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Wang W, She C, Wang H. Complex Algal Dynamics and Optimal Control with Algicidal Activity and Reabsorption of Algal Cell Contents. Bull Math Biol 2025; 87:72. [PMID: 40374905 DOI: 10.1007/s11538-025-01453-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2025] [Accepted: 04/20/2025] [Indexed: 05/18/2025]
Abstract
Algaecides utilizing bacteriolytic algae are considered as a promising approach for algae control. These bacteria inhibit the continuous reproduction of algae cells in various ways, including lysing the cells, which leads to the release of cellular contents and affects the levels of nitrogen and phosphorus in the environment. In this paper, we establish a novel mathematical model with algicidal activities and the reabsorption of algal cell contents. The model exhibits complex dynamical phenomena: (i) backward and forward bifurcations; (ii) transcritical bifurcation and saddle-node bifurcation discussed via Sotomayor's theorem; (iii) Hopf bifurcation; (iv) the codimension 2 bifurcations, exemplified by the Bogdanov-Takens bifurcation, via the methodologies of normal form theory and the center manifold theorem. We also obtain an explicit formula for the ultimate lower bound of algal bloom. Sensitivity analysis of the basic ecological reproductive indices R 0 is conducted, and the optimal control problem is formulated by integrating environmental factors and physical algal control methods. The analysis indicates that using algicidal bacteria to lyse algal cells can result in two scenarios: algicidal dominance and nutrient supplementation dominance. The former effectively curbs the sustained reproduction of algal cells and is more effective than physical algal control methods.
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Affiliation(s)
- Wei Wang
- College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, China
| | - Chunxiao She
- College of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao, 266590, China
| | - Hao Wang
- Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, AB T6G 2G1, Canada.
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Yu L, Li T, Li H, Ma M, Li L, Lin S. In Situ Molecular Ecological Analyses Illuminate Distinct Factors Regulating Formation and Demise of a Harmful Dinoflagellate Bloom. Microbiol Spectr 2023; 11:e0515722. [PMID: 37074171 PMCID: PMC10269597 DOI: 10.1128/spectrum.05157-22] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 03/27/2023] [Indexed: 04/20/2023] Open
Abstract
The development and demise of a harmful algal bloom (HAB) are generally regulated by multiple processes; identifying specific critical drivers for a specific bloom is important yet challenging. Here, we conducted a whole-assemblage molecular ecological study on a dinoflagellate bloom to address the hypothesis that energy and nutrient acquisition, defense against grazing and microbial attacks, and sexual reproduction are critical to the rise and demise of the bloom. Microscopic and molecular analyses identified the bloom-causing species as Karenia longicanalis and showed that the ciliate Strombidinopsis sp. was dominant in a nonbloom plankton community, whereas the diatom Chaetoceros sp. dominated the after-bloom community, along with remarkable shifts in the community structure for both eukaryotes and prokaryotes. Metatranscriptomic analysis indicated that heightened energy and nutrient acquisition in K. longicanalis significantly contributed to bloom development. In contrast, active grazing by the ciliate Strombidinopsis sp. and attacks by algicidal bacteria (Rhodobacteracea, Cryomorphaceae, and Rhodobacteracea) and viruses prevented (at nonbloom stage) or collapsed the bloom (in after-bloom stage). Additionally, nutrition competition by the Chaetoceros diatoms plausibly contributed to bloom demise. The findings suggest the importance of energy and nutrients in promoting this K. longicanalis bloom and the failure of antimicrobial defense and competition of diatoms as the major bloom suppressor and terminator. This study provides novel insights into bloom-regulating mechanisms and the first transcriptomic data set of K. longicanalis, which will be a valuable resource and essential foundation for further elucidation of bloom regulators of this and related species of Kareniaceae in the future. IMPORTANCE HABs have increasingly occurred and impacted human health, aquatic ecosystems, and coastal economies. Despite great efforts, the factors that drive the development and termination of a bloom are poorly understood, largely due to inadequate in situ data about the physiology and metabolism of the causal species and the community. Using an integrative molecular ecological approach, we determined that heightened energy and nutrient acquisition promoted the bloom, while resource allocation in defense and failure to defend against grazing and microbial attacks likely prevented or terminated the bloom. Our findings reveal the differential roles of multiple abiotic and biotic environmental factors in driving the formation or demise of a toxic dinoflagellate bloom, suggesting the importance of a balanced biodiverse ecosystem in preventing a dinoflagellate bloom. The study also demonstrates the power of whole-assemblage metatranscriptomics coupled to DNA barcoding in illuminating plankton ecological processes and the underlying species and functional diversities.
