ABSTRACT
Cladocerans, an important zooplankton community, are consumers from the base of the food web of aquatic environments. We investigated the contribution of producers (phytoplankton and periphytic biofilm) and particulate organic carbon (POC). Collections were carried out in lakes of the Upper Paraná River Floodplain, the last stretch free of dams in the second-largest South American basin. Isotope ratios (δ13C and δ15N) were measured, besides the contributions of probable food sources to the cladocerans biomass. The phytoplankton constituted the source of carbon for cladocerans, followed by POC. Thus this work, in addition to emphasizing the importance of cladocerans in nutrient cycling, highlighted the need for the conservation of environments surrounding the lakes as they are the sources of organic matter for aquatic communities. Besides, the analyzed zooplanktonic organisms demonstrated their role in the interconnection between the green and brown food webs, which have been studied separately for a long time.
KEYWORDS.
Trophic web; stable isotopes; herbivores; detritivores
RESUMO
O papel dos cladóceros no acoplamento da teia alimentar verde e marrom. Os cladóceros, importante comunidade zooplanctônica, são consumidores da base da cadeia alimentar dos ambientes aquáticos. O objetivo foi identificar a real contribuição dos produtores (fitoplâncton e biofilme perifítico) e do carbono orgânico particulado (COP) na biomassa dos cladóceros. As coletas foram realizadas em lagoas da planície de inundação do alto rio Paraná, último trecho livre de barragens na segunda maior bacia da América do Sul. As razões isotópicas (δ¹³C e δ15N) e as contribuições de prováveis fontes de alimento para a biomassa de cladóceros foram medidas. Verificou-se valores enriquecidos de δ15N para o fitoplâncton de ambiente sob impacto antrópico, COP com valores de d13C semelhante a plantas C3 e diferenças na assinatura do d13C do fitoplâncton dos ambientes estudados. Ademais, que o fitoplâncton constituiu a maior fonte de carbono para os cladóceros (35% ou mais da biomassa dos cladóceros), seguido pelo COP (30% ou mais). Assim, o presente trabalho, além de enfatizar a importância dos cladóceros na ciclagem de nutrientes, destacou a necessidade de conservação dos ambientes no entorno dos lagos, uma vez que são fontes de matéria orgânica para as comunidades aquáticas. Além disso, os organismos zooplanctônicos analisados demonstraram seu papel na interconexão entre as cadeias alimentares verde e marrom, que há muito vêm sendo estudadas separadamente.
PALAVRAS-CHAVE.
Teia trófica; isótopos estáveis; herbívoros; detritívoros
The knowledge of energy transfer pathways in an ecosystem is essential to understanding the structure and functioning of its food webs (Degerman et al., 2018Degerman, R.; Lefébure, R.; Byström, P.; Båmstedt, U.; Larsson, S. & Andersson, A. 2018. Food web interactions determine energy transfer efficiency and top consumer responses to inputs of dissolved organic carbon. Hydrobiologia 805(1):131-146.). Food webs can have two main origins: photosynthetic organisms, in the case of green food webs, or detritivorous organisms, also known as brown food webs (Nelson, 2021Nelson, D.; Busch, M. H.; Kopp, D. A. & Allen, D. C. 2021. Energy pathways modulate the resilience of stream invertebrate communities to drought. Journal of Animal Ecology 90(9):2053-2064.; De Guzman et al., 2022De Guzman, I.; Altieri, P.; Elosegi, A.; Pérez‐Calpe, A. V.; Von Schiller, D.; González, J. M.; ... & Larrañaga, A. 2022. Water diversion and pollution interactively shape freshwater food webs through bottom‐up mechanisms. Global Change Biology 28(3):859-876.; Chappuis et al., 2022). These two mechanisms have long been studied separately (Evans-White & Halvorson, 2017Evans-White, M. A. & Halvorson, H. M. 2017. Comparing the ecological stoichiometry in green and brown food webs-a review and meta-analysis of freshwater food webs. Frontiers in Microbiology 8:1184. ; Eckert et al., 2020Eckert, R. A.; Halvorson, H. M.; Kuehn, K. A. & Lamp, W. O. 2020. Macroinvertebrate community patterns in relation to leaf‐associated periphyton under contrasting light and nutrient conditions in headwater streams. Freshwater Biology 65(7):1270-1287.). However, these two energetic pathways should be coupled in ecological studies (Mougi, 2020Mougi, A. 2020. Coupling of green and brown food webs and ecosystem stability. Ecology and Evolution 10(17):9192-9199.; Atkinson et al., 2021Atkinson, C. L.; Halvorson, H. M.; Kuehn, K. A.; Winebarger, M.; Hamid, A. & Waters, M. N. 2021.Filter-feeders have differential bottom-up impacts on green and brown food webs. Oecologia 195(1):187-198.), since even in simplified webs, quite different results can be obtained (Dickman et al., 2008Dickman, E. M.; Newell, J. M.; Gonzalez, M. J. & Vanni, M. J. 2008. Nutrients, and food-chain length constrain planktonic energy transfer efficiency across multiple trophic levels. Proceedings of the National Academy of Sciences 105(47):18408-18412.; Heath et al., 2014Heath, M. R.; Speirs, D. C. & Steele, J. H. 2014. Understanding patterns and processes in models of trophic cascades. Ecology Letters 17(1):101-114.), thereby making the understanding of energy flow pathways in food webs challenging (Degerman et al., 2018Degerman, R.; Lefébure, R.; Byström, P.; Båmstedt, U.; Larsson, S. & Andersson, A. 2018. Food web interactions determine energy transfer efficiency and top consumer responses to inputs of dissolved organic carbon. Hydrobiologia 805(1):131-146.).
The zooplankton community is considered an important link in the aquatic food web for transferring energy from primary sources to higher trophic levels (Hahn et al., 2002Hahn, N. S.; Fugi, R.; Peretti, D.; Russo, M. R. & Loureiro-Crippa, V. E. 2002. Estrutura Trófica da Ictiofauna da Planície de Inundação do alto Rio Paraná. Available at <Available at https://www.researchgate.net/profile/Danielle_Peretti/publication/266878052_Estrutura_Trofica_da_Ictiofauna_da_Planicie_de_Inundacao_do_alto_Rio_Parana/links/567163d508aececfd55526a2.pdf >. Accessed on 24 March 2020.
