Rainfall effects on Anomalocardia flexuosa densities on the northeastern Brazilian coast using distributed lag models
DOI:
https://doi.org/10.20950/10.20950/1678-2305/bip.2022.48.e703Keywords:
Rainfall, bivalve production, distributed lag model, autocorrelationAbstract
In this study, the effects of precipitation on Anomalocardia flexuosa densities were analyzed from the perspective of temporal delays between the variables. The collections occurred bi-monthly between April 2016 and February 2018 at Mangue Seco beach, Pernambuco, Brazil. Total densities and densities according to the category of size (small, medium and large), and precipitation were analyzed with autocorrelation and cross-correlation functions, with a retrospective analysis of up to 12 months. Distributed lag models were used among the variables. The maximum density was found in June 2017 (378 ind.m2) for the medium-size category of individuals. Significant autocorrelations occurred for densities (total and average size) and precipitation. In cross-correlation functions, high precipitation for a given month was followed by high densities of total and average individuals for up to two months. Distributed lag models also showed significant values between densities (total and medium-sized) and precipitation, which explained more than 50% of the variability of these two groups. The effect of precipitation was responsible for the increase in the density of A. flexuosa for up to two months, mainly by increasing individuals with medium shell lengths.
References
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Costa, F.; Cervií±o-Otero, A.; Iglesias, Ó.; Cruz, A.; Guévélou, E. 2020. Hatchery culture of European clam species (family Veneridae). Aquaculture International, 28: 1675í 1708. https://doi.org/10.1007/s10499-020-00552-x
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Dame, R.; Bushek, D.; Allen, D.; Lewitus, A.; Edwards, D.; Koepfler, E.; Gregory, L. 2002. Ecosystem response to bivalve density reduction: management implications. Aquatic Ecology, 36: 51-65. https://doi.org/10.1023/A:1013354807515
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Gaspar, M.B.; Pereira, A.M.; Vasconcelos, P.; Monteiro, C.C. 2004. Age and growth of Chamelea gallina from the Algarve coast (southern Portugal): influence of seawater temperature and gametogenic cycle on growth rate. Journal of Molluscan Studies. 70(4): 371-377. https://doi.org/10.1093/mollus/70.4.371
Gerwing, T.G.; Drolet. D.; Hamilton, D.J., Barbeau, M.A. 2016. Relative importance of biotic and abiotic forces on the composition and dynamics of a soft-sediment intertidal community. Plos One, 11(1): e0147098. https://doi.org/10.1371/journal.pone.0147098
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Lavander, H.D.; Cardoso Junior, L.O.; Oliveira, R.L.; Silva Neto, S.R.; Gálvez, A.O.; Peixoto, S.R.M. 2011. Biologia reprodutiva da Anomalocardia brasiliana (Gmelin, 1791) no litoral norte de Pernambuco, Brasil. Revista Brasileira de Ciências Agrárias, 6(2): 344-350. https://doi.org/10.5039/agraria.v6i2a1139
Lima, S.A.O.; Andrade, L.H.A. 2018. Análise da evolução do setor pesqueiro de Pernambuco. Arquivos de Ciências do Mar, 51(2): 27-43. https://doi.org/10.32360/acmar.v51i2.31362
Lima, S.A.O.; Andrade, H.A.; Galvez, A.O. 2020. Selectivity of a fishing gear used in the catch of Anomalocardia flexuosa in the Northeast of Brazil. Ciência Rural, 50(8): e20191022. https://doi.org/10.1590/0103-8478cr20191022
