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Lin K, Zhang S, Hu J, Lv X, Li H. Quantitative comparison of 2D and 3D monitoring dimensions in fish behavior analysis. JOURNAL OF FISH BIOLOGY 2024; 104:929-938. [PMID: 38029381 DOI: 10.1111/jfb.15633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Revised: 10/06/2023] [Accepted: 11/26/2023] [Indexed: 12/01/2023]
Abstract
To improve the accuracy and efficiency of fish behavior assessment, this paper focuses on quantitatively exploring the variations and relationships between different monitoring dimensions. A systematic comparison was conducted between 3D and 2D behavioral factors using an infrared tracing system, during both day and night. Significant differences in swimming distance were observed among the different monitoring methods, as determined by two-way ANOVA and Tukey's test. A correction was applied to account for the disparities observed in 2D swimming distance, ensuring accurate measurements. These findings present a cost-effective and efficient approach for obtaining precise 3D distance data. Additionally, a kinematic factor called the "number of U-turns" was proposed to provide a more intuitive characterization of directional changes in fish swimming. Significant differences were observed between 2D and 3D data, with higher percentages of false U-turn counts and missing U-turn counts compared to correct counts in the 2D view. These findings suggest that reducing the monitoring dimension may impact the accurate estimation of swimming motion, potentially resulting in inaccurate outcomes. Finally, the statistical analyses of the non-linear properties of fractal dimension revealed significant differences among the various monitoring methods. This conclusion has practical implications for biologists and physicists, enabling them to improve the accuracy of behavioral phenotyping for organisms exhibiting 3D motion.
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Affiliation(s)
- Kai Lin
- Fisheries Science Institute, Beijing Academy of Agriculture and Forestry Sciences & Beijing Key Laboratory of Fishery Biotechnology, Beijing, China
| | - Shiyu Zhang
- School of Instrument Science and Opto Electronics Engineering, Beijing Information Science and Technology University, Beijing, China
| | - Junjie Hu
- Fisheries Science Institute, Beijing Academy of Agriculture and Forestry Sciences & Beijing Key Laboratory of Fishery Biotechnology, Beijing, China
- School of Instrument Science and Opto Electronics Engineering, Beijing Information Science and Technology University, Beijing, China
| | - Xingdong Lv
- Fisheries Science Institute, Beijing Academy of Agriculture and Forestry Sciences & Beijing Key Laboratory of Fishery Biotechnology, Beijing, China
- School of Instrument Science and Opto Electronics Engineering, Beijing Information Science and Technology University, Beijing, China
| | - Hongsong Li
- School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China
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Uttieri M, Hinow P, Pastore R, Bianco G, Ribera d'Alcalá M, Mazzocchi MG. Homeostatic swimming of zooplankton upon crowding: the case of the copepod Centropages typicus. J R Soc Interface 2021; 18:20210270. [PMID: 34157893 DOI: 10.1098/rsif.2021.0270] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
Crowding has a major impact on the dynamics of many material and biological systems, inducing effects as diverse as glassy dynamics and swarming. While this issue has been deeply investigated for a variety of living organisms, more research remains to be done on the effect of crowding on the behaviour of copepods, the most abundant metazoans on Earth. To this aim, we experimentally investigate the swimming behaviour, used as a dynamic proxy of animal adaptations, of males and females of the calanoid copepod Centropages typicus at different densities of individuals (10, 50 and 100 ind. l-1) by performing three-dimensional single-organism tracking. We find that the C. typicus motion is surprisingly unaffected by crowding over the investigated density range. Indeed, the mean square displacements as a function of time always show a crossover from ballistic to Fickian regime, with poor variations of the diffusion constant on increasing the density. Close to the crossover, the displacement distributions display exponential tails with a nearly density-independent decay length. The trajectory fractal dimension, D3D ≅ 1.5, and the recently proposed 'ecological temperature' also remain stable on increasing the individual density. This suggests that, at least over the range of animal densities used, crowding does not impact on the characteristics of C. typicus swimming motion, and that a homeostatic mechanism preserves the stability of its swimming performance.