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; Arunpandi et al., 2020Arunpandi, N.; Jyothibabu, R.; Jagadeesan, L.; Albin, K. J.; Savitha, K. M. M. & Parthasarathi, S. 2020. Impact of salinity on the grazing rate of a cladocera (Latonopsis australis) in a large tropical estuarine system. Environmental Monitoring and Assessment 192(2):1-13.). They are the main source of food for planktophagous fish and fingerlings (Panarelli et al., 2021Panarelli, E. A.; Nielsen, D. & Holland, A. 2021. Cladocera resting egg banks in temporary and permanent wetlands. Journal of Limnology 80(1).), in addition to controlling phytoplankton through herbivory (Silveira et al., 2010Silveira, R. D. M. L.; Paiva, L. L. A. R. D. & Camargo, J. C. 2010. Controle descendente em um lago tropical raso do Pantanal Norte, Brasil. Acta Limnologica Brasiliensia 22(4):455-465.). The cladoceran community is one of the main zooplanktonic groups found in Neotropical ecosystems (Sendacz et al., 2006Sendacz, S.; Caleffi, S. & Santos-Soares, J. 2006. Zooplankton biomass of reservoirs in different trophic conditions in the state of São Paulo, Brazil. Brazilian Journal of Biology 66:337-350.; Nogueira et al., 2008Nogueira, M. G.; Reis Oliveira, P. C. & Tenorio De Britto, Y. 2008. Zooplankton assemblages (Copepoda and Cladocera) in a cascade of reservoirs of a large tropical river (SE Brazil). Limnetica 27(1):151-170.; Lansac-Tôha et al., 2009Lansac-Tôha, F. A.; Bonecker, C. C.; Velho, L. F. M.; Simões, N. R.; Dias, J. D.; Alves, G. M. & Takahashi, E. M. 2009. Biodiversity of zooplankton communities in the Upper Paraná River floodplain: interannual variation from long-term studies. Brazilian Journal of Biology 69:539-549.). They are microcrustaceans with a size between 0.3 and 3.0 mm (Elmoor-Loureiro, 1997Elmoor-Loureiro, L. 1997. Manual de identificação de Cladóceros límnicos do Brasil. Brasília, Editora Universa. 156p.) and exhibit different life habits, being able to live in the surroundings of aquatic macrophytes, coastal, pelagic (Błędzki & Rybak, 2016Błędzki, L. A. & Rybak, J. I. 2016. Cladocera Morphology. In: Błędzki, L. A. & Rybak, J. I. eds. Freshwater Crustacean Zooplankton of Europe. Springer, Cham., p. 95-101), or benthic (Elmoor Loureiro, 1997Elmoor-Loureiro, L. 1997. Manual de identificação de Cladóceros límnicos do Brasil. Brasília, Editora Universa. 156p.) regions. The cladoceran diet may consist of both algae and organic detritus (COD, dissolved organic carbon and COP, particulate organic carbon) due to their filter-feeding habit, as well as periphytic biofilm, due to the scraping habit of some species (Elmoor-Loureiro, 1997Elmoor-Loureiro, L. 1997. Manual de identificação de Cladóceros límnicos do Brasil. Brasília, Editora Universa. 156p.; Esteves, 1998Esteves, F. A. 1998. Fundamentos de Limnologia. Rio de Janeiro, Editora Interciência. 602p.; Błędzki & Rybak, 2016Błędzki, L. A. & Rybak, J. I. 2016. Cladocera Morphology. In: Błędzki, L. A. & Rybak, J. I. eds. Freshwater Crustacean Zooplankton of Europe. Springer, Cham., p. 95-101). Thus, floodplains where there are high inputs of organic matter, ions, and nutrients (Takeda et al., 2002Takeda, A. M.; Lansac-Tôha, F. A. & Agostinho, A. A. 2002. Estudo ecológico de longa duração: Reservatório de Itaipu e Planície alagável do alto rio Paraná. Cadernos da Biodiversidade 3(2). ; Resende, 2008Resende, E. K. 2008. Pulso de inundação: processo ecológico essencial à vida no Pantanal. Embrapa Pantanal-Documentos (INFOTECA-E). Available at <Available at https://www.infoteca.cnptia.embrapa.br/infoteca/handle/doc/807537 >. Acessed on 20 March 2021.
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) coming from lotic and lentic environments subjected to flood pulses (Junk et al., 1989Junk, W. J.; Bayley, P. B. & Sparks, R. E. 1989. The flood pulse concept in river-floodplain systems. Canadian Special Publication of Fisheries and Aquatic Sciences 106(1):110-127.; Ward & Stanford, 1995Ward, J. V. & Stanford, J. A. 1995. The serial discontinuity concept: extending the model to floodplain rivers. Regulated Rivers: Research & Management 10(2‐4):159-168.) represent an ecosystem capable of sustaining populations with a high number of individuals, especially cladocerans (Høberg et al., 2002Høberg, P.; Lindholm, M.; Ramberg, L. & Hessen, D. O. 2002. Aquatic food web dynamics on a floodplain in the Okavango Delta, Botswana. Hydrobiologia 470(1):23-30.; Lansac-Tôha et al., 2009Lansac-Tôha, F. A.; Bonecker, C. C.; Velho, L. F. M.; Simões, N. R.; Dias, J. D.; Alves, G. M. & Takahashi, E. M. 2009. Biodiversity of zooplankton communities in the Upper Paraná River floodplain: interannual variation from long-term studies. Brazilian Journal of Biology 69:539-549.).
