Heavy Metals
The statistical parameters provide insights into the distribution and variability of heavy metal concentrations in mussels (
Mytilus galloprovincialis) (
Table 1), gastropods (
Rapana venosa) (
Table 2) and fish (
Table 3) from the Romanian Black Sea investigated during 2016 – 2023.
Based on Coefficient of Variation (CV) values greater than 100%, suggesting a significant dispersion in the data, Pb and Cr concentrations in mussels exhibited a high variability, with wide fluctuations around the average value (CV
Pb = 196.191%; CV
Cr = 119.599%), also indicating outliers or extreme values that contributed to these values. CV for Ni of 98.097% indicates a moderate variability, while the relative variability of Cu and Cd concentrations in mussels, 56.536% and 71.461%, respectively, is a moderate one. Positive skewness values suggests that the data for all metals tends to cluster toward the lower end, with a few extreme values pulling the mean to the right. Cu and Cr concentrations were characterized by a slightly right-skewed distribution, while Cd, Pb and Ni skewness values suggested a highly skewed distribution to the right. High positive kurtosis values were observed for Cd, Pb and Ni, that indicate heavy tails distribution (more extreme values), while low kurtosis value of Cr suggests a relatively normal distribution. Negative kurtosis value of Cu indicates a relatively flat distribution (
Table 1). We noticed that cadmium extreme values (> 1 µg/g wwt) were measured in specimens from the Northern sector of the Romanian littoral, under the influence of river discharges.
Table 2 provides insights into the distribution and variability of heavy metal concentrations in
Rapana venosa from the Romanian Black Sea during 2016 – 2021: copper and chromium concentrations exhibit moderate variability (55.47% CV
Cu, 81.921% CV
Cr), with a distribution shape resembling a normal curve; cadmium concentrations show high variability (100.65% CV), positively skewed (longer tail on the right side) and a distribution with pronounced peaks and heavier tails; lead concentrations exhibit extreme variability (245.91% CV), highly positive skewness (very long tail on the right side), with a distribution shape emphasizing both peak and tail behavior; nickel concentrations display substantial variability (85.49% CV), slight positive skewness, with a flatter distribution compared to the others (negative Kurtosis value) (
Table 2).
Overall, the heavy metal concentrations in fish from the Romanian Black Sea vary considerably. Lead (Pb) showed the highest variability, followed by nickel (Ni), cadmium (Cd), copper (Cu), and chromium (Cr). The positive skewness values for most metals indicate that the distribution of concentrations is skewed towards higher values. This suggests that a small number of fish may have high concentrations of heavy metals. Copper (Cu) and cadmium (Cd) still have a kurtosis value close to 0, indicating a mesokurtic distribution with normal tails. Lead (Pb), nickel (Ni), and chromium (Cr) all have positive kurtosis values, ranging from 2.736 to 10.949. This indicates a leptokurtic distribution with heavier tails compared to a normal distribution. Heavier tails suggest a higher prevalence of extreme values for these metals in the fish samples compared to a normal distribution (
Table 3). For instance, Pb higher values (> 0.30 µg/g ww) were measured in some species of pelagic fish (E
ngraulis encrasicolus, Alosa caspia, Trachurus mediterraneus ponticus, and
Belone belone).
In seawater, most concentrations of heavy metals determined during 2016 – 2023 were within normal variability intervals, with the following values of percentile 75th: 10.263 µg/L Cu, 0.890 µg/L Cd, 9.370 µg/L Pb, 7.270 µg/L Ni and 4.160 µg/L Cr. Although, depending of sampling area and season, higher values were occasionally measured, so overall heavy metals levels varied within wide ranges: Cu 0.790-33.480 µg/L; Cd 0.001-2.070 µg/L; Pb 0.001-25.970 µg/L; Ni 0.010-75.380 µg/L; Cr 0.219-47.730 µg/L. High Coefficient of Variations values, such as those observed for nickel (CV 180.30%), and chromium (CV 152.68%) indicate that the metal concentrations vary significantly, with wide fluctuations around the average values. Positively skewed distributions were observed for all metals in seawater, indicating occurrence (sporadic) of extreme high values. For copper (Cu), the kurtosis value of 3.495 indicates leptokurtic behavior (heavier tails). This means that extreme copper concentrations occur more frequently than in a normal distribution. With a kurtosis of 0.637, cadmium’s distribution is platykurtic (lighter tails), suggesting fewer extreme values, while lead’s kurtosis of 1.028 is close to normal (mesokurtic), indicating a balanced distribution. For nickel (Ni) and chromium (Cr), the extremely high kurtosis (10.676 and 25.878 respectively) implies very heavy tails, with rare but extreme concentrations (Table 4S).
