Potential of hydrogen
In 2015, control samples (water from Doce River) exhibited pH values ranging from 8.9 to 10.1, while in 2018, these ranged from 7.4 to 8.4 under identical dilution conditions. The 2015 readings suggest an increase in watercourse alkalinity following the disaster, which contradicts the pH range of 6.0 to 9.0 recommended for Class II waters as per CONAMA Resolution No. 357/2005. Overall, the average pH variations between collection sites were negative, indicating that the fungal isolates decreased the pH of the medium, aiming to increase its acidity, as depicted in Figs. 2 and 3 below.
Despite the discrepancies in pH reduction rates among treatments by different fungal strains, statistical analysis of variance (p ≤ 0.05) consistently showed that the strains tended to reduce the hydrogen potential of the medium, aiming to make it more acidic, as indicated by the percentages in Table 1.
Table 1
Average pH reductions induced by Pleurotus spp. in 2015 and 2018
pH reduction (%) |
Treatment (% of river water) | 2015 | 2018 |
ERY | HI | SB | ERY | HI | SB |
25 | 16.6 | 24.0 | 34.0 | 14.1 | 4.9 | 1.7 |
50 | 17.3 | 17.4 | 16.8 | 3.1 | 1.9 | -1.7 |
100 | 22.9 | 18.5 | 18.1 | 5.5 | 2.9 | 2.6 |
Moreover, when examining the influence of treatments alone, without comparing Pleurotus sp. isolates, ANOVA also did not identify significant differences in mean reductions (p-value = 0.522).
Statistical analyses revealed significant differences in average pH variations between the years sampled. In 2015, the reductions in hydrogen potential of the treated samples were more pronounced, with an average of 20.64% (p < 0.001). This reduction was approximately five times greater than that observed in the water samples collected in 2018, which showed an average reduction of 3.91% across all treatments and strains evaluated.
The wide range of average reductions observed in this study, which varied from 1.7–34.0%, supports the findings of Farias (2014), who reported pH changes ranging from 4.5–28.5% when assessing the capacity of the fungi Penicillium corylophilum to alter the pH of an aqueous solution in tests for removing the toxic metals Ni, Cu, Cr, and Zn. Farias (2014) noted that pH significantly influences the removal of toxic metals by microbial biomasses, as this parameter is able to interfere with the solubility of these elements in solution and their speciation.
The work of Zhang et al. (2019) also corroborates the results obtained in this research. Their studies using the fungus Aspergillus niger for Pb immobilization demonstrated the ability of the isolate to significantly acidify the environment, reducing the initial pH of the medium from 3.5–6.5 to between 2.04 and 2.08.
Our results indicate that while the majority of the strains evaluated tend to acidify the environment, a tendency to alkalize was also observed, as seen with the SB strain in the 50% treatment (2018 collection), which increased the sample pH by 1.7%. This alkalization capacity was similarly noted by Rani et al. (2014) during their tests with Aspergillus niger and Phanerochaete chrysosporium in the bioremediation of dyes. These results suggest that the ability of filamentous fungi to modify environmental pH is related to the initial pH conditions, temperature, and available nutrients.
According to studies by Roessing (2023), Bellettini et al. (2019), and Sultana et al. (2018), fungi of the genus Pleurotus prefer to develop in more acidic environments, with pH ranging from 4.0 to 7.0 during the mycelial growth phase and from 3.5 to 5.0 during the basidiocarp growth stage. These studies further highlight that these pH ranges are directly impacted by the species of the genus and their metabolic processes, with fungi generally reducing the pH of their environments through the production of organic acids.
Turbidity
Table 2 presents the mean values of turbidity reduction induced by Pleurotus spp. at sites P1 and P2, from collections carried out in 2015 and 2018.