Lima, S.A.O.; Andrade, H.A. 2018. Zoneamento da área extrativista mais produtiva da Anomalocardia flexuosa (Linnaeus, 1767) (Mollusca: Bivalvia) no mundo. Biotemas, 31(3): 33-41. http://doi.org/10.5007/2175-7925.2018v31n3p33
Lima, S.A.O.; Andrade, H.A.; Mojica, A.L.B.; Sousa, R.G.C. 2021. Distribuição vertical da Anomalocardia flexuosa (Linnaeus, 1767) (Bivalvia: Veneridae) na praia de Mangue Seco (Pernambuco, Brasil). Biotemas, 34(2): 1-10. http://doi.org/10.5007/2175-7925.2021.e78465
López-Rocha, J.A.; Fernández-Rivera Melo, F.J.; Gastélum-Nava, E.; Larios-Castro, E.; Romo-Pií±era, A. 2018. Morphometric Relationship, Growth Parameters, and Natural Mortality as Estimated Primary Inputs for Fishery Management in New fishing Areas for Bivalve Molluscs (Bivalvia: Veneridae)". Journal of Shellfish Research, 37(3): 591-600. https://doi.org/10.2983/035.037.0312
López-Rocha, J.A.; Fernández-Rivera Melo, F.J.; Gastélum-Nava, E.; Larios-Castro, E. 2020. Abundance and harvest strategy of three species of clam (Bivalvia: Veneridae) located in new fishing banks in the Gulf of California. Aquaculture and Fisheries, 6(5): 506-512. https://doi.org/10.1016/j.aaf.2020.07.015
Majid, A.; Aslam, M.; Altaf, S. 2018. Efficient estimation of distributed lag model in presence of heteroscedasticity of unknown form: a Monte Carlo evidence. Communications in Statistics - Simulation and Computation, 5(1): 1-13. https://doi.org/10.1080/25742558.2018.1538596
Mattos, G.; Cardoso, R.S. 2012. Population dynamics of two suspension-feeding bivalves on a sheltered beach in southeastern Brazil. Helgoland Marine Research, 66(3): 393-400. https://doi.org/10.1007/s10152-011-0280-1
Moura, R.T. 2009. Aspectos gerais da hidrobiologia do litoral norte de Pernambuco, Brasil. Brasília: IBAMA. 138p.
Narchi, W. 1988. Aspectos ecológicos e adaptativos de alguns bivalves do litoral paulista. Sociedade Brasileira de Malacologia, 77: 5-8.
Olden, J.D.; Neff, B.D. 2001. Cross-correlation bias in lag analysis of aquatic time series. Marine Biology, 138: 1063-1070. https://doi.org/10.1007/s002270000517
Oliveira, I.B.; Amorim, A.; Lavander, H.; Peixoto, S.; Gálvez, A.O. 2011. Spatial and temporal distribution of the shellfish Anomalocardia brasiliana (Gmelin, 1791) on Mangue Seco beach, Pernambuco, Brazil. International Journal of Aquatic Science, 2(1): 68-79.
Oliveira, S.A.L.; Andrade, H.A. 2018. Análise da evolução do setor pesqueiro de Pernambuco. Arquivos de Ciências do Mar, 51(2): 27-43. https://doi.org/10.32360/acmar.v51i2.31362
Oliveira, I.B.; Silva Neto, S.R.; Lima Filho, J.V.M.; Peixoto, S.R.M.; Galvez, A.O. 2014. Efeito do período chuvoso na extração do molusco bivalve Anomalocardia brasiliana (Gmelin, 1791). Revista Brasileira de Ciências Agrárias, 9(1): 139-145.
Oliveira, J.; Castilho, F.; Cunha, A.; Pereira, M.J. 2013. "Bivalve Harvesting and Production in Portugal: An Overview". Journal of Shellfish Research, 32(3): 911-924. https://doi.org/10.2983/035.032.0334
Pezzuto, P.R.; Schio, C.; Almeida, T.C.M. 2010. Efficiency and selectivity of the Anomalocardia brasiliana (Mollusca: Veneridae) hand dredge used in southern Brazil. Journal of the Marine Biological Association of the United Kingdom, 90(7): 1455-1464. https://doi.org/10.1017/S0025315410000317
R Core Team. 2020. R: a language and environment for statistical computing. [online] URL: https://www.R-project.org/ Accessed: Jun. 12, 2019.
