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and Zn in the soft tissue of transplanted oysters in two sites in the Potengi estuary for six months
Native oysters collected before and after the transplantation experiment provided the background for statistical analyses
and Ni showed a strong inverse correlation with oyster weight in both sites
Transplantation upstream of the estuary presented increasing concentrations of Zn
and Pb and condition index (CI) and decreasing trends for Cd and Ni
Spatiotemporal principal component analysis correlated these results mainly with proximity to the polluting source
These results helped interpret the responses provided by these biomonitors to environmental changes
based on image captured with Google Earth Pro 7.3.2 software (Image catalog ID: 1010010004319001)
Vectorized and edited by the author using CorelDraw (X8) software
These results were then used to create a background scenario for the transplantation experiment
These initial native oysters are referred to herein as Nt0 (native oysters collected before transplantation)
another native group (\(N=30\)) were collected by the end of the experiment and are referred to as NtF (native oysters collected after the end of the experiment)
The biomonitor species was chosen according to the criteria recommended by Rainbow31
such as the endemic presence of the organism and its relevance as an economic and food source for the local population
The experimental plan was designed to answer the following hypotheses:
Significant differences in metal concentrations and biometrics between native oysters and transplanted oysters
Significant differences in metal concentrations and biometrics achieved by transplanted oysters versus native ones collected at the same site by the end of the experiment
Principal factors influencing such variations
The following variables were considered: sampling site
and seasonality in synergy with the physicochemical characteristics of each site
The results are expressed in units of g/cm³ and are directly proportional to oyster health
Analytical quality was periodically tested using Standard Reference Material (SRM-NIST 2976 mollusk tissue), as well as procedural blanks to identify possible contamination. Table 1 presents the SRM certified values and the SRM measured values throughout this study
The recovery percentage of all analytes ranged from 80% to 110%
All analyses were conducted at the Center of Studies in Oil and Natural Gas
Atmospheric and tidal data were provided by the Hydrographic Center of the Brazilian Navy through the Data Exchange Sector recorded at the buoy station “Trapiche CPRN” (05°46.7′S, 35°12.5′W) over the year 2007 (Supplementary Fig. S1)
Temporal analyses for biometrics and heavy metals found for C
rhizophorae samples at the two sites were performed using analysis of variance (ANOVA)
All results were reported at a 95% confidence level (CL) and were considered significant when \(p < 0.05\)
\({\log }_{10}\,y={\log }_{10}a+b{\log }_{10}x\)
In cases in which the covariance showed significant values (\(p < 0.05\))
the statistical method used was the analysis of covariance (ANCOVA)
which considered the \(x\)-values equal for all samples (\(x=\,{\log }_{10}\) mean d.w
from which the metal concentrations were calculated
Tukey’s honestly significant difference (HSD) post hoc test (for samples of different sizes) was applied to identify the highest contrasts within campaigns
(b) data health check to remove outliers and variable redundancy
(e) retention of factors with higher eigenvalues
and (f) considering heavy metals as active variables in case distributions while electing environmental ones as supplementary
whereas nitrates had a high concentration in BN
Regarding metals in water, Cd and Ni presented similar values for both sites, which were above the reference limit. Cr presented values below the detection level. Cu, Pb, and Zn were detected in larger quantities in BN and were all above the water quality reference limit (Table 2)
Acidity and organic matter are known to be important factors in determining the fate of heavy metals in aquatic systems
the highest means of Cd and Ni were found for Qt native oysters (Cd = 0.71
the highest means were obtained for BN native oysters (Cr = 0.67
and Zn = 1,995) when compared to the native oysters of Qt (Cr = 0.54
Cu was twice above the upper limit for human consumption
According to the regressions made between metals and soft tissue d.w. (Fig. 2), both sites showed similar results, presenting size effects for Cd, Cr, and Ni but not for Cu, Pb, and Zn. Cases in which the covariance hypothesis was accepted are presented below, justifying the use of ANCOVA.
Another factor pointed out by Rainbow27 as a probable explanation is the age of the individual
as younger ones have more active metabolism and
the literature points to a dilution effect in which concentrations seem to be lower as the oysters grow as being relevant
we should assume that the bioaccumulation rates cease or decrease over time
which was not the case here as we have shown
Significant differences are estimated by a priori ANOVA
Samples sharing the same letters are not significantly different
The symbol *shows samples with significant differences from Nt0 (native oysters before transplantation) according to Tukey’s HSD post hoc test
Transplantation made in the downstream (Qt) direction presented CI values successively lower in comparison to Nt0
and values became significantly different at T4
CI tends to increase again until it reaches values similar to those of native oysters
where variations occur in the same direction
Comparing these two groups, there was an opposite tendency well stated by the intersection of the two lines (T1-to-T2 interval, Fig. 3)
oysters at Qt showed a worsening CI during the initial 75 days (T4) followed by an improvement
oysters transplanted to BN had a higher CI compared to the initial and final native oysters
Significant difference were estimated by a priori ANCOVA for (A) Cd
and (C) Ni at covariate means (Qt: log10 d.w
and the asterisks show the ones with a significant difference when compared to Nt0 (native oysters before transplantation) by Tukey’s HSD post hoc test
Although both sites had concentrations above the recommended limit for water
the sediment was within the proposed quality standard (3.1)
showing that the bioavailability of Cd observed through the Qt’s Nt0 had an influence of factors other than just the proximity with the source
since among the transplanted oysters none reached similar concentration
Cr: One month after transplanting oysters to BN, the Cr values increased significantly, reaching the highest concentration throughout the experiment (Fig. 4B
this group revealed reduced values and remained significantly higher until the end of the experiment (the only exception was T7)
the final value (T11) was equivalent to that found for NtF from BN and Qt
Oysters transferred to Qt showed no significant difference until T10 sampling. After that, there was a significant increase, when the last sample (T11) presented similar values to NtF from Qt and BN and a significantly higher value compared to Nt0 (Fig. 4B