In sediments, most concentrations of heavy metals determined during 2016 – 2023 were within normal variability intervals, with the following values of percentile 75th: 43.750 µg/g d.w. Cu, 0.518 µg/g d.w. Cd, 20.830 µg/g d.w. Pb, 60.960 µg/g d.w. Ni and 47.841µg/g d.w Cr. Although, depending on sampling area, proximity of pollution sources and sediments granulometry, higher values were occasionally measured, so overall heavy metals levels varied within wide ranges: Cu 3.660-123.900 µg/g d.w; Cd 0.030-4.345 µg/g d.w.; Pb 1.350-65.362 µg/g d.w.; Ni 5.630-160.200 µg/g d.w.; Cr 6.290-98.730 µg/g d.w. Cadmium has the highest variability in sediments (CV 143.98%). All metals exhibit positively skewed distribution (longer tail on the right), but chromium has the least pronounced skew. Cadmium distribution stands out with extremely heavy tails (kurtosis 13.883), that means more extreme values than a normal distribution, followed by copper, while lead and nickel have moderately heavy tails. A kurtosis value of 0.355 indicates that the chromium distribution is closer to a normal distribution (mesokurtic), compared to the other metals (Table 5S).
Distribution of heavy metals in seawater and sediments during 2016-2023 highlighted the influence of localized sources that play a crucial role in shaping heavy metal levels in marine environment. First, the discharge zone of the Danube River significantly impacts heavy metal concentrations. As the Danube flows into the Black Sea, it carries dissolved and particulate matter, including heavy metals, thus sediments from the Northern sector of the Romanian littoral tend to accumulate higher metal levels. In the Southern sector, the Constanta and Mangalia port areas experience intense anthropogenic pressure. Discharges of wastewater, industrial runoff, and shipping activities contribute to metal pollution. Seawater and sediments in and around the port presented elevated heavy metal concentrations. Also, beside land-based sources, offshore activities (oil and gas platforms) could contribute with additional pressures. Increased naval traffic, especially in the recent period, could affect metal distribution patterns. Ships release ballast water, which can carry metals from one region to another, and thus water and sediments in heavily trafficked areas may also reflect this impact. (
Figure 2,
Figure 3).
The levels of heavy metals in both seawater and sediments significantly impact the bioaccumulation of these elements in mollusks and fish. Heavy metals exist in seawater in dissolved and particulate forms, and the bioavailability of these metals depends on their concentration and chemical speciation. Over time, metals could accumulate in the tissues of marine organisms. Sediments act as sinks for heavy metals associated with particles and benthic organisms (mollusks and fish) which accumulate metals from sediments through their diet and direct contact. Under certain conditions (e.g., low oxygen), sediments release previously sorbed metals back into the water column, making them available in the pelagic habitat. Mollusks and fish are part of food webs, and they transfer accumulated metals to higher trophic levels (e.g., predators). Humans consume seafood, including mollusks and fish, as part of their diet. Elevated metal concentrations in contaminated seafood pose health risks to humans, especially when consumed over extended periods.
Human Health Risk Assessment
The heavy metal (Cd, Pb) values measured in mussels and fish were compared to the concentrations permitted by European Commission Regulation (EU) 2023/915 [
26] for consumed seafood. In mollusks, maximum admissible concentrations (MACs) of 1 µg/g ww Cd were surpassed in 6% of mussels, respectively in 30% of gastropods, most of the contaminated samples being found in the area under the influence of Danube discharge (
Figure 1S). The number of Pb values surpassing MACs of 1.50 µg/g ww Pb was insignificant in mollusks (below 0.3% of samples). In summary, while some Cd contamination was observed in both mussels and gastropods, the Pb levels remained well below the established limits. Monitoring and managing contamination sources, especially near the Danube discharge area or various hot spots, are essential to ensure the safety of consumed seafood.