Table 2
Average turbidity reduction induced by Pleurotus spp. strains in samples collected from sites P1 and P2, in 2015 and 2018
Turbidity removal (%) |
Treatment (% of river water) | 2015 | 2018 |
ERY | HI | SB | ERY | HI | SB |
25 | 83.8 | 86.8 | 79.8 | 19.1 | 3.3 | 2.6 |
50 | 76.6 | 87.4 | 89.3 | 20.2 | 43.6 | 33.0 |
100 | 86.2 | 95.0 | 93.5 | 40.7 | 28.1 | 39.6 |
In the first collection in 2015, turbidity levels surpassed the standards set by CONAMA Resolution No. 357/2005 for Class II rivers, reaching up to 140,000 UNT following the Mariana/MG disaster, as reported by the National Water Agency (ANA) in 2016. During the tests, turbidity means varied between 789.5 and 2,275 UNT. It was reduced by over 76.6% by the fungal strains, with a maximum removal rate of 95%. Despite this reduction, the results did not meet Brazilian environmental standards. In the subsequent 2018 collections, mean turbidity levels in control groups were 14.9, 25.9, and 70.2 UNT, all within the limits established by CONAMA Resolution No. 357/2005. The highest removal, 72.3%, was achieved by the SB isolate at sampling site P2, without dilution.
Visual examinations, as depicted in Fig. 4, show that the suspended solid particles, previously dissolved in the mixture, predominantly adhered to the fungal mycelium. This interaction between the fungal biomass and suspended solids led to precipitate formation, effectively reducing turbidity levels.
No significant differences were observed among Pleurotus spp. strains in reducing turbidity, regardless of the treatment applied. In 2015, varying proportions of Doce River water in the treatments did not result in significant turbidity reductions. However, in 2018, the treatment with 25% river water showed the least reduction, while the intermediate treatment (50%) and untreated river water exhibited similar reductions.
The notable decrease in initial turbidity levels between collections indicates a reduction in the amount of suspended solids, which consequently provided fewer nutrients for the fungi, impacting their growth and effectiveness as biocoagulants. Thus, the results demonstrate that all three fungal strains are capable of significantly reducing turbidity, particularly in samples with high concentrations of suspended solids, eliminating the need for dilution.
The collapse of the tailings dam in Mariana/MG drastically affected the turbidity of the Doce River, particularly in the region near Governador Valadares/MG. According to Matos et al. (2020), turbidity levels surged post-disaster, with a median of 137 UNT in 2015, a stark increase from the pre-disaster level of 14.6 UNT. Although there was a seasonal decrease by 2018, levels remained 4.5 times higher than pre-disaster figures.
Higher turbidity increases operational costs at Water Treatment Plants, necessitating additional expenditures on chemical products like flocculants and coagulants, as observed in Governador Valadares/MG. Excessive use of these chemicals can leave residues in treated water, posing potential health risks to consumers, as noted by Nimesha et al. (2022) and Desta and Bote (2021).
In related studies, Hassan and Obeid (2016) achieved an 84% reduction in turbidity using spores from three species of filamentous fungi in wastewater trials. Zainol et al. (2021) reported turbidity reduction efficiencies of 99.73% and 99.25% using residues from Pleurotus pulmonaryius culture and mushroom substrate, respectively, under optimal conditions (pH 4.0 and a dose of 5 mg.L− 1 of fungal biomass).
Similarly, Pardede et al. (2018) managed to achieve an 84% redSultauction in turbidity in wastewater treated with Pleurotus ostreatus strains, using a dose of 600 mg.L− 1 of the biocoagulant and an agitation rate of 150 rpm. These findings highlight the importance of optimal initial doses for satisfactory results. Based on these insights, this study suggests that Pleurotus sp. strains have the potential to efficiently reduce environmental turbidity, acting as natural, environmentally friendly, sustainable, low-cost, and easily applied coagulants.
Other researchers, such as Maas et al. (2018), Palmiei et al. (2005), Balan and Monteiro (2001), Hashmi and Saleem (2013), and Skariyachan et al. (2016), investigated the ability of Pleurotus species to decrease turbidity through discoloration and dye degradation tests. The application of species of this fungal genus in reducing vinasse turbidity has also been documented (Ferreira et al., 2011; Silva et al., 2015; Vila et al., 2018; Junior et al., 2020).
The Pleurotus sp. strains proved effective in reducing water turbidity using straightforward methods. Their integration with other processes could ensure satisfactory outcomes, considering their economic viability.