In these ecosystems, the trophic state of the river influences the biogeochemical cycles and the nutrient balance of the Lagoons with which it connects (Friedl & Wüest, 2002Friedl, G. & Wüest, A. 2002. Disrupting biogeochemical cycles-Consequences of damming. Aquatic Sciences 64(1):55-65.). The upper Paraná River Floodplain (PIAP), comprising the Paraná, Baía, and Ivinhema Subsystems demonstrates two contrasts. The Upper Paraná River underwent an oligotrophication process due to the impacts of the cascade of reservoirs upstream of the PIAP, which resulted in numerous physical and chemical changes in the water (Granzotti et al., 2018Granzotti, R. V.; Miranda, L. E.; Agostinho, A. A. & Gomes, L. C. 2018. Downstream impacts of dams: shifts in benthic invertivorous fish assemblages. Aquatic Sciences 80(3):1-14.; Mantovano et al., 2019Mantovano, T.; Braghin, L. D. S. M.; Schwind, L. T.; Tiburcio, V. G.; Bonecker, C. C. & Lansac-Tôha, F. A. 2019. Zooplankton communities show contrasting productivity variables thresholds in dammed and undammed systems.Limnetica 38(2):669-682.). On one hand, the reservoirs retain a large amount of organic matter, decreasing turbidity, which in turn causes changes in the phytoplankton community and alter the possible food sources for cladocerans (Pineda et al., 2017Pineda, A.; Moresco, G. A.; Paula, A. C. M.; Nogueira, L. M.; Iatskiu, P.; Souza, Y. R.; Reis, L. M. & Rodrigues, L. C. 2017. Rivers affect the biovolume and functional traits of phytoplankton in floodplain lakes. Acta Limnologica Brasiliensia 29.). On the other hand, the Ivinhema Subsystem, due to its lack of impoundment and a considerable degree of conservation (Agostinho et al., 2004Agostinho, A. A.; Thomaz, S. M. & Gomes, L. C. 2004. Threats for biodiversity in the floodplain of the Upper Paraná River: effects of hydrological regulation by dams. International Journal of Ecohydrology & Hydrobiology 4(3):267-280.; De Carvalho, 2019De Carvalho, E. M.; Pereira, N. S.; Ansilago, M. & Guimarães, F. J. 2019. Estudo parcial do plano de manejo do parque estadual das Várzeas do Rio Ivinhema como subsídio para ações estratégicas. Brazilian Journal of Development 5(9):14740-14760.), has higher turbidity values, as well as a high value of suspended particles in the water (Carvalho et al., 2019Carvalho, E. M.; Pereira, N. S.; Ansilago, M. & Guimarães, F. J. 2019. Estudo parcial do plano de manejo do Parque Estadual das Várzeas do rio Ivinhema como subsídio para ações estratégicas. Brazilian Journal of Development 5(9):14740-14760.). Therefore, it is essential to understand the trophic dynamics of cladocerans in the different environmental contexts of PIAP, an ecosystem that sustains a high diversity of the zooplankton community (Lansac-Tôha et al., 2009Lansac-Tôha, F. A.; Bonecker, C. C.; Velho, L. F. M.; Simões, N. R.; Dias, J. D.; Alves, G. M. & Takahashi, E. M. 2009. Biodiversity of zooplankton communities in the Upper Paraná River floodplain: interannual variation from long-term studies. Brazilian Journal of Biology 69:539-549.).
Because of the complex trophic dynamics of zooplankton, isotopic analysis of δ¹³C and δ15N presents itself as an essential and viable tool (Santana et al., 2009Santana, A. R.; Lansac-Tôha, F. A. & Benedito, E. 2009. Variability of δ13C and δ15N in three zooplankton species from the Upper Paraná River floodplain. Zoologia 26(4):725-732.) to identify the energy flow in the food web. The stable isotope of carbon (δ13C) can be used as a carbon flux tracer in systems with different food items with values of δ13C (Manetta & Benedito-Cecilio, 2003Manetta, G. I. & Benedito-Cecilio, E. B. 2003. Aplicação da técnica de isótopos estáveis na estimativa da taxa de turnover em estudos ecológicos: uma síntese. Acta Scientiarum, Biological Sciences 25(1):121-129.). Due to the mechanisms of carbon fixation (Albrecht, 2021Albrecht, M. P.; Reis, A. S.; Neres-Lima, V. & Zandonà, E. 2021. Isótopos estáveis e outras ferramentas em estudos tróficos de peixes em riachos tropicais. Oecologia Australis 25(2):283-300.), C3 plants have a fractionation of -20‰ and C4 plants of -8‰. Aquatic macrophytes may vary in their δ13C because of their sources (e.g. CO2 dissolved in water or atmosphere). Phytoplanktonic algae, in general, present values close to -35‰ (Fry, 2006Fry, B. 2006. Stable Isotope Ecology. New York, Springer. 308p. ). It allows the estimation of a consumer’s energy sources as the δ13C values are equal or slightly enriched in its energy sources, with a fraction of about 0.4‰ (Post, 2002Post, D. M. 2002. Using stable isotopes to estimate trophic position: models, methods, and assumptions. Ecology 83(3):703-718.). δ15N, however, presents a fractionation of 3.4‰ from one trophic level to the other, thus allowing the estimation of the trophic position of organisms (Fry, 1988Fry, B. 1988. Food web structure on Georges Bank from stable C, N, and S isotopic compositions. Limnology and oceanography 33(5):1182-1190.; Layman et al., 2007Layman, C. A.; Arrington, D. A.; Montaña, C. G. & Post, D. M. 2007. Can stable isotope ratios provide for community‐wide measures of trophic structure? Ecology 88(1):42-48.). Therefore, stable isotopes are tools that help understand the dynamics of energy flow in aquatic ecosystems (Kling et al., 1992Kling, G. W.; Fry, B. & O’Brien, W. J. 1992. Stable isotopes and planktonic trophic structure in arctic lakes. Ecology 73(2):561-566.; France & Peters, 1997France, R. L. & Peters, R. H. 1997. Ecosystem differences in the trophic enrichment of 13C in aquatic food webs. Canadian Journal of Fisheries and Aquatic Sciences 54(6):1255-1258.).
The identification of energy transfer routes from producers to primary consumers makes it possible to assess future changes on the upper levels of the food web subjected to multiple impacts, especially concerning the operation of dams on hydrological regimes. Thus, it is necessary to know the functioning of zooplanktonic communities for a clear understanding of the aquatic ecosystem (Litchman et al., 2013Litchman, E.; Ohman, M. D. & Kiørboe, T. 2013. Trait-based approaches to zooplankton communities. Journal of Plankton Research 35(3):473-484.). The cladoceran generally shows selectivity for algae compared to organic debris (particulate organic carbon, POC) (Tõnno et al., 2016Tõnno, I.; Agasild, H.; Kõiv, T.; Freiberg, R.; Nõges, P. & Nõges, T. 2016. Algal diet of small-bodied crustacean zooplankton in a cyanobacteria-dominated eutrophic lake. PloSOne 11(4):e0154526.). In this context, the present study aimed to investigate the proportions of phytoplankton and particulate organic carbon in the composition of cladoceran biomass. So, in environments directly impacted by dams (Paraná and Baia Rivers), there is less carbon assimilation from phytoplankton to the protected area (Ivinheima River) of the Upper Paraná River Floodplain.
MATERIAL AND METHODS
Study area.