Rios, E.C. 2009. Compendium of Brazilian sea shells. Rio Grande: Evangraf. 676p.
Rodrigues, A.M.L.; Medeiros, E.; Henry-Silva, G.G. 2018. Distribution and density of the bivalve Anomalocardia brasiliana in the estuarine region of Northeastern Brazil. Brazilian Journal of Biology.  http://doi.org/10.1590/1519-6984.02316
Rodrigues, A.M.L.; Borges-Azevedo, C.M.; Costa, R.S., Henry-Silva, G.G. 2013. Population structure of the bivalve Anomalocardia brasiliana, (Gmelin, 1791) in the semi-arid estuarine region of northeastern Brazil. Brazilian Journal of Biology, 73(4): 819-833. https://doi.org/10.1590/S1519-69842013000400019
Rushworth, A.M.; Bowman, A.W.; Brewer, M.J.; Langan, S.J. 2013. Distributed lag models for hydrological data. biometrics, 69(2): 537-544. https://doi:10.1111/biom.12008
Schwarz, G. 1978. Estimating the dimension of a model. The Annals of Statistics, 6(2): 461-464. http://doi.org/10.1214/aos/1176344136
Seitz, R.D.; Lipcius, R.N.; Hines, A.H.; Eggleston, D.B. 2001. Density-dependent predation, habitat variation, and the persistence of marine bivalve prey. Ecology Ecological Society of America, 82(9): 2435-2451. https://doi.org/10.1890/0012-9658(2001)082[2435:DDPHVA]2.0.CO;2
Silva-Cavalcanti, J.S.; Costa, M. 2009. Fisheries in Protected and Non-Protected areas: what is the difference? The case of Anomalocardia brasiliana (Gmelin, 1971) (Mollusca: Bivalvia) at tropical estuaries of Northeast Brazil. Jounal of Coastal Research, 56: 1454-1458.
Silva-Cavalcanti, J.S.; Costa, M.F. 2011. Fisheries of Anomalocardia brasiliana in Tropical Estuaries. Pan-American Journal of Aquatic Sciences, 6(2): 86-99.
Silva-Cavalcanti, J.S.; Costa, M.F.; Alves, L.H.B. 2018. Seasonal variation in the abundance and distribution of Anomalocardia flexuosa (Mollusca, Bivalvia, Veneridae) in an estuarine intertidal plain. Peer J, 6(2): e4332. https://doi.org/10.7717/peerj.4332
Apac í Agência Pernambucana de Águas e Clima. 2021. [online] Available at: <https://www.apac.pe.gov.br/#tabs> Accessed: Jun. 01, 2021.
Barreira, C.A.R.; Araujo M.L.R. 2005. Ciclo reprodutivo de Anomalocardia brasiliana (Gmelin,1791) (Mollusca, Bivalvia, Veneridae) na praia do Canto da Barra, Fortim, Ceará, Brasil. Boletim do Instituto de Pesca, 31(1): 9-20.
Belém, T.P.; Moura, R.S.T.; Henry-Silva, G.G. 2013. Distribuição e densidade do bivalve Anomalocardia brasiliana em praias do Rio Grande do Norte durante um período de pluviosidade atípica. Biotemas, 26(1): 109-122. https://doi.org/10.5007/2175-7925.2013v26n1p109
Bispo, E.S.; Santana, L.R.R.; Carvalho, R.D.S.; Leite, C.C.; Lima, M.A.C. 2004. Processamento, estabilidade e aceitabilidade de marinado de vongole (Anomalocardia brasiliana). Ciência e Tecnologia de Alimentos, 24(3): 353-356. https://doi.org/10.1590/S0101-20612004000300008
Boehs, G.; Absher, T.M.; Cruz-Kaled, A.C. 2008. Ecologia populacional de Anomalocardia brasiliana (Gmelin, 1791) (Bivalvia, Veneridae) na Baía de Paranaguá, Paraná, Brasil. Boletim do Instituto de Pesca, 34(2): 259-270.
