Mineralogy signatures of sediments, soils, and gutter sample
The mineralogy analysis of both total and clay fractions confirms the predominant presence of quartz and kaolinite, followed by gibbsite and illite in soils, gutter and sediments (Fig. S1 and Table S3). In the clay fraction of soils and sediments, kaolinite is the main mineral, followed by gibbsite, illite, and also quartz. Hematite, rutile, and anatase were consistently present as trace minerals in soils and sediments. The mineral composition of soils and sediment reflects the cachtment's pedogeological character, mainly composed of lateritic soils developed on Mesoproterozoic silicate sediments (Freitas-Silva and Campos 1998; Reato et al. 2004). Calcite is only found as a trace mineral in soils from agricultural areas and gutters samples (Fig. S1 and Table S3), consistent with previous studies (Carvalho Júnior et al. 1998; Franz et al. 2013; Franz et al. 2014b). Due to the intense weathering conditions and the absence of carbonate outcrops in the Lake Paranoá catchment, the presence of calcite mineral in these samples evidence anthropogenic sources related to agriculture intrants and sediments from civil construction and industry.
Geochemical signatures of sediments, SPM, soil, and gutter samples
The composition and spatial distribution of the analyzed sediments and SPM elements (Table S2) are reported in Figs. 2 and 3. The sediments, soils, and gutter samples were mainly composed of SiO2. Although the HF acid digestion protocol used for SPM samples does not allow for the determination of SiO2 concentrations, it is expected that SiO2 concentration in SPM are similar to those in fine sediments collected from Lake Paranoá. Gutter samples exhibited higher CaO and MgO content, while soils and sediments were richer in terrestrial elements such as Fe2O3, MnO, and TiO2 (Table S2). Large concentrations of Ca and Mg were observed in SPM and sediments (Fig. 2a and b, and Fig. 3a), with values reaching 29.60 and 2.38 wt% in P5SAR, respectively. These concentrations are more significant than expected for natural sources, since no carbonate occurs in the basin. Notably, higher Ca, Mg, and Zn concentrations were found in gutter samples from areas with higher urban density (G1 and G4B), low infrastructure standards, and commercial/industrial activities (Menezes et al. 2010). Conversely, soils and gutter samples (G2A, G2B, and G5) from less urbanized areas exhibited lower mean concentrations of Ca, Mg, Zn, and P.
The P2O5 concentrations in the solid samples (soil, gutter, sediment) varied significantly, ranging from 0.08 wt% (gutter sample G5) to 22.45 wt% (P1SC). Sediment and SPM collected in the Riacho Fundo Branch close to the WWTPs showed notably high P content (Fig. 2c). Additionally, high concentrations of Cu and Zn were observed in both SPM and sediment collected in front of WWTP-S (Table S2 and Fig. 2d and 3b). Zn concentrations in SPM and sediment ranged from 19.23 mg.kg−1 (P2SAR) to 2120.2 mg.kg− 1 (P1SC, downstream of the WWTP of the Riacho Fundo Creek). Cu concentrations in SPM and sediment reached 307.4 mg.kg− 1 (P1SC). SPM collected in the Ribeirão da Gama branch (P2L) exhibited high levels of As, Cd, Cr, and Ni, with concentrations of 31.38, 10.75, 489.86, and 252.30 mg kg− 1, respectively. Finally, Pb concentrations in the data samples ranged from 3.20 to 143.45 mg kg− 1, with lower concentrations observed in natural soil and higher concentrations in gutter samples.
Suspended Particulate Material sources
The PCA analysis of the elemental data set, normalized with Th concentrations, helps distinguish different geochemical signatures of SPM (Fig. 4). The PCA accounts for 82.5% of the total variance and yielded two principal components: the first (PC1), with 71%, and the second (PC2), corresponding to 11.5% of the total variance. PC1 identifies correlations between terrigenous elements (Ti, Al, K, ∑REE, and Rb) with P, Zn, and Cu (cluster 1), while PC2 regroups redox-sensitive elements such as Fe and Mn with also Co (cluster 3). An intermediate group of elements composed by Mg and Sr (cluster 2) is likely related to carbonate contribution. Since carbonate minerals and rocks are not outcropping in the geology catchment, these elements seem to have an urban origin. Higher Ca and Mg concentrations may be related to anthropogenic activities such as cement processing plants, leaching from civil construction materials, and highly urbanized catchments (Wright 2011, Tippler et al. 2014).