The study area comprises of three lentic environments of the Ivinhema, Baía, and Paraná Subsystems of the Upper Paraná River Floodplain between the Ivinhema River and Paranapanema River, the last stretch free of dams in Brazilian territory (Agostinho et al., 2002Agostinho, A. A.; Thomaz, S. M. & Nakatani, K. 2002. A planície de inundação do Alto rio Paraná - Site 6. In: Seeliger, U.; Cordazzo, C. & Barbosa, F. A. R. Os Sites e o programa brasileiro de pesquisas ecológicas de longa duração. Belo Horizonte, UFMG Programa PELD, p. 101-124.) (Fig. 1). Among the three Subsystems, the only one in which the dam upstream of the PIAP has the least amount of effect is the Ivinhema River, which is located within the Várzeas State Park of the Ivinhema River. It is a more conserved Subsystem, despite having degraded forest remnants in different stages of recovery, often suffering from fires arising from illegal fires by farmers in the surrounding park for pasture renewal (Carvalho et al., 2019Carvalho, E. M.; Pereira, N. S.; Ansilago, M. & Guimarães, F. J. 2019. Estudo parcial do plano de manejo do Parque Estadual das Várzeas do rio Ivinhema como subsídio para ações estratégicas. Brazilian Journal of Development 5(9):14740-14760.). The collections in Ivinhema River were carried out in the Ventura Lagoon (22°51ʼ23.7”S; 53°36ʼ1.02”W), with a total area of 89.8 ha and 2,984.8 meters in length (Comunello, 2000Comunello, E. E.; Petry, A. C.; Russo, M. R.; Santos, A. M.; Rocha, R. R. A. & Leimig, R. A. 2000. Descrição dos locais de amostragem. Available at <Available at http://www.peld.uem.br/relat2000/2_2_compbioticodeslocamost.pdf >. Accessed on 10 February 2020.
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).
The limnological characteristics in the rivers are different for the Subsystems directly subjected to the impacts of the upstream dams. The Paraná Subsystem presents a high state of oligotrophy, mainly due to the operation of the Porto Primavera Hydroelectric. This condition provides homogenization of its biological characteristics (Braghin et al., 2018Braghin, L. S. M.; Almeida, B. A.; Amaral, D. C.; Canella, T. F.; Garcia, B. C. G. & Bonecker, C. C. 2018. Effects of dams decrease zooplankton functional β-diversity in river- associated lakes. Freshwater Biology 63(7):721-730.). However, the Baía SSubsystem does not shows a change in the water turbidity index after its damming (Granzotti et al., 2018Granzotti, R. V.; Miranda, L. E.; Agostinho, A. A. & Gomes, L. C. 2018. Downstream impacts of dams: shifts in benthic invertivorous fish assemblages. Aquatic Sciences 80(3):1-14.). Samplings in the Paraná River and Baía River were carried out in Lagoon das Garças (22°43ʼ27.18”S; 53°13ʼ4.56”W) and Lagoon Fechada (22°42ʼ37.92”S; 53°16ʼ33.06”W) (Comunello, 2000Comunello, E. E.; Petry, A. C.; Russo, M. R.; Santos, A. M.; Rocha, R. R. A. & Leimig, R. A. 2000. Descrição dos locais de amostragem. Available at <Available at http://www.peld.uem.br/relat2000/2_2_compbioticodeslocamost.pdf >. Accessed on 10 February 2020.
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), respectively.
Sampling.
Collections were carried out in December 2009. It is a period characterized by rains and thus represents the entry of organic matter into adjacent areas, even under the effect of the operation of upstream dams (Ferreira et al., 2019Ferreira, K.; Lopes, T. M.; Affonso, I. D. P.; Agostinho, A. A. & Gomes, L. C. 2019. Dam reverse flow events influence limnological variables and fish assemblages of a downstream tributary in a Neotropical floodplain. River Research and Applications 36(2):305-313.). During sampling, dissolved oxygen and turbidity samples were obtained with portable potentiometers and water transparency (m) with a Secchi disk. Water samples were obtained for laboratory determination of chlorophyll, nitrogen, and total phosphorus concentrations. Cladocera and phytoplankton were collected with a plankton net (opening 53μm) in the central region of the lagoon, away from macrophyte beds. Periphytic biofilm samples were obtained by scraping the petioles of the aquatic macrophyte Pontederia azurea Sw. 30 cm from the surface of the lagoon (Benedito-Cecilio et al., 2000Benedito‐Cecilio, E.; Araujo‐Lima, C. M.; Forsberg, B. R.; Bittencourt, M. M. & Martinelli, L. C. 2000. Carbon sources of Amazonian fisheries. Fisheries Management and Ecology 7(4):305-314.).
Subsequently, the phytoplankton and POC samples were filtered and retained in glass fiber filters (Whatman GFC) with an opening of 47 μm, which were calcined previously for four hours at 450°C. Then, the samples were dried in a forced ventilation oven for 72 hours at 60°C, macerated to obtain a fine powder, and sent to the U0C Davis Facility Stable Isotope (USA) laboratory for isotopic determination of carbon and nitrogen, expressed in delta (δ) and parts per thousand (‰), which is relative to the international standard PeeDee Belemnite (PDB) for δ13C and atmospheric nitrogen for δ15N. The analyzes were performed in a mass spectrometer as stated in the expression (Lajtha & Michener, 1994Lajtha, K. & Michener, R. H. 1994. Stable isotopes in ecology and environmental science. Malden, Blackwell Scientific Publications. 158p. ):
δ (‰) = (Rsample/Rstandard -1 )*1000, where: R = 13C : 12C ou 15N : 14N
Data analysis.
All data analysis was performed using R software packages (R Core Team, 2020R Core Team. 2020. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria.). As a preliminary step, a two-way analysis of variance (two-way ANOVA) was performed, both with the Subsystem factors (levels: Baía, Ivinhema and Paraná) and groups (levels: cladocerans, biofilm, phytoplankton, and POC) and the response variables of each analysis were the values of δ13C and δ15N. Two-way ANOVA was performed by creating a linear model with the “lm” function of the “stats” package and by calculating the analysis of this model with the “Anova” function, type III, of the “car” package. The post-hoc interactions of the factors for the values of δ13C (GL = 6; F = 23.066; p < 0.01) and δ15N (GL = 6; F = 2.8968; p = 0.021) were analyzed using the Tukey's method, calculated with the “glht” function of the “multcomp” package. A confidence interval of 95% was adopted.