Both transplantations increased the concentration of Cr after T9
which coincided with the dry season period
Ni: All oysters transplanted to BN showed significantly lower concentrations compared to Nt0 (Fig. 4C
followed by nonsignificant variations until the end of the experiment
At Qt transplantation, Ni initially (T1) decreased to a lower value compared to Nt0; however, from the following collection (T2), the values increased again, showing no more significant differences when compared to native oysters (Fig. 4C
the Ni values were equivalent to those of both native oysters (Nt0 and NtF)
When comparing these two transplants through graphics
it was noted that oysters presented a similar accumulation behavior between Ni and Cd
Cu: Oysters transplanted to BN showed no significant differences when compared to Nt0. However, T7 collection presented significantly higher values compared to T1, and T8 was significantly higher than the rest of the experiment, except for T2 and T10 (Fig. 4D
Cu found in NtF oysters was similar to Nt0
At the downstream site (Qt), Cu depurated throughout the transplant and reached at T10 values significantly lower than those at NT0 and compatible with NtF (Fig. 4D, red). Overviewing the graph (Fig. 4D)
it is possible to see an opposite tendency between the two transplants
Oysters transplanted to Qt (Fig. 4E
red) showed an oscillating and nonsignificant variation
with concentrations increasing and decreasing over similar time intervals
Pb showed values significantly lower than those of Nt0 and similar to those of NtF
On both sites the lead content in water were above to the recommended concentration
and only in BN the sediment was considered contaminated
Comparing to the previous studies oysters had considerably lower values
showing an improvement in environmental quality with regard to this metal
Zn: Oysters transplanted to BN did not present values different from those of Nt0. However, when the samples were compared to T1, the increase was significant, with T5, T8, and T10 (Fig. 4F
After transplanting oysters to Qt, Zn showed a tendency to decline throughout the experiment; however, the variances around the averages do not allow affirming that these differences within samples are statistically significant, whereas sample T10 was significantly smaller than T1, T4, and T6 (Fig. 4F
In both transplants, Zn showed no significant differences when compared to Nt0; however, the differences were substantial when compared to the final native samples (NtF). In addition, the latest samples from both experiments (T10 and T11) had very similar values (Fig. 4F)
which retained only those of greatest influence to aid in the interpretation of variances found by ANOVA/ANCOVA
biplot graphs showed the temporal transition between the characteristics found between initial native oysters
(A) Principal components 1 × 2 and (B) principal components 1 × 3 of the transplant experiments
Metals represent the average concentrations found in oysters for each sampling time
and tide were calculated from the average of two weeks prior to each sampling campaign
The third component (12.85%, Fig. 5B) shows that the first sample after transplantation had the lowest Ni concentration throughout the entire experiment
but then this metal began to accumulate again until the last two samples (T10 and T11)
The same is true for transplantation in the opposite direction
The main factor influencing this behavior is unclear and can be attributed to an external condition as it was similar for both transplants
Further studies are needed to understand this initial clearance at both sites
Transplanted oysters require longer exposure times to exhibit concentrations similar to those of oysters not exposed to this contaminant
Finally, the third axis (19.9%, Fig. 6B) presents a more detailed view of these two metals
despite showing increases relative to native Qt samples
Pb increased in freshly transplanted samples
whereas the increase of Cr was more intense at the T6 sampling
This axis also shows that the sudden increase in Pb is related to the rainy season
introduces this pollutant in greater quantities into the estuary
showing that although tides can reach great distances within this estuary
the highest salinity is restricted to the first portion preceding BN
By comparing the CIs of the upstream and downstream transplanted oysters
it can be deduced that transplantation alone does not have a detrimental impact on bivalves
This is primarily determined by the conditions found in the transplantation site
and CI served as a biotic indicator of their general health status due to metal accumulation
as well as from those transplanted at the end of the experiment
showed that these heavy metals are pollutants of great concern in this region and are directly related to the winter period owing to the urban runoff of stormwater to the aquatic environment
oysters appeared to respond faster to changes induced by transplantation; therefore
the last transplanted samples presented concentrations similar to those of the final native ones
longer-term exposure is needed until the oysters acquire similar values to those that have never been transplanted
transplantation showed that although the oysters accumulated Zn and Cu throughout the experiment
the values reached by the final sampling (T11) were significantly lower than those from native oysters
based on the important influence of rain on the explanation of variances
it can be deduced that the exposure period was not sufficient for transplanted oysters to reach values similar to those of the native ones
as the latter had already accumulated these metals during the previous winter
As these two metals (considered to be essential) are directly linked to the oysters’ reproductive cycle
caution is advised when interpreting results showing reduced concentrations for Cu and Zn
different statistical approaches revealed that
While ANOVA presented detailed results for metal concentrations one by one
spatiotemporal PCA allowed a “macro” overview of the environmental variations acting over transplanted oysters
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We would like to acknowledge the financial support of the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES 1525927/2015-19)
Secretaria Nacional de Portos/Fundação Euclides da Cunha (SEP/FEC 3931)
and Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPQ 154571/2006-07)
Aecia Danas for ensuring the quality for the heavy metals’ analyses
Postgraduate Program in Dynamics of Oceans and Earth
elaborated the field methodology and the analytical methodology
collected the samples and performed the laboratory analyses
acquired resources and validated the analyses
The authors declare no competing interests
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations
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DOI: https://doi.org/10.1038/s41598-019-57152-w
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