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Affiliation(s)
- Liying Yu
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
- Central Laboratory, Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Tangcheng Li
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Hongfei Li
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Minglei Ma
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Ling Li
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
| | - Senjie Lin
- State Key Laboratory of Marine Environmental Science and College of Ocean and Earth Sciences, Xiamen University, Xiamen, China
- Department of Marine Sciences, University of Connecticut, Groton, Connecticut, USA
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Wang Y, Li S, Liu G, Li X, Yang Q, Xu Y, Hu Z, Chen CY, Chang JS. Continuous production of algicidal compounds against Akashiwo sanguinea via a Vibrio sp. co-culture. BIORESOURCE TECHNOLOGY 2020; 295:122246. [PMID: 31629286 DOI: 10.1016/j.biortech.2019.122246] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2019] [Revised: 10/03/2019] [Accepted: 10/04/2019] [Indexed: 06/10/2023]
Abstract
Using biological treatment to deal with harmful algal blooms is highly potential over the physical and chemical methods due to its species specificity and eco-friendly characteristics. In this study, algicidal broth were produced from a Vibrio sp. co-culture composed mainly of V. brasilliensis and V. tubiashii. The productivity of the algicidal compounds was optimized under a dilution rate of 0.1 h-1 with a minimum algicidal broth dosage of 0.3% for 100% algal lysis. The algicidal threshold and EC50 of the spray-dried algicidal broth were 0.17 and 0.68 g/L, respectively. Treatment with the algicidal agents led to an increase in cellular reactive oxygen species (ROS) level that causes membrane damage as supported by the increase in Malondialdehyde (MDA) levels. and a further inhibition to the antioxidant system as indicated by a sharp decrease in the catalase (CAT) activity. The algicidal compound was identified as hexahydro pyrrolo[1,2-a] pyr azine-1,4-dione.
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Affiliation(s)
- Yue Wang
- School of Materials and Environmental Engineering, Yantai University, Yantai, China
| | - Shuangfei Li
- College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Guozhu Liu
- College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Xiaoqiang Li
- School of Materials and Environmental Engineering, Yantai University, Yantai, China
| | - Qixia Yang
- School of Materials and Environmental Engineering, Yantai University, Yantai, China
| | - Ying Xu
- College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Zhangli Hu
- College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, China
| | - Chun-Yen Chen
- University Center for Bioscience and Biotechnology, National Cheng Kung University, Tainan 701, Taiwan
| | - Jo-Shu Chang
- Department of Chemical and Materials Engineering, College of Engineering, Tunghai University, Taichung 407, Taiwan; Department of Chemical Engineering, National Cheng Kung University, Tainan 701, Taiwan; Center for Nanotechnology, Tunghai University, Taichung 407, Taiwan.
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Zheng N, Ding N, Gao P, Han M, Liu X, Wang J, Sun L, Fu B, Wang R, Zhou J. Diverse algicidal bacteria associated with harmful bloom-forming Karenia mikimotoi in estuarine soil and seawater. THE SCIENCE OF THE TOTAL ENVIRONMENT 2018; 631-632:1415-1420. [PMID: 29727965 DOI: 10.1016/j.scitotenv.2018.03.035] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2017] [Revised: 03/04/2018] [Accepted: 03/04/2018] [Indexed: 06/08/2023]
Abstract
Algicidal bacteria associated with Karenia mikimotoi have been isolated, yet the distribution of the algicidal bacteria has been rarely studied. Here, we postulated and demonstrated that terrestrial environment harbors diverse algicidal bacteria, which can survive in seawater along water flowing into marine and suppress Karenia mikimotoi. In summary, 9 and 5 bacteria with algicidal activity on Karenia mikimotoi were isolated from seawater and estuarine soil, respectively. Similar with the marine bacteria (Alteromonas sp., Halomonas sp., Marinobacter sp., Paracoccus sp., Rhodobacteraceae, Idiomarina sp.), the soil strains (Pseudoalteromonas sp. and Flavobaterium sp.) showed high mortality in Karenia mikimotoi with the inhibitory rate of 87% and 93.5%, respectively, after two days co-cultivation. Algicidal activity of the two strains was detected in the cell-free filtrate not in bacterial cells. The results suggest that algicidal bacteria associated with Karenia mikimotoi widely exist in terrestrial and marine environments, and have application potential on controlling Karenia mikimotoi.
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Affiliation(s)
- Ningning Zheng
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Ning Ding
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Peike Gao
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China.
| | - Meiaoxue Han
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Xiuxia Liu
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Jianguo Wang
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Li Sun
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Baoyan Fu
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
| | - Renjun Wang
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China.
| | - Jing Zhou
- College of Life Sciences, Qufu Normal University, Qufu, Shandong 273165, PR China
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