The posterior trophic position was calculated in the tRophicPosition package (Quezada-Romegialli et al., 2018Quezada‐Romegialli, C.; Jackson, A. L.; Hayden, B.; Kahilainen, K. K.; Lopes, C. & Harrod, C. 2018. tRophicPosition, an R package for the Bayesian estimation of trophic position from consumer stable isotope ratios. Methods in Ecology and Evolution 9(6):1592-1599.). The package used two baselines (organic matter (POC) and living organisms (phytoplankton and periphytic biofilm)) to estimate the mode of posterior trophic position and used the enrichment factor proposed by Post (2002Post, D. M. 2002. Using stable isotopes to estimate trophic position: models, methods, and assumptions. Ecology 83(3):703-718.) of 0.39 ± 1.3 for δ13C and 3.42 ± 0.98 for δ15N. The package performed 10,000 adaptive interactions, 10,000 interactions as recordings discarded, and 10,000 interactions (Quezada-Romegialli et al., 2018Quezada‐Romegialli, C.; Jackson, A. L.; Hayden, B.; Kahilainen, K. K.; Lopes, C. & Harrod, C. 2018. tRophicPosition, an R package for the Bayesian estimation of trophic position from consumer stable isotope ratios. Methods in Ecology and Evolution 9(6):1592-1599.).
To obtain the relative contribution of possible food sources to consumers' biomass, the stable isotope mixture model, SIMMr, was used (Parnell et al., 2019Parnell, A. C.; Phillips, D. L.; Bearhop, S.; Semmens, B. X.; Ward, E. J.; Moore, J. W., ... & Inger, R. 2019. Bayesian stable isotope mixing models. Environmetrics 24(6):387-399. ). Initially, the posterior trophic position mode values calculated in the tRophicPosition package (Quezada-Romegialli et al., 2018Quezada‐Romegialli, C.; Jackson, A. L.; Hayden, B.; Kahilainen, K. K.; Lopes, C. & Harrod, C. 2018. tRophicPosition, an R package for the Bayesian estimation of trophic position from consumer stable isotope ratios. Methods in Ecology and Evolution 9(6):1592-1599.) were multiplied by the mean and standard deviation values of δ15N (3.42 and 0.98, respectively), and δ13C (0.39 and 1.3, respectively) (Post, 2002Post, D. M. 2002. Using stable isotopes to estimate trophic position: models, methods, and assumptions. Ecology 83(3):703-718.) to obtain the corrected fractionation. The SIMMr package uses the JAGS programmer (Jusr Another Gibbs Sampler) to run the Baysian model of isotope mixing. The model executes through the simmr_out function together with the sim_mcmc argument, which uses a Markov Chain Monte Carlo (MCMC) to find the contribution value that best fits the data. Thousands of initial interactions are performed and are discarded in the burn-in phase, the later interactions are stored, and the best ones are used by the model (Parnell et al., 2010Parnell, A. C.; Inger, R.; Bearhop, S. & Jackson, A. L. 2010. Source partitioning using stable isotopes: coping with too much variation. PloSOne 5(3):e9672. , 2019Parnell, A. C.; Phillips, D. L.; Bearhop, S.; Semmens, B. X.; Ward, E. J.; Moore, J. W., ... & Inger, R. 2019. Bayesian stable isotope mixing models. Environmetrics 24(6):387-399. ). The results of the mean and standard deviation of the contributions of the basal sources and the confidence intervals of 2.5%, 25%, 50%, 75%, and 97.5% were obtained through the summary function, using the ‘statistics’ ‘argument’ and ‘quartiles’, respectively.
RESULTS
Lagoon Fechada and Lagoon Ventura were characterized by their high values of turbidity, nitrogen, total phosphorus, and the low value of water transparency, in contrast to Lagoon das Garças; chlorophyll showed higher values in the Ventura Lagoon and Garças Lagoon in comparison to the Fechada Lagoon (Tab. I). In Lagoon Fechada, there was a significant difference in the values of δ13C of the biofilm in phytoplankton (t = -5.423; < 0.01) and POC (t=-5.515; p < 0.01) and in cladocerans (t = - 5.205; p < 0.01). There was no significant difference in δ15N values between groups in this Subsystem. In Ventura Lagoon, POC and cladocerans were significantly different for δ13C (t = -3.517; p = 0.048). In this Subsystem, there was also no significant difference in δ15N values between groups (Fig. 2).
In Lagoon das Garças there was also a significant difference in the δ13C values of the biofilm and all sources, phytoplankton (t = -13.420; p < 0.01) and POC (t = -11.825; p < 0.01), and cladocerans (t = -8.885; p <0.01). In addition, a remarkable difference in these values between phytoplankton and consumers (t = -4.898; p < 0.01) was also observed. Only in this Subsystem was there a significant difference in the values of δ15N between the groups: biofilm and POC (t = -4.665; p < 0.01). The δ15N values of the biofilm showed a high average compared to all other energy sources in all environments, but it was significantly different only for the phytoplankton of the Fechada Lagoon (t = -33.725; p = 0.028) and the Ventura Lagoon (t = -4.137; p < 0.01) and the POC of the Ventura Lagoon (t = - 4.154, p < 0.01). Comparing the differences between the groups between the Subsystems, only the δ13C values of the biofilm differed significantly between all the Subsystems: Paraná and Ivinhema (t = 10.721; p < 0.01), Paraná and Baía (t = 4.656; p < 0, 01), and Baía and Ivinhema (t = -6.551; p < 0.01). In addition to this, the phytoplankton of Paraná and Ivinhema had significantly different δ13C values (t = -3.792; p = 0.024) (Fig. 2).
The posterior trophic position mode for the cladocerans of the analyzed environments was 2.3 for the Ventura and Garças Lagoon and 2.7 for the Fechada Lagoon. A trend toward the greater contribution of phytoplankton to cladoceran biomass was identified (49.9%, 40.4%, and 35.3% in the Fechada, Ventura, and Garças Lagoons, respectively) (Fig. 3). POC was the second largest contributor to cladoceran biomass, followed by periphytic biofilm. In Lagoon das Garças, phytoplankton and POC presented similar contribution means (35.3% and 36.7%, respectively), as did the POC and periphytic biofilm in Lagoon Ventura (28.6% and 31.0 %, respectively). In Lagoon Fechada, there was a greater difference in contribution between the three food sources, 49.9% for phytoplankton, 32.9% for POC, and 17.2% for periphytic biofilm.