Bulmer, M.G. 1975. The statistical analysis of density dependence. Biometrics, 31(4): 901-911. https://doi.org/10.2307/2529815
Castilla, J.C.; Defeo, O. 2001. Latin American benthic shellfisheries: emphasis on co-management and experimental practices. Reviews in Fish Biology and Fisheries, 11(1): 1-30. http://doi.org/10.1023/A:1014235924952
Chatfield, C. 2003. The analysis of time series. An Introduction. 6ª ed. Florida: Chapman and Hall/CRC Press. pp. xiii-333.
Corte, G.N.; Yokoyama, L.Q.; Amaral. A.C.Z. 2014. An attempt to extend the Habitat Harshness Hypothesis to tidal flats: A case study of Anomalocardia brasiliana (Bivalvia: Veneridae) reproductive biology. Estuarine, Coastal and Shelf Science, 150: 136e141. https://doi.org/10.1016/j.ecss.2013.12.007
Costa, F.; Cervií±o-Otero, A.; Iglesias, Ó.; Cruz, A.; Guévélou, E. 2020. Hatchery culture of European clam species (family Veneridae). Aquaculture International, 28: 1675í 1708. https://doi.org/10.1007/s10499-020-00552-x
Cravo, A.; Madureira, M.; Felícia, H.; Rita, F.; Bebianno, M.J. 2006. Impact of outflow from the Guadiana River on the distribution of suspended particulate matter and nutrients in the adjacent coastal zone. Estuarine, Coastal and Shelf Science, 70 (1-2): 63-75. https://doi.org/10.1016/j.ecss.2006.05.034
Dame, R.; Bushek, D.; Allen, D.; Lewitus, A.; Edwards, D.; Koepfler, E.; Gregory, L. 2002. Ecosystem response to bivalve density reduction: management implications. Aquatic Ecology, 36: 51-65. https://doi.org/10.1023/A:1013354807515
Demirhan, H. 2020. "dLagM: An R package for distributed lag models and ARDL bounds testing.†Plos ONE, 15(2): e0228812. https://doi.org/10.1371/journal.pone.0228812
Eigaard, O.R.; Bastardie, F.; Breen, M.; Dinesen, G.E.; Hintzen, N.T.; Laffargue, P.; Mortensen, L.O.; Nielsen, J.R.; Nilsson, H.C.; O’Neill, F.G.; Polet, H.; Reid, D.G.; Sala, A.; Skí¶ld, M.; Smith, C.; Sí¸rensen, T.K.; Tully, O.; Zengin, M.; Rijnsdorp, A.D. 2015. Estimating seabed pressure from demersal trawls, seines, and dredges based on gear design and dimensions. ICES Journal of Marine Science, 73(1): 27-43. https://doi.org/10.1093/icesjms/fsv099
FAO - Food and Agriculture Organization of the United Nations. 2018a. Fisheries and Aquaculture statistics 2016/FAO annuaire. [online] URL: http://www.fao.org/fishery/statistics/programme/publications/all/en Accessed: Nov. 15, 2018.
FAO - Food and Agriculture Organization of the United Nations. 2018. The state of world fisheries and aquaculture 2018b. Food and Agriculture Organization of the United Nations, Rome.
Gaspar, M.B.; Pereira, A.M.; Vasconcelos, P.; Monteiro, C.C. 2004. Age and growth of Chamelea gallina from the Algarve coast (southern Portugal): influence of seawater temperature and gametogenic cycle on growth rate. Journal of Molluscan Studies. 70(4): 371-377. https://doi.org/10.1093/mollus/70.4.371
Gerwing, T.G.; Drolet. D.; Hamilton, D.J., Barbeau, M.A. 2016. Relative importance of biotic and abiotic forces on the composition and dynamics of a soft-sediment intertidal community. Plos One, 11(1): e0147098. https://doi.org/10.1371/journal.pone.0147098
IBAMA í Instituto Brasileiro do Meio Ambiente e dos Recursos Naturais Renováveis. 2009. Estatística da pesca 2007 Brasil: grandes regiões e unidades da federação. Brasília: IBAMA. 175p.
