The zooplankton adaptation patterns along turbidity gradient in shallow water reservoirs

•Water turbidity changes the hierarchy of zooplankton interspecific relations.•Random forest model shows zooplankton adaptation paths to various turbidity conditions.•Regression modeling shows the zooplankton occurrence patterns along turbidity gradient.•Variations of copepod nauplii biomass best re...

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Published inEcohydrology & Hydrobiology Vol. 24; no. 1; pp. 188 - 200
Main Authors Goździejewska, Anna Maria, Kruk, Marek, Bláha, Martin
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.01.2024
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Abstract •Water turbidity changes the hierarchy of zooplankton interspecific relations.•Random forest model shows zooplankton adaptation paths to various turbidity conditions.•Regression modeling shows the zooplankton occurrence patterns along turbidity gradient.•Variations of copepod nauplii biomass best reflect the turbidity gradient conditions.•Zooplankton occurrence patterns indicate water conditions along turbidity gradient. Turbidity is a precursor of several biotic phenomena in aquatic ecosystems, including differentiation of the zooplankton ensemble. We tested the hypothesis that the turbidity gradient in shallow artificial reservoirs can control the biomass of the most evenly distributed, i.e. the best adapted, population of a zooplankton species. This species can be sequentially linked to other zooplankton taxa to indicate a particular turbidity gradient. We assumed that each of the three water turbidity classes: high turbidity (HT), moderate turbidity (MT) and low turbidity (LT) can be represented by the best adapted species that establishes relationships with other species. These networks can indicate adaptation to the higher and lower levels of turbidity in the class. Random forest classification and regression models were used. The classification of zooplankton adaptation showed that variation in copepod nauplii biomass best reflected the turbidity classifications. Patterns of species occurrence by Daphnia cucullata Sars, 1862, Difflugia spp. and Cephalodella spp. (LT), Keratella cochlearis (Gosse, 1851) (MT), and K. cochlearis and Filinia longiseta (Ehrenberg, 1834) (HT) were formed at successive levels of the network. The adaptation patterns in each of the three turbidity classes were based on an optimal set and sequence of zooplankton functional traits, the ability to satisfy food needs, and interspecific relationships. Random forest modelling supported a comprehensive interpretation of the results, innovatively expanding existing knowledge on the functioning of turbid water ecosystems.
AbstractList Turbidity is a precursor of several biotic phenomena in aquatic ecosystems, including differentiation of the zooplankton ensemble. We tested the hypothesis that the turbidity gradient in shallow artificial reservoirs can control the biomass of the most evenly distributed, i.e. the best adapted, population of a zooplankton species. This species can be sequentially linked to other zooplankton taxa to indicate a particular turbidity gradient. We assumed that each of the three water turbidity classes: high turbidity (HT), moderate turbidity (MT) and low turbidity (LT) can be represented by the best adapted species that establishes relationships with other species. These networks can indicate adaptation to the higher and lower levels of turbidity in the class. Random forest classification and regression models were used. The classification of zooplankton adaptation showed that variation in copepod nauplii biomass best reflected the turbidity classifications. Patterns of species occurrence by Daphnia cucullata Sars, 1862, Difflugia spp. and Cephalodella spp. (LT), Keratella cochlearis (Gosse, 1851) (MT), and K. cochlearis and Filinia longiseta (Ehrenberg, 1834) (HT) were formed at successive levels of the network. The adaptation patterns in each of the three turbidity classes were based on an optimal set and sequence of zooplankton functional traits, the ability to satisfy food needs, and interspecific relationships. Random forest modelling supported a comprehensive interpretation of the results, innovatively expanding existing knowledge on the functioning of turbid water ecosystems.
•Water turbidity changes the hierarchy of zooplankton interspecific relations.•Random forest model shows zooplankton adaptation paths to various turbidity conditions.•Regression modeling shows the zooplankton occurrence patterns along turbidity gradient.•Variations of copepod nauplii biomass best reflect the turbidity gradient conditions.•Zooplankton occurrence patterns indicate water conditions along turbidity gradient. Turbidity is a precursor of several biotic phenomena in aquatic ecosystems, including differentiation of the zooplankton ensemble. We tested the hypothesis that the turbidity gradient in shallow artificial reservoirs can control the biomass of the most evenly distributed, i.e. the best adapted, population of a zooplankton species. This species can be sequentially linked to other zooplankton taxa to indicate a particular turbidity gradient. We assumed that each of the three water turbidity classes: high turbidity (HT), moderate turbidity (MT) and low turbidity (LT) can be represented by the best adapted species that establishes relationships with other species. These networks can indicate adaptation to the higher and lower levels of turbidity in the class. Random forest classification and regression models were used. The classification of zooplankton adaptation showed that variation in copepod nauplii biomass best reflected the turbidity classifications. Patterns of species occurrence by Daphnia cucullata Sars, 1862, Difflugia spp. and Cephalodella spp. (LT), Keratella cochlearis (Gosse, 1851) (MT), and K. cochlearis and Filinia longiseta (Ehrenberg, 1834) (HT) were formed at successive levels of the network. The adaptation patterns in each of the three turbidity classes were based on an optimal set and sequence of zooplankton functional traits, the ability to satisfy food needs, and interspecific relationships. Random forest modelling supported a comprehensive interpretation of the results, innovatively expanding existing knowledge on the functioning of turbid water ecosystems.
Author Bláha, Martin
Kruk, Marek
Goździejewska, Anna Maria
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  organization: Faculty of Fisheries and Protection of Waters, University of South Bohemia in České Budějovice. Research Institute of Fish Culture and Hydrobiology, Zátiší 728/II, 389 25, Vodňany, Czech Republic
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Keywords Water turbidity
Mine waters
Zooplankton
Random forest modelling
Interspecific relationships
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Snippet •Water turbidity changes the hierarchy of zooplankton interspecific relations.•Random forest model shows zooplankton adaptation paths to various turbidity...
Turbidity is a precursor of several biotic phenomena in aquatic ecosystems, including differentiation of the zooplankton ensemble. We tested the hypothesis...
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SubjectTerms biomass
class
Copepoda
Daphnia
hydrobiology
Interspecific relationships
Mine waters
nauplii
Random forest modelling
species
turbidity
Water turbidity
Zooplankton
Title The zooplankton adaptation patterns along turbidity gradient in shallow water reservoirs
URI https://dx.doi.org/10.1016/j.ecohyd.2023.08.005
https://www.proquest.com/docview/3153619259
Volume 24
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