The proportion of the contribution of POC, phytoplankton, and biofilm to cladoceran biomass in the three PIAP lagoons. Boxplots show the quartiles of 97.5%, 75%, 50%, 25%, and 2.5%. The lower and upper boxes indicate the 25% and 50% quartiles. Likewise, the lower and upper vertical lines indicate the 97.5% and 2.5% quartiles and the horizontal lines show the mode of contribution.
DISCUSSION
Isotopic values of δ13C of phytoplankton presented very negative means as reported in the literature (Fry, 2006Fry, B. 2006. Stable Isotope Ecology. New York, Springer. 308p. ). The difference observed between the studied lakes may be due to the phytoplanktonic composition of these environments since some algae taxa, such as diatoms, tend to have a more depleted δ13C signature. The difference observed for the δ13C of the biofilm may be due to the constitution of biofilm and the taxonomic composition of algae (Gearing et al., 1984Gearing, J. N.; Gearing, P. J.; Rudnick, D. T.; Requejo, A. G. & Hutchins, M. J. 1984. Isotopic variability of organic carbon in a phytoplankton-based, temperate estuary. Geochimica et Cosmochimica Acta 48(5):1089-1098.). The δ13C of the POC, in general, represents the phytonomic composition surrounding the aquatic body (Martinelli et al., 2005Martinelli, L. A.; De Camargo, P. B.; Bernardes, M. C. & Ometto, J. P. H. B. 2005. Carbon, nitrogen, and stable carbon isotope composition and land-use changes in rivers of Brazil. In: Soil erosion and carbon dynamics, p. 239-254. ).
The POC had a characteristic signature of C3 plants. So, POC may be constituted of plant material of arboreal origin, which can reach the water body by the leaching process, despite the fact that Ventura e Fechada Lagoon is surrounded by grass (Comunello, 2000Comunello, E. E.; Petry, A. C.; Russo, M. R.; Santos, A. M.; Rocha, R. R. A. & Leimig, R. A. 2000. Descrição dos locais de amostragem. Available at <Available at http://www.peld.uem.br/relat2000/2_2_compbioticodeslocamost.pdf >. Accessed on 10 February 2020.
http://www.peld.uem.br/relat2000/2_2_com...
). Furthermore, it is reported in the literature that POC with very negative values (-32‰ to -28‰), as observed in this study, is associated with the high presence of phytoplankton in its composition (Kendall et al., 2001Kendall, C.; Silva, S. R. & Kelly, V. J. 2001. Carbon and nitrogen isotopic compositions of particulate organic matter in four large river systems across the United States. Hydrological Processes 15(7):1301-1346.). The difference observed between the δ15N in the Ventura Lagoon (conserved environment) and Garças Lagoon can indicate pollution from agriculture or livestock since these can cause δ15N enrichment of the local biota (Chappuis et al., 2017Chappuis, E.; Seriñá, V.; Martí, E.; Ballesteros, E. & Gacia, E. 2017. Decrypting stable-isotope (d13C and d15N) variability in aquatic plants. Freshwater Biology 62:1807-1818.).
The cladocerans showed similarity in the signature of δ13C and δ15N in analyzed lakes, in line with the values in the literature for these organisms (Perga, 2011Perga, M. E. 2011. Taphonomic and early diagenetic effects on the C and N stable isotope composition of cladoceran remains: implications for paleoecological studies. Journal of Paleolimnology 46(2):203-213.; Santana et al., 2011Santana, A. R. A.; Benedito, E.; Ducatti, C. & Lansac-Tôha, F. A. 2011. Isotopic fractionation and trophic position of zooplankton species in the Upper Paraná River floodplain. Brazilian Journal of Biology 71:71-76.). Their trophic position showed that they occupy the second place in the food web as observed in the literature and expected for primary consumer organisms. The higher trophic position in the Fechada Lagoon may be due to the presence of predators in the sample, increasing the average of δ15N values interfering with the calculation of trophic position, performed with Bosmina hagmanni (Stingelin, 1904) and Moina minuta (Hansen, 1899), at PIAP (Santana et al., 2011Santana, A. R. A.; Benedito, E.; Ducatti, C. & Lansac-Tôha, F. A. 2011. Isotopic fractionation and trophic position of zooplankton species in the Upper Paraná River floodplain. Brazilian Journal of Biology 71:71-76.). The hypothesis that PIAP cladocerans have greater assimilation of algal carbon and less POC in their biomass was partially accepted since in the Lagoons the phytoplankton contributed more than 35% of cladoceran biomass, regardless of the chlorophyll concentrations in the ponds (Tab. I, Fig. 3). Phytoplankton is one of the most nutritious sources of energy in lake environments (Guo et al., 2021Guo, F.; Bunn, S. E.; Brett, M. T.; Hager, H. & Kainz, M. J. 2021. The dark side of rocks: An underestimated high‐quality food resource in river ecosystems. Journal of Ecology 109(6):2395-2404.). It is responsible for providing essential compounds for the upper levels of the food web, such as nitrogen compounds and fatty acids (Brett et al., 2007Brett, M. T.; Bunn, S. E.; Chandra, S.; Galloway, A. W. E.; Guo, F.; Kainz, M. J.; Kankaala, P.; Lau, D. C. P.; Moulton, T. P.; Power, M. E.; Rasmussen, J. B.; Taipale, S. J.; Thorp, H. & Wehr, J. D. 2007. How important are terrestrial organic carbon inputs for secondary production in freshwater ecosystems? Freshwater Biology 62(5):833-853.). This may indicate that, in spite of their availability, more nutritious foods are preferentially used (Marcarelli et al., 2011Marcarelli, A. M.; Baxter, C. V.; Mineau, M. M. & Hall Jr, R. O. 2011. Quantity and quality: unifying food web and ecosystem perspectives on the role of resource subsidies in freshwaters. Ecology 92(6):1215-1225.). Thus, this present study reinforces that this zooplankton community assimilates the carbon from this nutritional source.