Lavander, H.D.; Cardoso Junior, L.O.; Oliveira, R.L.; Silva Neto, S.R.; Gálvez, A.O.; Peixoto, S.R.M. 2011. Biologia reprodutiva da Anomalocardia brasiliana (Gmelin, 1791) no litoral norte de Pernambuco, Brasil. Revista Brasileira de Ciências Agrárias, 6(2): 344-350. https://doi.org/10.5039/agraria.v6i2a1139
Lima, S.A.O.; Andrade, L.H.A. 2018. Análise da evolução do setor pesqueiro de Pernambuco. Arquivos de Ciências do Mar, 51(2): 27-43. https://doi.org/10.32360/acmar.v51i2.31362
Lima, S.A.O.; Andrade, H.A.; Galvez, A.O. 2020. Selectivity of a fishing gear used in the catch of Anomalocardia flexuosa in the Northeast of Brazil. Ciência Rural, 50(8): e20191022. https://doi.org/10.1590/0103-8478cr20191022
Lima, S.A.O.; Andrade, H.A. 2018. Zoneamento da área extrativista mais produtiva da Anomalocardia flexuosa (Linnaeus, 1767) (Mollusca: Bivalvia) no mundo. Biotemas, 31(3): 33-41. http://doi.org/10.5007/2175-7925.2018v31n3p33
Lima, S.A.O.; Andrade, H.A.; Mojica, A.L.B.; Sousa, R.G.C. 2021. Distribuição vertical da Anomalocardia flexuosa (Linnaeus, 1767) (Bivalvia: Veneridae) na praia de Mangue Seco (Pernambuco, Brasil). Biotemas, 34(2): 1-10. http://doi.org/10.5007/2175-7925.2021.e78465
López-Rocha, J.A.; Fernández-Rivera Melo, F.J.; Gastélum-Nava, E.; Larios-Castro, E.; Romo-Pií±era, A. 2018. Morphometric Relationship, Growth Parameters, and Natural Mortality as Estimated Primary Inputs for Fishery Management in New fishing Areas for Bivalve Molluscs (Bivalvia: Veneridae)". Journal of Shellfish Research, 37(3): 591-600. https://doi.org/10.2983/035.037.0312
López-Rocha, J.A.; Fernández-Rivera Melo, F.J.; Gastélum-Nava, E.; Larios-Castro, E. 2020. Abundance and harvest strategy of three species of clam (Bivalvia: Veneridae) located in new fishing banks in the Gulf of California. Aquaculture and Fisheries, 6(5): 506-512. https://doi.org/10.1016/j.aaf.2020.07.015
Majid, A.; Aslam, M.; Altaf, S. 2018. Efficient estimation of distributed lag model in presence of heteroscedasticity of unknown form: a Monte Carlo evidence. Communications in Statistics - Simulation and Computation, 5(1): 1-13. https://doi.org/10.1080/25742558.2018.1538596
Mattos, G.; Cardoso, R.S. 2012. Population dynamics of two suspension-feeding bivalves on a sheltered beach in southeastern Brazil. Helgoland Marine Research, 66(3): 393-400. https://doi.org/10.1007/s10152-011-0280-1
Moura, R.T. 2009. Aspectos gerais da hidrobiologia do litoral norte de Pernambuco, Brasil. Brasília: IBAMA. 138p.
Narchi, W. 1988. Aspectos ecológicos e adaptativos de alguns bivalves do litoral paulista. Sociedade Brasileira de Malacologia, 77: 5-8.
Olden, J.D.; Neff, B.D. 2001. Cross-correlation bias in lag analysis of aquatic time series. Marine Biology, 138: 1063-1070. https://doi.org/10.1007/s002270000517
Oliveira, I.B.; Amorim, A.; Lavander, H.; Peixoto, S.; Gálvez, A.O. 2011. Spatial and temporal distribution of the shellfish Anomalocardia brasiliana (Gmelin, 1791) on Mangue Seco beach, Pernambuco, Brazil. International Journal of Aquatic Science, 2(1): 68-79.