In pelagic and demersal fish, MAC for Cd of 0.05 µg/g ww was surpassed in 35% of samples, whereas MAC for Pb of 0.30 µg/g ww was surpassed in 48 % of samples. These findings highlight the importance of monitoring heavy metal levels in fish to ensure the safety of seafood consumption. (
Figure 4).
The present study investigated the estimated daily intake (EDI), Target Hazard Quotients (THQs), Total Hazard Quotient (TTHQ) and Carcinogenic Risk Index (CRI) of heavy metals in two distinct groups (children and adults) consuming mussels (M. galloprovincialis), harvested from the Romanian coast of the Black Sea during the study period spanning from 2016 to 2023.
Our findings are summarized in
Table 4. Notably, the EDI rates for copper (Cu), cadmium (Cd), chromium (Cr), nickel (Ni), and lead (Pb) in mussels were consistently below the Chronic Oral Reference Dose (Rf. D.) for both children and adults, suggesting safe consumption levels. The calculated exposure values by food item (mussels) (EDIs) were compared and found below the health-based guidance values provided by European Food Safety Authority (EFSA). For Pb, the benchmark dose level (BMDL10) of 0.63 μg/ kg b.w. per day is considered as health-based guidance value (HBGV) by EFSA Panel on Contaminants in the Food Chain (CONTAM Panel), value confirmed by Joint FAO/WHO Expert Committee on Food Additives (JECFA) as well [
37]. For Ni, tolerable daily intake (TDI) of 13 μg/kg b.w. per day was established by recent decision by EFSA CONTAM Panel after the European Commission asked EFSA to update its previous Opinion on nickel in food and drinking water, considering new occurrence data [
38]. For Cd, tolerable weekly intake (TWI) of 2.5 μg/kg b.w. per week is recommended by CONTAM Panel, which is equivalent to 0.36 μg/kg b.w. per day [
39].
Table 4 also provides the Target Hazard Quotients (THQs) and Total Hazard Quotient (TTHQ) values for copper (Cu), cadmium (Cd), chromium (Cr), and nickel (Ni) in mussels consumed by both children and adults. If the THQ exceeds 1.0, it indicates that the estimated daily intake (EDI) of a specific metal surpasses the Chronic Oral Reference Dose (Rf. D.), suggesting potential health hazards.
The THQ is influenced by both metal concentrations and the quantities of mussel consumption. Metals found in mussels along the Romanian Black Sea coast result from a combination of anthropogenic activities and natural processes. These factors include industrial and urban wastewater discharge, riverine input, and atmospheric deposition. These sources introduce a variety of metals into the marine environment, leading to elevated concentrations in specific areas. Based on the findings from our current study, mussel consumption poses no risks to consumers. The calculated Target Hazard Quotients (THQs) for children and adults indicate that the estimated values remain below concern.
The Total Hazard Quotient (TTHQ) assesses the cumulative risk associated with exposure to multiple heavy metals. It is widely accepted that the likelihood of health risks is inversely correlated with the combined impacts of these metals on the same target organ. Specifically:
TTHQ > 1: Indicates potential chronic danger, suggesting that the combined effects of metals exceed safe levels.
TTHQ < 1: Implies no potential health risk, as the cumulative impact remains below critical thresholds.
In our study, the TTHQ values for the metals found in mussels along the Romanian coast of the Black Sea were consistently lower than 1. This result indicates that there are no adverse effects for consumers associated with heavy metal exposure from consuming mussels.
Furthermore, our findings reveal that the calculated Carcinogenic Risk Index (CRI) associated with lead (Pb) exposure is negligible. This information is presented in
Table 4. If the CRI is less than 10
-6, it is deemed inconsequential; if the CRI is between 10
-6 and 10
-4, it is acceptable or bearable; and if the CRI is greater than 10
-4, it is deemed significant.