Toxic metals
Among the metals analyzed, high concentrations of Al, As, Ba, Fe, Mn, and Pb were detected, which were the elements under study. However, ICP-MS was unable to detect concentrations of Ag, Be, Cd, Co, Cr, Cu, Li, Ni, U, V, or Zn. Additionally, the elements Bi, Cs, Hg, In, Se, Sr, and Tl were identified but remained within established thresholds, showing low concentrations. Table 3 provides details on the average concentrations of toxic metals found in raw water samples collected in 2015 and 2018.
Table 3
Standards recommended by Conama Resolution No. 357/2005 for Class II waters and average concentration of toxic metals in water samples from Doce River collected in 2015 and 2018
Metal | Threshold (µg.L− 1) | Collection 1 (µg.L− 1) | Collection 2 (µg.L− 1) |
As | 10 | 93.4 | 4.4 |
Al | 100 | 116,990.6 | 3,070.7 |
Mn | 100 | 16,470.2 | 122.3 |
Fe | 300 | 250,622.5 | 7,820.8 |
Pb | 10 | 944.0 | 28.0 |
Ba | 700 | 2,422.6 | 455.6 |
Variations in metal concentrations observed across different sampling events can be attributed to the seasonal dynamics of the Doce River, particularly influenced by rainfall patterns that mobilize deposited tailings sludge. Table 4 details the average percentage reductions of toxic metals at sites P1 and P2 for each dilution treatment, demonstrating significant reductions for the six metals analyzed.
Table 4
Average percentage reduction of toxic metals in Doce River water samples treated with Pleurotus spp. strains at 25%, 50%, and 100% dilutions for the years 2015 and 2018
25% treatment |
Metal | 2015 | 2018 |
ERY | HI | SB | ERY | HI | SB |
As | 93.2 | 95.6 | 93.7 | 43.4 | 40.6 | 79.9 |
Al | 97.9 | 99.3 | 99.8 | 87.9 | 93.5 | 98.4 |
Mn | 96.0 | 97.2 | 94.1 | 85.7 | 81.4 | 86.8 |
Fe | 92.2 | 95.3 | 99.9 | 98.9 | 98.7 | 99.5 |
Pb | 99.4 | 99.8 | 97.7 | 99.8 | 99.8 | 99.8 |
Ba | 97.5 | 97.6 | 96.5 | 98.0 | 98.5 | 98.7 |
50% treatment |
Metal | 2015 | 2018 |
ERY | HI | SB | ERY | HI | SB |
As | 91.5 | 94.2 | 92.4 | 69.5 | 76.6 | 77.7 |
Al | 92.2 | 97.4 | 99.1 | 90.6 | 96.2 | 97.2 |
Mn | 91.5 | 94.1 | 92.7 | 71.0 | 93.2 | 88.7 |
Fe | 99.3 | 99.7 | 99.8 | 97.8 | 99.2 | 98.9 |
Pb | 97.9 | 99.3 | 99.2 | 98.1 | 99.8 | 99.8 |
Ba | 94.1 | 95.8 | 95.6 | 96.8 | 98.0 | 97.4 |
100% treatment |
Metal | 2015 | 2018 |
ERY | HI | SB | ERY | HI | SB |
As | 94.8 | 95.9 | 94.4 | 81.3 | 80.1 | 83.2 |
Al | 95.9 | 98.4 | 91.1 | 91.3 | 97.4 | 94.7 |
Mn | 97.2 | 97.9 | 95.8 | 68.9 | 75.8 | 92.2 |
Fe | 98.7 | 99.5 | 98.5 | 85.0 | 91.5 | 90.6 |
Pb | 99.3 | 99.8 | 99.7 | 97.0 | 98.8 | 98.0 |
Ba | 98.0 | 98.2 | 97.7 | 94.6 | 95.0 | 95.5 |
In the initial 2015 collection, although the ERY, HI, and SB strains achieved high average reductions in the 50% and 100% Doce River water treatments, the concentrations of Al, Mn, and Fe did not meet the limits set by environmental regulations, likely due to their exceptionally high initial concentrations. In the subsequent 2018 collection, raw water analyses of the control group showed that As and Ba levels complied with standards for Class II rivers. However, pre-treatment concentrations of Al, Mn, Fe, and Pb remained above the regulatory thresholds. Despite fungal treatment reducing concentrations significantly, with average reductions exceeding 85% across all three strains, the undiluted samples still had Al and Fe levels above acceptable limits. In contrast, the ERY, HI, and SB treatments to 25% and 50% river water managed to reduce concentrations to within the limits specified by CONAMA Resolution No. 357/2005. Table 5 summarizes the outcomes for toxic metal concentration reductions after treatment with Pleurotus sp. across both sampled years.