Oliveira, S.A.L.; Andrade, H.A. 2018. Análise da evolução do setor pesqueiro de Pernambuco. Arquivos de Ciências do Mar, 51(2): 27-43. https://doi.org/10.32360/acmar.v51i2.31362
Oliveira, I.B.; Silva Neto, S.R.; Lima Filho, J.V.M.; Peixoto, S.R.M.; Galvez, A.O. 2014. Efeito do período chuvoso na extração do molusco bivalve Anomalocardia brasiliana (Gmelin, 1791). Revista Brasileira de Ciências Agrárias, 9(1): 139-145.
Oliveira, J.; Castilho, F.; Cunha, A.; Pereira, M.J. 2013. "Bivalve Harvesting and Production in Portugal: An Overview". Journal of Shellfish Research, 32(3): 911-924. https://doi.org/10.2983/035.032.0334
Pezzuto, P.R.; Schio, C.; Almeida, T.C.M. 2010. Efficiency and selectivity of the Anomalocardia brasiliana (Mollusca: Veneridae) hand dredge used in southern Brazil. Journal of the Marine Biological Association of the United Kingdom, 90(7): 1455-1464. https://doi.org/10.1017/S0025315410000317
R Core Team. 2020. R: a language and environment for statistical computing. [online] URL: https://www.R-project.org/ Accessed: Jun. 12, 2019.
Rios, E.C. 2009. Compendium of Brazilian sea shells. Rio Grande: Evangraf. 676p.
Rodrigues, A.M.L.; Medeiros, E.; Henry-Silva, G.G. 2018. Distribution and density of the bivalve Anomalocardia brasiliana in the estuarine region of Northeastern Brazil. Brazilian Journal of Biology.  http://doi.org/10.1590/1519-6984.02316
Rodrigues, A.M.L.; Borges-Azevedo, C.M.; Costa, R.S., Henry-Silva, G.G. 2013. Population structure of the bivalve Anomalocardia brasiliana, (Gmelin, 1791) in the semi-arid estuarine region of northeastern Brazil. Brazilian Journal of Biology, 73(4): 819-833. https://doi.org/10.1590/S1519-69842013000400019
Rushworth, A.M.; Bowman, A.W.; Brewer, M.J.; Langan, S.J. 2013. Distributed lag models for hydrological data. biometrics, 69(2): 537-544. https://doi:10.1111/biom.12008
Schwarz, G. 1978. Estimating the dimension of a model. The Annals of Statistics, 6(2): 461-464. http://doi.org/10.1214/aos/1176344136
Seitz, R.D.; Lipcius, R.N.; Hines, A.H.; Eggleston, D.B. 2001. Density-dependent predation, habitat variation, and the persistence of marine bivalve prey. Ecology Ecological Society of America, 82(9): 2435-2451. https://doi.org/10.1890/0012-9658(2001)082[2435:DDPHVA]2.0.CO;2
Silva-Cavalcanti, J.S.; Costa, M. 2009. Fisheries in Protected and Non-Protected areas: what is the difference? The case of Anomalocardia brasiliana (Gmelin, 1971) (Mollusca: Bivalvia) at tropical estuaries of Northeast Brazil. Jounal of Coastal Research, 56: 1454-1458.
Silva-Cavalcanti, J.S.; Costa, M.F. 2011. Fisheries of Anomalocardia brasiliana in Tropical Estuaries. Pan-American Journal of Aquatic Sciences, 6(2): 86-99.
Silva-Cavalcanti, J.S.; Costa, M.F.; Alves, L.H.B. 2018. Seasonal variation in the abundance and distribution of Anomalocardia flexuosa (Mollusca, Bivalvia, Veneridae) in an estuarine intertidal plain. Peer J, 6(2): e4332. https://doi.org/10.7717/peerj.4332
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2022-08-09
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