Persistent organic pollutants – POPs (PCBs and OCPs) in biota, seawater, and sediments
The statistical parameters provide insights into the variability of POPs concentrations in mussels
(M. galloprovincialis) (
Table 5,
Table 6), gastropods
(Rapana venosa) (
Table 7,
Table 8) and fish (
Table 9,
Table 10) from the Romanian Black Sea investigated during 2016 – 2023.
The OCPs mean concentrations in mussels ranged from 0.005 to 0.5189 µg/g ww. Most of compounds have levels below 1 µg/g ww. The dominant compounds were, p,p' DDD, Heptachlor and Lindane, having the highest overall concentrations among the studied pollutants (p,p' DDD - 15.1661 µg/g ww, Heptachlor - 9.0988 µg/g ww and Lindane - 7.3458 µg/g ww). HCB has the lowest coefficient of variation, indicating more consistent concentrations across samples, whereas p, p' DDD shows high variability (
Table 5).
Although the PCBs mean concentrations in mussels (
M. galloprovincialis) are lower than OCPs, ranging from 0.0045 to 0.0856 µg/g ww, they also represent a possible threat for marine life. PCB 28, PCB 52 and PCB 138 have the highest overall mean concentration (0.0497, 0.0555 and 0.0856 µg/g ww) and the greatest coefficient of variation. The least encountered was PCB 180 for which were recorded the lowest values (mean concentration - 0.0045 µg/g ww, maximum concentration - 0.0547 µg/g ww)(
Table 6). The detection of PCBs in mussels warrants further investigation due to their potential for bioaccumulation within the food chain.
The highest mean values and coefficients of variation in the
Rapana venosa were recorded for p,p' DDD (1.2885 µg/g ww), p,p' DDT (0.4965 µg/g ww) and Dieldrin ( 0.3487 µg/g ww). On the oppossite, p,p' DDE has the lowest values (mean concentration - 0.0029 µg/g ww, maximum concentration - 0.0185 µg/g ww)(
Table 7).
PCBs concentrations in gastropods ranged from 0.0001 to 0.1169 µg/g ww with the highest average concentration (0.0204 µg/g ww) and the most extensive range (from 0.0001 µg/g ww to 0.1169 µg/g ww) recorded for PCB 52. PCB 118 and PCB 138 have the lowest average concentrations (around 0.004 µg/g ww) and very low maximum concentrations (around 0.003 µg/g ww)(
Table 8).
Overall, the POPs concentrations in fish from the Romanian Black Sea vary considerably. Most pesticides show very high coefficients of variation, indicating significant variability in pesticide concentrations across the fish samples (
Table 9).
Table 10 summarizes the levels of seven polychlorinated biphenyls (PCBs) found in fish samples collected between 2016 and 2019. Most PCBs show very high coefficients of variation, indicating significant variability in PCB concentrations across the fish samples.
OCPs values exceeding the maximum admissible level for human consumption stipulated by national legislation (Order 147/2004) [
32], were recorded mostly in mollusks (for HCB, Lindane, Dieldrin, Endrin, Heptachlor and Total DDT), but also in fish (for HCB, Dieldrin).
The study found that the maximum admissible concentrations (MACs) for various contaminants were exceeded in mussels as follows: HCB (5%), Lindane (19%), Dieldrin (11%), Endrin (22%), Heptachlor (27%), and Total DDT (30%) (
Figure 5). In gastropods, the maximum admissible concentrations (MACs) were exceeded as follows: Heptachlor (21%), Aldrin (14%), Dieldrin (29%), Endrin (21%), and Total DDT (29%) (
Figure 6).
The PCBs concentrations were measured in mussels, gastropods, and fish and were compared to the values (Sum of 6 PCBs) stipulated by European Commission Regulation (EU) 2023/915 for consumed seafood[
26]. MAC of 0.075 µg/g ww Sum of 6 PCBs was surpassed in 27% of mussels, 29 % in gastropods and mostly in fish (43%) (
Figure 7).