Table 5
Average percentage reduction of toxic metals in waters from Doce River induced by Pleurotus spp. strains in samples collected in 2015 and 2018
Metal | Treatment (% of river water) |
25 | 50 | 100 |
ERY | HI | SB | ERY | HI | SB | ERY | HI | SB |
As | 68.3 | 68.1 | 86.8 | 80.5 | 85.4 | 85.1 | 88.1 | 88.0 | 88.8 |
Al | 92.9 | 96.4 | 99.1 | 91.4 | 96.8 | 98.1 | 93.6 | 97.9 | 92.9 |
Mn | 90.9 | 89.3 | 90.5 | 81.3 | 93.6 | 90.7 | 83.0 | 86.8 | 94.0 |
Fe | 95.6 | 97.0 | 99.7 | 98.6 | 99.5 | 99.4 | 91.9 | 95.5 | 94.6 |
Pb | 99.6 | 99.8 | 98.7 | 98.0 | 99.6 | 99.5 | 98.1 | 99.3 | 98.8 |
Ba | 97.8 | 98.1 | 97.6 | 95.5 | 96.9 | 96.5 | 96.3 | 96.6 | 96.6 |
Overall, the Pleurotus eryngii (ERY) and Pleurotus ostreatus (HI, SB) strains efficiently reduced the concentrations of the six evaluated metals. Analyzing the average reductions across 2015 and 2018 collections, the maximum reductions were noted for As (88.8%), Al (99.1%), Mn (94.0%), Fe (99.7%), Pb (99.8%), and Ba (98.3%). Analysis of variance revealed no significant differences in reduction rates between the ERY, HI, and SB strains (p-value = 0.299), nor between the treatment dilutions (p-value = 0.892), indicating that the percentage reductions are independent of the initial dilution of the samples. This consistency was evident from statistical analyses conducted for each collection separately.
Tests demonstrate that fungal strains are effective even in high metal concentrations, highlighting the reliability of the reduction means across different collections, irrespective of initial metal levels, treatments, or Pleurotus sp. strains used.
It was possible to compare mean reductions between the metals tested for all treatments, regardless of the fungal strain, in each collection (see Table 6). This comparison suggests potential natural preferences among the strains for assimilating specific elements.
Table 6
Average percentage reduction in concentrations of elements induced by Pleurotus spp. strains, in the 2015 and 2018 collections
Element | As | Al | Mn | Fe | Pb | Ba |
Collection 1 | 94.0a | 96.8ab | 95.2a | 98.1b | 99.1b | 96.9ab |
Collection 2 | 70.3ª | 94.1c | 82.6b | 95.6c | 99.0c | 97.0c |
Common letters in the same row indicate means without significant statistical differences, for each collection, using Tukey’s test at a 5% significance level (p ≤ 0.05).
In the 2015 collection, there was no significant difference in removal efficiency across different elements. However, the 2018 collection showed that As and Mn were removed less efficiently compared to other metals, with elements such as Al, Fe, Pb, and Ba consistently achieving removal rates above 94.0%. In mixtures of metals, the variation in metal removal efficiency is influenced by their affinity for fungal biomass and interactions among metal ions, including antagonism, synergism, or non-interaction. Hoque and Fritscher (2019) suggest that these phenomena can explain the observed discrepancies in the reduction of toxic metals.