Notably, SPM collected downstream the WWTP exhibits a higher concentration of carbonate, and terrigenous elements grouped between clusters 1 and 2 (Fig. 4). Elevated concentrations of P, Zn, Ca, and Mg in both sediments and SPM are typically associated to untreated sewage inputs (greywater) discharged in the Riacho Fundo Creek (RFC) or more recently in the Bananal Creek (Chen et al. 2008 and 2009; Franz et al. 2013; Garnier et al. 2024). This chemical signature is consistent with the observations in SPM samples collected downstream effluents output from the WWTP-RF and WWTP-S directly spilled into RFC and Lake Paranoá (Table S2).
Sediment sources
PCA analysis of surface sediments (0–1 cm), not normalized, yielded two main components, corresponding to 69.66% of the total variance (Fig. 5). It allowed identifying five different geochemical clusters for this compartment. The clusters A, rich in SiO2 and Zr, and B, rich in Ti, Th, Al, Fe, and Mn, may represent terrigenous sediments. Cluster A may represent the sandy contribution (S4LB), and conversely, the second one may represent fine sediments rich in clay and hydroxides (samples S3L, S2L, and S1L).
Naturally occurring terrigenous compounds, including SiO2, have higher fluxes into Lake Paranoá due to accelerated soil erosion in urban areas. The high average contents of SiO2 in the Riacho Fundo Branch (sites S4LB (62.8%), S4LC (43.5%), and S4LE (43.4%)) align with a previous study conducted by Aquino et al. (2018), as the Riacho Fundo transports large volumes of sandy sediment during high rainfall events in the basin. Conversely, C, D1, and D2 cluster are rich in CaO, MgO, P, and metals such as As, Cd, Cu, Cr, Pb, Zn and likely indicate anthropogenic sources. As observed in SPM composition, sediment sampled downstream the WWTP-S (S4LC) was significantly richer in those elements, with 1.09 wt% of CaO, 1.92 wt% of P, 314.5 mg.kg− 1 of Zn, and 0.51 mg.kg− 1 of Cd.
The average concentration of P and Zn in S4LC, were eight and four times higher, respectively, than the average found in other Lake Paranoá sediments and ten times higher than in the sediments of the Riacho Fundo stream. The Zn concentrations in S4LC exceeded previously recorded levels in uncontaminated alluvial sediments from Lake Paranoá (Franz et al. 2014a). Additionally, the LOI measured in this sediment reached 28.7%, the highest value in our dataset. Despite the tertiary level treatment of the WWTP-S (Omoike and Vanloon 1999), these results suggest a significant input of materials with a high organic load from the WWTP-S into the lake. The average concentrations of Ca and Mg in S4LC sediments, which were higher than in other Lake Paranoá sediments (8.308 and 3.246 mg.kg− 1, respectively), are likely related to the use of carbonates in the WWTP-S process as a flocculation agent and to adjust wastewater pH level. This finding highlights the impact of effluents released by the sewage treatment plant on the lake´s sediment composition.
Sediment chemical partitioning
The results obtained from surface sediments sequential extractions reveal the metal partition (Al, Fe, Mn, Ca, Mg, P, Zn, Cu, Pb and Cr) across different phases at various sediment core depths, i.e., 0–1 and 4–5 cm (Figs. 6 and 7). Fe and Al are predominantly associated with the residual fraction (F4), accounting for 82 and 95% of their total concentrations, respectively (Fig. 6). The similar distribution and partitioning of both elements suggest that they primarily occur as refractory minerals. The average Fe concentration of 17.1%, in the reducible fraction (F2) indicates that Fe is partially present as iron oxyhydroxides. Notably, Al concentrations in the F2 fraction are significantly higher in sediment surrounding the WWTP-S, reaching 16.4%. This suggests that, in addition to its geogenic source, Al may be linked to sewage treatment processes, as aluminum sulfate is used in the flocculation process (CAESB 2013).
Mn is predominantly associated with the weak acid-soluble fraction (F1), which includes carbonate minerals. Mn concentrations were significantly higher in the 0–1 cm layer compared to the 4–5 cm layer (139 and 88 mg.kg− 1, respectively) (Fig. 6), likely reflecting post-depositional processes, such as the reduction of Mn oxides in deeper sediment layers. The reducing conditions observed in the sediments (Eh = -130 ± 35 mv) support this statement. The more oxidizing conditions at the sediment-water interface may lead to the precipitation of Mn as poorly crystallized Mn oxides or carbonates (Brown and Calas 2011; Rigaud et al. 2013). The correlation between Mn, Fe, Cr, and Al in F1 leachates suggests similar behavior (fig S2). Fe and Mn, being redox-sensitive elements, are prone to remobilization under anoxic conditions, which are typically found in deep lakes with sediments enriched in organic matter (Davison 1993; Brown and Calas 2011; Raiswell and Canfield 2012; Rigaud et al. 2013; Makri et al. 2021).