These findings highlight the importance of monitoring POPs (OCP and PCBs) levels in seafood to ensure the safety of consumption.
High concentrations of DDT and metabolites were detected in biota from the Constanta and Mangalia areas, indicating significant local contamination (
Figure 8). These elevated levels in aquatic organisms suggest a persistent presence of DDT in these port regions, likely due to historical usage and ongoing inputs from maritime activities. The port of Constanta is a cereal hub in the Black Sea while both Constanta and Mangalia are major hubs for maritime transport and industrial activities, which can contribute to the introduction and persistence of such contaminants in the local marine environment.
In contrast, biota from the broader shelf area exhibited moderate DDT concentrations. This indicates a more diffuse but widespread contamination across the shelf. The moderate levels suggest that DDT is present throughout the shelf region. The entire shelf area is influenced by various activities, including maritime transport, and possibly atmospheric deposition, all contributing to the observed DDT levels in marine organisms. The presence of DDT in biota across these regions is concerning due to its persistence, bioaccumulative nature, and potential for causing adverse effects on wildlife and human health. DDT, despite being banned or restricted in many countries, continues to persist in the environment and bioaccumulate in the food web, leading to higher concentrations in higher trophic levels.
High concentrations of PCBs were detected in biota from shelf waters under the influence of rivers from the northwestern part of the Black Sea (Danube, Dnieper, Dniester) and Mangalia areas indicating local contamination (
Figure 9), probably due to industrial activities related to Mangalia harbor.
The analysis of organochlorine pesticides (OCPs) in seawater reveals two primary sources of contamination. The first source is identified in the Sfântu Gheorghe arm (
Figure 10) of the Danube, located near an important agricultural area, Dunavat-Murighiol (2.538 ha) [
41]. This proximity to intensive farming activities suggests that agricultural runoff is a significant contributor to the presence of OCPs in this part of the water system even though their use is forbidden in the Danube Delta. The use of pesticides in crop cultivation likely leads to their leaching and washing into the river, especially during rainfall or irrigation events, resulting in elevated concentrations in the water (
Table 6S).
The analysis of organochlorine pesticides (OCPs) in sediments suggests notable patterns of accumulation in specific areas. The highest levels of OCP accumulation are also observed in the northern shelf region (
Figure 11). This area, influenced by various hydrodynamic and anthropogenic factors, appears to be a significant sink for these persistent contaminants. The sediment here likely captures and retains OCPs transported by water currents, leading to high concentrations over time (
Table 8S). In addition to the northern shelf, other spots with elevated OCP levels are identified near the Sfântu Gheorghe arm and the southern shelf. Near the Sfântu Gheorghe arm, the accumulation of OCPs in sediments is consistent with the observed sources of contamination in the water column, primarily due to agricultural runoff. The sediments act as a repository for these pesticides, which settle out of the water and become part of the benthic environment. Overall, the sediment data indicate that the northern shelf is the primary area of OCP accumulation, with additional significant spots near Sfântu Gheorghe and the southern shelf.
The analysis of PCBs indicates that the highest concentrations (
Table 7S) were found in the seawater from the Mangalia area. This suggests that Mangalia is a significant hotspot for PCB contamination. The presence of these high concentrations can be attributed to several factors, including historical industrial activities, ongoing maritime operations, and potential local sources of PCB discharge. Mangalia, being a key port and industrial zone, has a history of activities that could have introduced PCBs into the marine environment. These include shipbuilding, repairs, and various manufacturing processes that historically used PCBs for their chemical stability and insulating properties. Despite the ban on PCB production and use in many countries, these contaminants persist in the environment due to their resistance to degradation.
Although the sediments in Mangalia did not show high values of contaminants (
Figure 12), Mangalia is a notable spot for high levels of contaminants in biota as well. This discrepancy suggests that PCBs and possibly other pollutants, are more bioavailable and are being readily taken up by marine organisms, even if they are not as concentrated in the sediments (
Table 9S).