However, the POC was the largest contributor in Lagoon das Garças and presented intermediate values of contribution to the biomass of cladocerans in the other two Lagoons. This may be due to the collections carried out in the rainy season, which was characterized by the flooding of water bodies in the floodplain and, consequently, by a greater contribution of allochthonous organic matter to these environments (Junk, 1989Junk, W. J.; Bayley, P. B. & Sparks, R. E. 1989. The flood pulse concept in river-floodplain systems. Canadian Special Publication of Fisheries and Aquatic Sciences 106(1):110-127.). Even though POC is characterized as a poor energy source for primary consumers (Brett et al., 2007Brett, M. T.; Bunn, S. E.; Chandra, S.; Galloway, A. W. E.; Guo, F.; Kainz, M. J.; Kankaala, P.; Lau, D. C. P.; Moulton, T. P.; Power, M. E.; Rasmussen, J. B.; Taipale, S. J.; Thorp, H. & Wehr, J. D. 2007. How important are terrestrial organic carbon inputs for secondary production in freshwater ecosystems? Freshwater Biology 62(5):833-853.), greater availability of this food resource may have contributed to the high concentrations of cladoceran biomass as zooplankton can change their eating habits according to food availability (Kiørboe et al., 2018Kiørboe, T.; Saiz, E.; Tiselius, P. & Andersen, K. H. 2018. Adaptive feeding behavior and functional responses in zooplankton. Limnology and Oceanography 63(1):308-321.). To confirm this hypothesis, it would be important that new studies be conducted during the dry season.
Thus, it is possible to infer the importance of these zooplanktonic organisms because they transfer energy from primary producers to higher levels of the food web and are fundamental in the cycling of organic matter in the ecosystem. Therefore, the zooplankton adds complexity to the detritivore web (Chambord et al., 2017Chambord, S.; Tackx, M.; Chauvet, E.; Escolar, G. & Colas, F. 2017. Two microcrustaceans affect microbial and macroinvertebrate-driven litter breakdown. Freshwater Biology 62(3):530-543.). They correspond to links between the decomposer web and higher trophic levels in carbon transfer (Chen & Wang, 2018Chen, S. & Wang, D. 2018. Effects of micro-, meio-and macroinvertebrates associated with burial on the decomposition of an aquatic macrophyte (Vallisneria natans) in a eutrophic shallow lake in China. Marine and Freshwater Research 70(4):554-562.). The POC, in all Lagoons, was responsible for at least 30% of the cladoceran energy source. This result demonstrates the importance of cladocerans in the coupling between the green and brown food web, often studied separately (Evans-White & Halvorson, 2017Evans-White, M. A. & Halvorson, H. M. 2017. Comparing the ecological stoichiometry in green and brown food webs-a review and meta-analysis of freshwater food webs. Frontiers in Microbiology 8:1184. ; Eckert et al., 2020Eckert, R. A.; Halvorson, H. M.; Kuehn, K. A. & Lamp, W. O. 2020. Macroinvertebrate community patterns in relation to leaf‐associated periphyton under contrasting light and nutrient conditions in headwater streams. Freshwater Biology 65(7):1270-1287.). Thus, this indicates the importance of carrying out studies interconnecting these two food webs (Mougi, 2020Mougi, A. 2020. Coupling of green and brown food webs and ecosystem stability. Ecology and Evolution 10(17):9192-9199.; Atkinson et al., 2021Atkinson, C. L.; Halvorson, H. M.; Kuehn, K. A.; Winebarger, M.; Hamid, A. & Waters, M. N. 2021.Filter-feeders have differential bottom-up impacts on green and brown food webs. Oecologia 195(1):187-198.).
The significant contribution of POC to cladoceran biomass indicates the relevance of this community in the upwelling of nutrients seized in organic matter suspended in the water column, especially nitrogen (Buchkowski et al., 2019Buchkowski, R. W.; Schmitz, O. J. & Bradford, M. A. 2019. Nitrogen recycling in coupled green and brown food webs: Weak effects of herbivory and detritivory when nitrogen passes through soil. Journal of Ecology 107(2):963-976.) and phosphorus that is available to the environment, resulting from residual processes of the metabolism of these animals (Atkinson et al., 2021Atkinson, C. L.; Halvorson, H. M.; Kuehn, K. A.; Winebarger, M.; Hamid, A. & Waters, M. N. 2021.Filter-feeders have differential bottom-up impacts on green and brown food webs. Oecologia 195(1):187-198.). These nutrients contribute to the growth of primary producers (Buchkowski, 2019Buchkowski, R. W.; Schmitz, O. J. & Bradford, M. A. 2019. Nitrogen recycling in coupled green and brown food webs: Weak effects of herbivory and detritivory when nitrogen passes through soil. Journal of Ecology 107(2):963-976.; Mougi, 2020Mougi, A. 2020. Coupling of green and brown food webs and ecosystem stability. Ecology and Evolution 10(17):9192-9199.; Atkinson et al., 2021Atkinson, C. L.; Halvorson, H. M.; Kuehn, K. A.; Winebarger, M.; Hamid, A. & Waters, M. N. 2021.Filter-feeders have differential bottom-up impacts on green and brown food webs. Oecologia 195(1):187-198.). Organisms that feed on the organic matter can play a fundamental role in ascending control in green webs (Atkinson et al., 2021Atkinson, C. L.; Halvorson, H. M.; Kuehn, K. A.; Winebarger, M.; Hamid, A. & Waters, M. N. 2021.Filter-feeders have differential bottom-up impacts on green and brown food webs. Oecologia 195(1):187-198.). Thus, the multichannel feeding of cladocerans may contribute to the stability of the nutrient cycle in the studied lakes, establishing interaction with the green food web (Pauli et al., 2019Pauli, J. N.; Manlick, P. J.; Dharampal, P. S.; Takizawa, Y.; Chikaraishi, Y.; Niccolai, L. J.; Grauer, J. A.; Black, K. L.; Garces Restrepo, M.; Perrig, P. L.; Wilson, E. C.; Martin, M. E.; Rodriguez Curras, M.; Bougie, T. A.; Thompson, K. L.; Smith, M. M. & Steffan, S. A. 2019. Quantifying niche partitioning and multichannel feeding among tree squirrels. Food Webs 21:e00124.) as their diet includes organic material in suspension. Many studies that seek to elucidate the basis of the cladoceran-based food web focus only on observing the food dynamics of primary consumers based on diets related to phytoplankton and POC (Brett et al., 2007Brett, M. T.; Bunn, S. E.; Chandra, S.; Galloway, A. W. E.; Guo, F.; Kainz, M. J.; Kankaala, P.; Lau, D. C. P.; Moulton, T. P.; Power, M. E.; Rasmussen, J. B.; Taipale, S. J.; Thorp, H. & Wehr, J. D. 2007. How important are terrestrial organic carbon inputs for secondary production in freshwater ecosystems? Freshwater Biology 62(5):833-853., 2009Brett, M. T.; Kainz, M. J.; Taipale, S. J. & Seshan, H. 2009. Phytoplankton, not allochthonous carbon, sustains herbivorous zooplankton production. Proceedings of the National Academy of Sciences 106(50):21197-21201.), thus ignoring the periphytic biofilm, a food resource of high nutritional value (Guo et al., 2021Guo, F.; Bunn, S. E.; Brett, M. T.; Hager, H. & Kainz, M. J. 2021. The dark side of rocks: An underestimated high‐quality food resource in river ecosystems. Journal of Ecology 109(6):2395-2404.). The results obtained indicate that the biofilm is relevant for the biomass of cladocerans. This also demonstrates the importance of macrophytes in these environments where the biofilm develops, mainly on the petioles of these plants (Biolo et al., 2015Biolo, S.; Algarte, V. M. & Rodrigues, L. 2015. Composition and taxonomic similarity of the periphytic algal community in different natural substrates in a neotropical floodplain, Brazil. African Journal of Plant Science 9(1):17-24.). In addition, macrophyte banks contribute to a high taxonomic diversity of the zooplankton community by adding environmental heterogeneity (Deosti et al., 2021Deosti, S.; De Fátima Bomfim, F.; Lansac-Tôha, F. M.; Quirino, B. A.; Bonecker, C. C. & Lansac-Tôha, F. A. 2021. Zooplankton taxonomic and functional structure is determined by macrophytes and fish predation in a Neotropical river. Hydrobiologia 848(7):1475-1490.).