Numerous studies have explored the remediation potential of toxic metals using filamentous fungi, particularly Pleurotus sp. isolates (Adebayo, 2013; Stanley et al., 2017; Manna et al., 2018; Ferreira et al., 2019; Coelho et al., 2020; Mariconi et al., 2020; Bhatnagar et al., 2021; Vacar et al., 2021; Xu et al., 2021). However, most of these studies have been limited to evaluating the removal of up to three metals simultaneously, which does not fully capture the complexity of real-world contamination scenarios (Bhattacharya et al., 2020). This limitation often stems from the challenges posed by the toxicity of multi-metal mixtures, which can reduce the efficacy of fungal species in removing metals from solutions (Chahdi et al., 2019).
In contrast, some researchers advocate for experiments involving metal mixtures to yield more representative results. Bhattacharya et al. (2020) studied the potential of Aspergillus fumigatus to reduce concentrations of toxic metals in a hexa-metal system, observing significant removals: Pb (80%), Cr (43%), Cu (98%), Zn (78%), Ni (99%), and Cd (99%). Their findings indicated that the fungus simultaneously utilized biosorption and bioaccumulation mechanisms, where metals were adsorbed onto the surface of the fungal biomass and within the cells, respectively. Similarly, Hoque and Fritscher (2019) reported removal efficiencies between 81–99% for metals such as Al, Cd, Co, Cr, Cu, Hg, Ni, Pb, U, and Zn when tested simultaneously with the fungus Mucor hiemalis in synthetic wastewater.
In their study on the genus Pleurotus, Wu et al. (2016) reported that Pleurotus eryngii removed up to 92.17% of Mn from aqueous solutions after 15 days of incubation, supporting the findings of the present study. Aguilar et al. (2021) assessed the capability of Pleurotus ostreatus to remove metals from aqueous solutions, finding the highest removal efficiencies for Pb (75%), followed by Cr (42%) and Cd (2.25%). Their results for lead corroborate those of our research.
Georgescu et al. (2019) also evaluated P. ostreatus as a Cd biosorbent, achieving a maximum biosorption efficiency of 78% for 0.5 mg.L Cd− 1. Singh et al. (2020) studied the application of P. florida in multi-metal solutions, observing maximum reductions of 52.10% for Pb, 99.84% for Cd, 70.85% for Cr, 77.77% for Ni, 42.63% for Mn, and 76.23% for Zn.
Contrary to our findings, where metal reduction rates in solution were unaffected by dilution treatments, Vaseem et al. (2017) noted significant differences in treatments with 25% and 50% dilution compared to raw effluent in their study of coal washing effluents in India. The authors found that P. ostreatus was more effective in 50% diluted effluent, achieving reduction rates of 57.2%, 82.6%, 98.0%, 99.9%, 99.3%, 99.1%, 89.2%, and 35.6% for Mn, Zn, Ni, Cu, Co, Cr, Fe, and Pb, respectively.
Muhammad and Sukor (2016) examined the capacity of Pleurotus ostreatus to reduce heavy metal concentrations in synthetic solutions and chemical waste samples, with removal efficacy ranked as Fe > Pb > Cu > Zn. However, the removal rates were notably lower compared to those in real samples: Fe at 17.02%, Cu at 46.6%, Pb at 76%, and Zn at 17.88%. These differences may be attributed to organic materials and other toxic metals competing for binding sites on the fungal biomass surface (Kovadevic et al., 2000).
Mota (2015) notes that fungal cell surfaces carry a negative charge, enhancing their interaction with metal ions. Earlier studies by Kapoor and Viraraghavan (1995) and Brady (1996) highlight that binding potential correlates with the ionic radii and free valence orbitals of each ion, with smaller ions such as Al³⁺ and Fe³⁺ often removed more efficiently in high-metal-concentration samples.
Research indicates that various Pleurotus species possess different functional groups in their cell walls—hydroxyl, carboxylic, amino, and phosphate—, favoring metal biosorption (Joo et al., 2011; Javaid et al., 2011). However, it is important to recognize that, in addition to electrostatic affinities and intrinsic microbial characteristics, environmental conditions critically influence the mechanism and efficiency of sorption (Mota, 2015; Pande et al., 2022).
Thus, the Pleurotus strains tested in this study (ERY, HI, SB) showed metal reduction capabilities consistent with previous literature findings. The results suggest these strains remarkably manage multi-metal mixtures in real samples, attributable to their intrinsic properties and the complex interplay of environmental conditions and sorption mechanisms.