,网址为10.1007/s42995-024-00252-y。
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引用次数: 0
Novel findings on the mitochondria in ciliates, with description of mitochondrial genomes of six representatives.
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-09-23 eCollection Date: 2025-02-01 DOI: 10.1007/s42995-024-00249-7
Tengteng Zhang, Jinyu Fu, Chao Li, Ruitao Gong, Khaled A S Al-Rasheid, Naomi A Stover, Chen Shao, Ting Cheng

Determining and comparing mitochondrial genomes (mitogenomes) are essential for assessing the diversity and evolution of mitochondria. Ciliates are ancient and diverse unicellular eukaryotes, and thus are ideal models for elucidating the early evolution of mitochondria. Here, we report on six new mitogenomes of spirotrichs, a dominant ciliate group, and perform comparative analyses on 12 representative species. We show that: (1) the mitogenomes of spirotrichs are linear structures with high A+T contents (61.12-81.16%), bidirectional transcription, and extensive synteny (except for the nad5, ccmf and cob genes in Euplotia); (2) the non-split of NADH dehydrogenase subunit 2 gene (nad2) is a plesiomorphy of ciliates, whereas it has evolved into a split gene in Spirotrichea (apart from Euplotes taxa), Oligohymenophorea, and Armophorea; (3) the number of small subunit ribosomal proteins (rps) encoded in mitogenomes increases in the later branching classes of ciliates, whereas rps8 shows a loss trend during the evolution of Euplotes taxa; (4) the mitogenomes of spirotrichs exhibit A/T codon bias at the third position, and the codon bias is mainly due to DNA mutation in oligotrichs, hypotrichs and Diophrys appendiculata; (5) the phylogenetic position of D. appendiculata is unstable and controversial based on both phylogenetic analyses and mitogenome evidence. In summary, we investigated the mitogenome diversity of spirotrichs and broadened our understanding of the evolution of mitochondria in ciliates.

Supplementary information: The online version contains supplementary material available at 10.1007/s42995-024-00249-7.

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引用次数: 0
Understanding the role of microbes in health and disease of farmed aquatic organisms. 了解微生物在养殖水生生物健康和疾病中的作用。
IF 5.8 2区 生物学 Q1 MARINE & FRESHWATER BIOLOGY Pub Date : 2024-09-19 eCollection Date: 2024-11-01 DOI: 10.1007/s42995-024-00248-8
Cristiane C Thompson, Wilson Wasielesky, Felipe Landuci, Michele S Lima, Leonardo Bacha, Luciane M Perazzolo, Cátia Lourenço-Marques, Florbela Soares, Pedro Pousão-Ferreira, Larry Hanson, Bruno Gomez-Gil, Mateus Thompson, Tooba Varasteh, Tatiana A Silva, Jean Swings, Xiao-Hua Zhang, Wanderley de Souza, Fabiano L Thompson

Aquaculture is critical to reduce protein deficiencies and supplement the world's demand for seafood. However, the culture environment predisposes farmed animals to infectious diseases. In particular, the high density of fish, crustacean, mollusk, sea cucumber or algal species allows for the rapid spread of infectious diseases resulting in devastating losses. Massive amounts of antibiotics have been used to sustain aquaculture production. This has led to the critical need to evaluate the impact of current control measures and optimize disease management schemes with an emphasis on global impact and sustainability. Furthermore, local and global changes have enhanced the pathogens' effects over aquaculture settings because increased temperature and pollution may trigger virulence genes and toxin production. Technological developments including biofloc technology, integrated multitrophic systems, recirculating aquaculture systems and probiotics have contributed to enhancing aquaculture sustainability and reducing the need for high loads of antibiotics and other chemicals. Furthermore, biotechnological tools (e.g., omics and cell biology) have shed light on cellular processes in the health and disease of reared organisms. Metagenomics is a reliable and relatively quick tool to identify microbial communities in aquaculture settings.

水产养殖对于减少蛋白质缺乏症和补充世界对海产品的需求至关重要。然而,养殖环境使养殖动物易患传染病。特别是,鱼类、甲壳类、软体动物、海参或藻类物种的高密度使传染病迅速蔓延,造成毁灭性的损失。为了维持水产养殖生产,大量的抗生素被使用。这导致迫切需要评估当前控制措施的影响并优化疾病管理计划,重点是全球影响和可持续性。此外,地方和全球变化增强了病原体对水产养殖环境的影响,因为温度升高和污染可能引发毒力基因和毒素产生。包括生物絮团技术、综合多营养系统、循环水养殖系统和益生菌在内的技术发展有助于提高水产养殖的可持续性,并减少对高负荷抗生素和其他化学品的需求。此外,生物技术工具(例如,组学和细胞生物学)阐明了饲养生物体健康和疾病中的细胞过程。宏基因组学是鉴定水产养殖环境中微生物群落的一种可靠且相对快速的工具。
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引用次数: 0
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