The isotopic signature of POC and biofilm indicates a food web originating in the coastal region of the lake and the isotopic signature of phytoplankton in consumers shows that the food web has its origin in the pelagic zone of the Lagoon (Post, 2002Post, D. M. 2002. Using stable isotopes to estimate trophic position: models, methods, and assumptions. Ecology 83(3):703-718.). Thus, these results can help to identify the source of energy in these Lagoons and show the broad ecological dynamics of this group of consumers (Rizo et al., 2017Rizo, E. Z. C.; Gu, Y.; Papa, R. D. S.; Dumont, H. J. & Han, B. P. 2017. Identifying functional groups and ecological roles of tropical and subtropical freshwater Cladocera in Asia. Hydrobiologia 799(1):83-99.). The results indicate that the coastal zone is responsible for sustaining most of their trophic relationships when we consider the contribution of POC and biofilm since all environments exist with a greater abundance of coastal zooplankton (Braghin et al., 2018Braghin, L. S. M.; Almeida, B. A.; Amaral, D. C.; Canella, T. F.; Garcia, B. C. G. & Bonecker, C. C. 2018. Effects of dams decrease zooplankton functional β-diversity in river- associated lakes. Freshwater Biology 63(7):721-730.; Deosti et al., 2021Deosti, S.; De Fátima Bomfim, F.; Lansac-Tôha, F. M.; Quirino, B. A.; Bonecker, C. C. & Lansac-Tôha, F. A. 2021. Zooplankton taxonomic and functional structure is determined by macrophytes and fish predation in a Neotropical river. Hydrobiologia 848(7):1475-1490.).
Cladocerans are a link for energy transfer from aquatic environments (Arunpandi et al., 2020Arunpandi, N.; Jyothibabu, R.; Jagadeesan, L.; Albin, K. J.; Savitha, K. M. M. & Parthasarathi, S. 2020. Impact of salinity on the grazing rate of a cladocera (Latonopsis australis) in a large tropical estuarine system. Environmental Monitoring and Assessment 192(2):1-13.) and can also be considered a link between aquatics compartments due to abiotic factors, such as winds and microhabitats, in addition to other factor biotics, such as predation and horizontal migrations in the lake (Antón-Pardo et al., 2021Antón-Pardo, M.; Muška, M.; Jůza, T.; Vejříková, I.; Vejřík, L.; Blabolil, P.; Čechb, M.; Draštík, V.; Frouzová, J.; Holubová, M.; Říha, M.; Sajdlová, Z.; Šmejkal, M. & Peterka, J. 2021. Diel changes in vertical and horizontal distribution of cladocerans in two deep lakes during early and late summer. Science of The Total Environment 751:141601.). Thus, when they feed in the coastal region and are preyed on in the pelagic zone, they transfer energy from one compartment to the other. This fact highlights the importance of preserving the environment surrounding the Lagoons since the coastal zones are the most affected by anthropic impacts (Abdelhady, 2021Abdelhady, A. A. 2021. Anthropogenic-induced environmental changes in the Nile-delta and their consequences on molluscan biodiversity and community structure. Ecological Indicators 126:107654.), which can interfere with the entire trophic web of the lacustrine environment.
We demonstrated that the PIAP cladocerans present greater assimilation of phytoplankton and a high assimilation of POC, which had a δ13C isotopic signature similar to arboreal plants (Martinelli et al., 2005Martinelli, L. A.; De Camargo, P. B.; Bernardes, M. C. & Ometto, J. P. H. B. 2005. Carbon, nitrogen, and stable carbon isotope composition and land-use changes in rivers of Brazil. In: Soil erosion and carbon dynamics, p. 239-254. ), showing the importance of conservation from the riparian forest. The greater assimilation of phytoplankton to other food sources of cladocerans and in environments with different concentrations of chlorophyll in the water may be due to its higher nutritional value. Assimilation of the POC, however, could be due to its high availability in the rainy season of the floodplain.
Thus, cladocerans play a coupling role between the detritivore and herbivory web by serving as an energetic link between the aquatic compartments (coastal and pelagic). Therefore, the study highlights the importance of conserving the environment around the Lagoons. Cladocerans directly influence the coastal region of the Lagoons, which is essential for this community and serves as the basis for the trophic relationships between both webs.
Acknowledgments
We thank to anonymous reviewers for com0ments made on our draft. LM Urbano is grateful to the Araucaria Foundation for scholarships, DD Santos is grateful to Coordination for the Improvement of Higher Level Personnel (CAPES) for a scholarship. E Benedito thanks the National Council for Scientific and Technological Development (CNPq) for providing a research productivity grant. Finally, we thank our research groups (NUPELIA) for assistance in the field.
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Publication Dates
-
Publication in this collection
04 Nov 2022 -
Date of issue
2022
History
-
Received
02 Dec 2021 -
Accepted
07 Aug 2022