Organic pollutants – PAHs in biota, seawater, and sediments
The statistical parameters provide insights into the variability of PAHs concentrations in mussels (
M. galloprovincialis) (
Table 11), gastropods (
Rapana venosa) (
Table 12) and fish (
Table 13) from the Romanian Black Sea investigated during 2016 – 2023.
For all PAHs, the minimum concentration indicated that the PAH was not detected in mussels. The median concentration is generally lower than the mean for most PAHs, suggesting a right-skewed distribution where there are more frequent lower values than higher values. Fluorene is the dominant compound with the highest overall mean concentration (9.10E-4 µg/g ww). Pyrene, benzo[a]anthracene, and chrysene follow with relatively high mean concentrations compared to other PAHs. Acenaphthylene, acenaphthene, and benzo(g,h,i) perylene have the lowest mean concentrations (all around 1.0E-5).
All PAHs in mussels show very high coefficients of variation, ranging from 246.24 for naphthalene to 501.59 for acenaphthylene showing significant variations of PAHs within the mussel samples.
PAH analysis in gastropods revealed that mostly PAHs are not detected. This suggests they are present in very small concentration. For most PAHs, the median concentration is like the minimum value, indicating that a large portion of the samples have very low levels. Phenanthrene is the dominant compound with a mean concentration (3.4381E-2 µg/g ww) almost an order of magnitude higher than other compounds.
The coefficient of variation is very high for most PAHs. This implies a large variation in concentration across the samples, with some having much higher levels than others.
Overall, the PAHs concentrations in fish from the Romanian Black Sea vary considerably. PAHs analysis in fish, reveald that all have very low minimum concentrations and higher maximum concentrations, suggesting a wide range of values across the samples. The coefficient of variation is very high for most PAHs, indicating significant variability in concentrations. Phenanthrene is the dominant compound PAH based on the mean concentration (0.01945 µg/g ww). Benzo(g,h,i) perylene and Dibenzo(a,h) anthracene have the highest coefficient of variation, meaning their concentrations fluctuate the most compared to their average.
PAHs values (Benzo[a]pyrene, Sum of PAHs: benzo(a) pyrene, benzo(a) anthracene, benzo(b) fluoranthene and chrysene) were compared to the values permitted by European Commission Regulation (EU) 2023/915 [
26] for consumed seafood. In mollusks, maximum admissible concentrations (MACs) of 0.05 µg/g ww benzo(a)pyrene were surpassed in 19 % of mussels, respectively in 1 % of gastropods. MAC for sum of PAHs of 0.030 µg/g ww was surpassed in 0.09 % of mussels. Considering that the legislation in force does not provide maximum permissible limits in relation to human consumption for fresh fish, the limits provided for fresh mollusks were used. In pelagic and demersal fish, MAC for benzo(a)pyrene of 0.05 µg/g ww was surpassed in 33 % of samples, and MAC for sum of PAHs: benzo(a) pyrene, benzo(a) anthracene, benzo(b) fluoranthene and chrysene) of 0.030 µg/g ww was surpassed in 33 % of samples. These findings highlight the importance of monitoring organic pollutants levels in fish to ensure the safety of seafood consumption (
Figure 13).
PAHs analysis in biota revealed high concentrations of PAHs in the northern shelf area (
Figure 14) indicating a significant bioaccumulation risk, potentially impacting the food web and ecosystem health. The source of these high PAH concentrations in biota appears to be other rivers in the region that contribute to the PAH load, carrying contaminants from upstream industrial or urban areas. Additionally, maritime transport activities in the area could be a significant source, as ships often release various pollutants, including PAHs, through their exhaust, bilge water, and operational discharges.
The analysis revealed that the highest concentrations of PAHs in seawater are predominantly sourced from the Danube River (
Figure 15). This suggests that the Danube is the primary pathway introducing these contaminants into the aquatic environment. In contrast, the PAHs found in sediments serve as markers for accumulation, indicating areas where these compounds settle and persist over time. Notably, the sediments from the Constanta and Mangalia ports vicinity also show significant concentrations of PAHs, pointing to these locations as notable areas of PAH accumulation (
Figure 16).