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Affiliation(s)
- Marco Uttieri
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, Naples 80121, Italy.,CoNISMa, ULR Partehnope, Piazzale Flaminio 9, Rome 00196, Italy
| | - Peter Hinow
- Department of Mathematical Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI 53201, USA
| | - Raffaele Pastore
- Department of Chemical, Materials and Production Engineering, University of Naples Federico II, P.le Tecchio 80, Napoli 80125, Italy
| | - Giuseppe Bianco
- Department of Biology, Lund University, Sölvegatan 37, Lund 22362, Sweden
| | - Maurizio Ribera d'Alcalá
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, Naples 80121, Italy
| | - Maria Grazia Mazzocchi
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, Naples 80121, Italy
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Zingone A, D'Alelio D, Mazzocchi MG, Montresor M, Sarno D, team LTERMC. Time series and beyond: multifaceted plankton research at a marine Mediterranean LTER site. NATURE CONSERVATION 2019. [DOI: 10.3897/natureconservation.34.30789] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Plankton are a pivotal component of the diversity and functioning of coastal marine ecosystems. A long time-series of observations is the best tool to trace their patterns and variability over multiple scales, ultimately providing a sound foundation for assessing, modelling and predicting the effects of anthropogenic and natural environmental changes on pelagic communities. At the same time, a long time-series constitutes a formidable asset for different kinds of research on specific questions that emerge from the observations, whereby the results of these complementary studies provide precious interpretative tools that augment the informative value of the data collected. In this paper, we review more than 140 studies that have been developed around a Mediterranean plankton time series gathered in the Gulf of Naples at the station LTER-MC since 1984. These studies have addressed different topics concerning marine plankton, which have included: i) seasonal patterns and trends; ii) taxonomic diversity, with a focus on key or harmful algal species and the discovery of many new taxa; iii) molecular diversity of selected species, groups of species or the whole planktonic community; iv) life cycles of several phyto- and zooplankton species; and v) interactions among species through trophic relationships, parasites and viruses. Overall, the products of this research demonstrate the great value of time series besides the record of fluctuations and trends, and highlight their primary role in the development of the scientific knowledge of plankton much beyond the local scale.
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Pastore R, Uttieri M, Bianco G, Ribera d'Alcalá M, Mazzocchi MG. Distinctive diffusive properties of swimming planktonic copepods in different environmental conditions. THE EUROPEAN PHYSICAL JOURNAL. E, SOFT MATTER 2018; 41:79. [PMID: 29934856 DOI: 10.1140/epje/i2018-11688-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2017] [Accepted: 06/07/2018] [Indexed: 06/08/2023]
Abstract
Suspensions of small planktonic copepods represent a special category in the realm of active matter, as their size falls within the range of colloids, while their motion is so complex that it cannot be rationalized according to basic models of self-propelled particles. Indeed, the wide range of individual variability and swimming patterns resemble the behaviour of much larger animals. By analysing hundreds of three-dimensional trajectories of the planktonic copepod Clausocalanus furcatus, we investigate the possibility of detecting how the motion of this species is affected by different external conditions, such as the presence of food and the effect of gravity. While this goal is hardly achievable by direct inspection of single organism trajectories, we show that this is possible by focussing on simple average metrics commonly used to characterize colloidal suspensions, such as the mean square displacement and the dynamic correlation functions. We find that the presence of food leads to the onset of a clear localization that separates a short-time ballistic from a long-time diffusive regime. Such a benchmark reflects the tendency of C. furcatus to remain temporally feeding in a limited space and disappears when food is absent. Localization is clearly evident in the horizontal plane, but is negligible in the vertical direction, due to the effect of gravity. Our results suggest that simple average descriptors may provide concise and useful information on the swimming properties of planktonic copepods, even though single organism behaviour is strongly heterogeneous.
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Affiliation(s)
- Raffaele Pastore
- Department of Chemical, Materials and Production Engineering, Università di Napoli Federico II, Piazzale V. Tecchio 80, 80125, Napoli, Italy.
- CNR-SPIN, Via Cintia, 80126, Napoli, Italy.
| | - Marco Uttieri
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80121, Napoli, Italy
- CoNISMa (Consorzio Nazionale Interuniversitario per le Scienze del Mare), Piazzale Flaminio 9, 00196, Roma, Italy
| | - Giuseppe Bianco
- Department of Biology, Lund University, Sölvegatan 35, 223 62, Lund, Sweden
| | - Maurizio Ribera d'Alcalá
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80121, Napoli, Italy
| | - Maria Grazia Mazzocchi
- Department of Integrative Marine Ecology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80121, Napoli, Italy
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Wasserman RJ, Weston M, Weyl OLF, Froneman PW, Welch RJ, Vink TJF, Dalu T. Sacrificial males: the potential role of copulation and predation in contributing to copepod sex-skewed ratios. OIKOS 2018. [DOI: 10.1111/oik.04832] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Affiliation(s)
- Ryan J. Wasserman
- School of Science, Monash Univ. Malaysia; Jalan Lagoon Selatan, 47500 Bandar Sunway Selangor Darul Ehsan Malaysia