In the F1-PCA (Fig. S2), the cluster formed by redox-sensitive elements such as Mn, Fe, Cr, and Al corroborates this observation. Given the affinity of trace metals for Mn oxyhydroxides, the Mn-F1 fraction may play a crucial role in the availability of trace metals in S4LC sediments. The redox conditions and early diagenetic reactions occurring in surface sediments may significantly influence the cycles of manganese, iron, and sulfur, thereby affecting the bioavailability of associated trace elements in Lake Paranoá (Berner 1984; Audry et al. 2006).
The elevated concentrations of Ca and Mg in the F1 and F2 fractions observed in sediment samples near the WWTP-S and downstream (S4LC, S4LD, and S4LE) are particularly noteworthy (Figs. 6 and 7). In S4LC, Mg concentrations in the F1 and F2 fractions reached 34%, compared to less than 9% in other sediments, indicating a localized source of Ca-Mg-rich material. This is likely related to the use of Mg-rich carbonate during the tertiary treatment process at the WWTP-S for phosphorus fixation (as confirmed by personal communication with WWTP staff). The PCA of the F2 fraction (Fig. S2) shows a cluster of Ca, Mg, Zn, P, and Al, suggesting a common source for these elements.
In sediments near the WWTP-S, phosphorus (P) concentrations in the F1 and F2 fractions together reach up to 70%, indicating the presence of reactive P-rich phases that could lead to P release into the water column (Julian et al. 2023). This finding underscores the need for targeted P monitoring in this area of the lake (Wildman and Hering 2011; James et al. 2017) particularly to quantify the role of Lake Paranoá’s sediments in the P cycle. Previous studies have shown significant P releases from sediments into overlying water, associated with sediment resuspension and early diagenetic processes (Wildman and Hering 2011; Julian et al. 2023). Given the recurring eutrophication in Lake Paranoá and the fact that improvements in water quality can take more than five years even after P reserves are depleted (Sharpley et al. 2013), P and its role in eutrophication remains a global environmental issue in the Lake Paranoá for decade.
The high concentrations of Ca, Mg, and P in the F1 and F2 fractions near the WWTP-S (Fig. 8) highlight the significant influence of WWTP-S effluents. The PCA (Fig. S2) supports this, showing clusters formed by Ca, Mg, P, and Zn. However, there is a rapid decrease in P concentration in sediments downstream of the WWTP-S, with levels dropping below 200 and 60 mg/kg in S4LE and S3L sediments, respectively. This suggests that the influence of WWTP-S as a P source is primarily confined to the upper course of the Riacho Fundo branch.
Additionally, Zn is predominantly associated with the F1 and F2 fractions (Fig. 8), particularly in the 0–1 cm and 4–5 cm sediment layers near the WWTP-S. In S4LC, Zn concentrations in those fractions range from 45 to 51% of the total Zn sediment concentration, exceeding 125 mg.kg− 1. In other Lake Paranoá sediments, total Zn concentration is lower, but the Zn under F1 and F2 fractions remains high, ranging from 50 to 63%. Although the total Zn concentration in S4LC exceeds the established Probable Effect Level (PEL) and Threshold Effect Level (TEL) (314.5 and 340.1 mg/kg in the 0–1 cm and 4–5 cm layers, respectively), the most bioavailable fractions (F1 and F2) did not exceed 157.3 mg/kg (Fig. 8).
The concentration of Cu in Lake Paranoá sediments remained consistently low and uniform, with slightly higher levels observed at points S3L and S4LC. Notably, Cu concentration at these locations exceed the established Threshold Effect Level (TEL). Cu was relatively evenly distributed among the F2, F3, and F4 fractions (Fig. 8). Its strong affinity of Cu for organic matter likely accounts for the higher concentrations observed in the F3 and F1 fractions in sediments near the WWTP-S (Turner and Millward, 2002). In the F3 PCA, Cu and Pb are clustered with P, Zn, and Mg, particularly in sediments collected in front of the WWTP-S (Figure S2).
Lead (Pb) concentrations in the sediments were relatively uniform, remaining below 35 mg/kg, which is below the TEL, with the majority of Pb associated with the F2 fraction (Fig. 8). Previous studies have linked Pb levels to changes in land use and land cover in the Lake Paranoá region (Moreira and Boaventura 2003; Franz et al. 2013; Franz et al. 2014a). Gioia et al. (2006) also identified sewage and transport activities as anthropogenic sources using Pb isotopic tools, a finding supported by the F3-PCA. Finally, Cr concentration in Lake Paranoá sediment exceed the TEL. Cr concentrations in the F1 fraction were low and uniformly distributed around the lake, with at least 77% of Cr associated with the F4 fraction in all Lake Paranoá sediments.