4.1 DOC composition and impact of the biomass at elevated temperatures
As expected, the introduction of biomass affected the DOC composition of the fluids as the Makro 1 to Makro 3 and the LMWN fraction were shown to derive from the biomass. This was shown independently from the temperature, time of exposure and presence of acetic acid. This was further supported by the chromatograms of the blank biomass and the filtered exudates of P. citrinum HEK1 where the same peak signals were found. The leaching of organic carbon into DOC pools is already a well-known process in soils or inland water networks for instance (Kindler et al., 2011; Nakhavali et al., 2021).
Polysaccharides, proteins and amino sugars are characteristic compounds for the Makro.1 fraction that is also known as biopolymer fraction (Huber et al., 2011). In this study, polysaccharides deriving from remains of the dead biomass could be the cause of this peak, as the fungal cell wall is rich in polysaccharides (Barbosa and Carvalho Junior, 2020). The Makro 2 and Makro 3 are also known as humic substances and building blocks, respectively (Huber et al., 2011). Humic substances and their building blocks are generally known as complex heterogeneous mixtures of organic compounds of biotic origin that have undergone extensive transformation (Filella et al., 2005; Tranvik, 2009). Polysaccharides, proteins, lipids, and nucleic acids deriving from the biomass are likely the precursors of the compounds forming these fractions. The LMWN fraction refers to low molecular weight and low ion density compounds such as low molecular weight alcohols, aldehydes, ketones, sugars, but also amino acids (Huber et al., 2011). These compounds could be metabolic byproducts of P. citrinum HEK1 during the growth of biomass which were still present in the dead biomass. Another explanation for the strong presence of these compounds could be the remains of the malt extract where the fungus was grown in, despite washing the biomass. The malt extract typically contains sugars which could be the source for the LMWN signal in this case. The stronger LMWA peaks in the acetic acid fluids were very likely caused by the artificial addition of acetic acid. Nonetheless, fluids without acetic acid also showed a small LWMA peak. The acids in these fluids likely derived from the biomass as shown by the slight peak in the LMWA area in the blank biomass and exudate samples.
The DOC concentration of the fluids ranged from an average of 15 mg C/L at 22°C with acetic acid and a contact time of 3 h to 81 mg C/L at 98°C in the absence of acetic acid and a contact time of 2 h. The absence or presence of acetic acid did not have a significant effect on the amount of DOC that was released from the biomass. The temperature had a significant impact on the release of DOC into the fluids from the biomass at both 60°C and 98°C compared to 25°C. This suggests that organic compounds deriving from the biomass are more easily dissolved into the fluid at elevated temperatures. However, at 60°C and 98°C, respectively, the DOC appeared to decrease after a run-time of 3 h. Thermal degradation of DOC is likely responsible. At temperatures above 80°C, thermal degradation has been described as an increasingly important factor in the amount of organic acid anions found in oilfield waters (Kharaka and Hanor, 2003). A similar observation of decreasing concentrations was made for DOC data from fluids in the temperature range of 30–200°C (Leins et al., 2022). While elevated temperatures appear to favor the release of organic compounds into the fluid, a prolonged exposure appears to lead to the decrease of DOC.
4.2 Effect of temperature, contact time and the presence or absence of NaCl and acetic acid on biosorption
In the biomass exposed to both lead (Pb2+) and salt (NaCl), the amount of Pb2+ present varied greatly (from 0.85 mg to 3.35 mg of Pb2+ per g of biomass), with the highest values reached at 25°C in the absence of acetic acid and with a contact time of 2 h (2.724 mg Pb2+ per g of biomass). The presence or absence of acetic acid did not have a significant impact on the amount of lead sorbed on the biomass, even though differences were more marked within the biomass at 25°C. Temperature had a significant impact on the biosorption capacity of the biomass, however, only a significant difference between the biomass at 25°C without acetic acid and the biomass exposed at 98°C with acetic acid was noticed. Indeed, these two combinations of variables are those that resulted in the highest and lowest mean amount of lead present within the biomass.