- South African Inst. for Aquatic Biodiversity (SAIAB); Grahamstown South Africa
| | - Mark Weston
- Zoology and Entomology; Rhodes Univ.; Grahamstown South Africa
- Dept of Biological Sciences; Univ. of Cape Town; Rondebosch, Cape Town South Africa
| | - Olaf L. F. Weyl
- DST/NRF Research Chair in Inland Fisheries and Freshwater Ecology; South African Inst. for Aquatic Biodiversity (SAIAB); Grahamstown South Africa
| | | | - Rebecca J. Welch
- Dept of Zoology and Entomology; Univ. of the Free State; Qwaqwa, Phuthaditjhaba South Africa
| | - Tim J. F. Vink
- Dept of Botany; Coastal and Marine Research Unit, Nelson Mandela Metropolitan Univ.; Port Elizabeth South Africa
| | - Tatenda Dalu
- South African Inst. for Aquatic Biodiversity (SAIAB); Grahamstown South Africa
- Dept of Ecology and Resource Management; Univ. of Venda, Thohoyandou; Limpopo South Africa
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Faimali M, Gambardella C, Costa E, Piazza V, Morgana S, Estévez-Calvar N, Garaventa F. Old model organisms and new behavioral end-points: Swimming alteration as an ecotoxicological response. MARINE ENVIRONMENTAL RESEARCH 2017; 128:36-45. [PMID: 27194191 DOI: 10.1016/j.marenvres.2016.05.006] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2015] [Revised: 05/03/2016] [Accepted: 05/05/2016] [Indexed: 05/28/2023]
Abstract
Behavioral responses of aquatic organisms have received much less attention than developmental or reproductive ones due to the scarce presence of user-friendly tools for their acquisition. The technological development of data acquisition systems for quantifying behavior in the aquatic environment and the increase of studies on the understanding the relationship between the behavior of aquatic organisms and the physiological/ecological activities have generated renewed interest in using behavioral responses also in marine ecotoxicology. Recent reviews on freshwater environment show that behavioral end-points are comparatively fast and sensitive, and warrant further attention as tools for assessing the toxicological effects of environmental contaminants. In this mini-review, we perform a systematic analysis of the most recent works that have used marine invertebrate swimming alteration as behavioral end-point in ecotoxicological studies by assessing the differences between behavioral and acute responses in a wide range of species, in order to compare their sensitivity.
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Affiliation(s)
- Marco Faimali
- National Research Council - Institute of Marine Science (CNR-ISMAR), Via De Marini, 6, 16149 Genova, Italy.
| | - Chiara Gambardella
- National Research Council - Institute of Marine Science (CNR-ISMAR), Via De Marini, 6, 16149 Genova, Italy
| | - Elisa Costa
- National Research Council - Institute of Marine Science (CNR-ISMAR), Arsenale - Tesa 104, Castello 2737/F, 30122 Venezia, Italy
| | - Veronica Piazza
- National Research Council - Institute of Marine Science (CNR-ISMAR), Via De Marini, 6, 16149 Genova, Italy
| | - Silvia Morgana
- National Research Council - Institute of Marine Science (CNR-ISMAR), Via De Marini, 6, 16149 Genova, Italy
| | - Noelia Estévez-Calvar
- National Research Council - Institute of Marine Science (CNR-ISMAR), Arsenale - Tesa 104, Castello 2737/F, 30122 Venezia, Italy
| | - Francesca Garaventa
- National Research Council - Institute of Marine Science (CNR-ISMAR), Arsenale - Tesa 104, Castello 2737/F, 30122 Venezia, Italy
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Bianco G, Mariani P, Visser AW, Mazzocchi MG, Pigolotti S. Analysis of self-overlap reveals trade-offs in plankton swimming trajectories. J R Soc Interface 2014; 11:20140164. [PMID: 24789560 PMCID: PMC4032533 DOI: 10.1098/rsif.2014.0164] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2014] [Accepted: 04/07/2014] [Indexed: 11/12/2022] Open
Abstract
Movement is a fundamental behaviour of organisms that not only brings about beneficial encounters with resources and mates, but also at the same time exposes the organism to dangerous encounters with predators. The movement patterns adopted by organisms should reflect a balance between these contrasting processes. This trade-off can be hypothesized as being evident in the behaviour of plankton, which inhabit a dilute three-dimensional environment with few refuges or orienting landmarks. We present an analysis of the swimming path geometries based on a volumetric Monte Carlo sampling approach, which is particularly adept at revealing such trade-offs by measuring the self-overlap of the trajectories. Application of this method to experimentally measured trajectories reveals that swimming patterns in copepods are shaped to efficiently explore volumes at small scales, while achieving a large overlap at larger scales. Regularities in the observed trajectories make the transition between these two regimes always sharper than in randomized trajectories or as predicted by random walk theory. Thus, real trajectories present a stronger separation between exploration for food and exposure to predators. The specific scale and features of this transition depend on species, gender and local environmental conditions, pointing at adaptation to state and stage-dependent evolutionary trade-offs.
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Affiliation(s)
- Giuseppe Bianco
- Department of Biology, Ecology Building, Lund University, 223 62 Lund, Sweden
| | - Patrizio Mariani
- Center for Ocean Life, National Institute for Aquatic Resources, Technical University of Denmark, Kavalergården 6, 2920 Charlottenlund, Denmark
| | - Andre W. Visser
- Center for Ocean Life, National Institute for Aquatic Resources, Technical University of Denmark, Kavalergården 6, 2920 Charlottenlund, Denmark
| | | | - Simone Pigolotti
- Departament de Fisica i Enginyeria Nuclear, Universitat Politecnica de Catalunya Edifici GAIA, Rambla Sant Nebridi 22, 08222 Terrassa, Barcelona, Spain
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