In another study, the optimization of biosorption processes using P. citrinum (Wahab et al., 2017) resulted in an average of o 329 ± 33.4 mg of Pb2+ per mg of biomass at 30°C, 150 rpm, 60 minutes, 4 g/L of biomass and a biomass aged of 5 days. However, in this study, the amount of Pb2+ in the biomass was calculated using the biosorption capacity of the biomass (q) that considers the initial and final concentration of metal ions in the liquid cultures, alongside the initial dry weight of biomass used. Here the amount of Pb2+ in the biomass was measured directly by considering the dry weight of the biomass after Pb2+ exposure and the consecutive Pb2+ measure. The values of both studies should thus be compared with caution. Moreover, the biosorption experiment conducted by (Wahab et al., 2017) did not conduct experiments under saline conditions. If considering the biosorption performed without salt, the maximal biosorption values from (Wahab et al., 2017) were roughly 6.85 times higher than in the present study (329 mg Pb2+ per g of biomass for (Wahab et al., 2017) compared to a maximal mean of 47.39 mg Pb2+/g at 25°C, 2 h contact time and no acetic acid, in the present study). This suggests that the conditions used here are not optimal for Pb2+ biosorption. Nevertheless, a striking difference in the Pb2+ content of the biomass was noticed between the biomass containing salt and the biomass without salt. Furthermore, considering geothermal fluids in general, the composition of these fluids will add another layer of complexity as many other ions are present within the fluids (Kovács et al., 2023). These ions may compete with the Pb2+ ions, for instance by competing for binding sites on the dead biomass and thus interfering with the Pb2+ biosorption capacity of the biosorbent (Michalak et al., 2013; Sağ, 2001), and this may explain why salinity is an issue for biosorption processes. It was indeed assessed that when biosorption is done with different heavy metals, including Pb2+, and different types of biosorbents, the adsorption capacity of the biosorbent was reduced compared to systems where only one metal was present (Mahamadi, 2019). In the latter case, lead ions tended to outcompete the other metals assessed and lead was the only metal being successfully sorbed during most of the tested multi-metals biosorption experiments (Mahamadi, 2019). It however highlights the fact that multi-metals interactions must be considered (Mahamadi, 2019; Sağ, 2001) before upscaling any biosorption method to a geothermal power plant scale. Indeed, the amount of Pb2+ sorbed by the biomass without salt was drastically higher as compared to the biomass with a high concentration of salt. This highlights the fact that working with highly saline fluids may be challenging for biosorption, decreasing the quantity of metals that can be biosorbed by the dead biomass. This is consistent with a chromium biosorption study using the fungus Rhizopus arrhizus, where increasing salt (NaCl) concentrations gradually reduced the biosorption capacity (Aksu and Balibek, 2007). Moreover, SEM microscopy images coupled to EDX analysis of the biomass showed the presence of NaCl crystals, which easily prevented the detection of Pb2+ using EDX analysis. Nonetheless, the same analysis showed that the biomass structure was not destroyed by heat and pressure, as hyphal structures were still observable after exposure, which confirms its stability at high temperature and pressure conditions.
Still, several limitations of the current study should be indicated. First of all, for biosorption experiments at 60°C and 98°C, it needs to be taken into consideration that the fluids and biomass were not directly at the right temperature, as the preparation took place at room temperature (25°C) and as the autoclaves took around 30 minutes to reach the desired temperature. It can therefore not be excluded that the biosorption observed had happened during that time. However, even if biosorption occurred during that time frame, our results showed that it did not seem to be reversed by exposure to high temperature or high pressure as the results at higher temperatures were not significantly different from those at room temperature in most cases. Desorption processes, used to recover the metal ions sorbed by the biomass, usually involve the use of solvents (Sen and Dastidar, 2010; Şenol et al., 2021) rather than temperature treatment of the biomass. This suggests that biosorption processes may not be reversed by higher temperature treatments. Moreover, it is also important to consider that the maximum temperature tested in this study was 98°C, which is already higher than temperatures usually tested in biosorption studies. It is consistent with the temperature of fluids used for heat production, but it is still low when considering geothermal fluids used for electricity production. In fact, geothermal fluids used for electricity production are usually fluids above 150°C, with some exceptions. However, a biosorption process at lower temperature could be applicable after the heat exchange for instance. Finally, in this study, only dead biomass of P. citrinum was used as a biosorbent. Nevertheless, testing dead biomass from other fungi in the context of geothermal fluids could allow to find optimal organisms for different fluid conditions. Testing other types of biomass use, such as immobilized biomass, for instance in calcium alginate beads, could also help to improve the uptake capacity of the biomass (Verma et al., 2013), which would be a necessary step to advance toward an application of such processes at a larger scale.