2.1 Effects of zinc and cadmium ions on nitrification performance of biological nitrogen removal
The effects of zinc ions on the nitrification performance is shown in Fig. 2(a). As can be seen from Fig. 2(a), the concentration-effect curves were the J-shaped curves. The results showed that when the concentration of zinc ions was less than 10 mg/L, the nitrification performance was promoted. However, when the concentration of zinc ions was more than 10 mg/L, the nitrification performance was inhibited, and the inhibitory effect gradually increased with the increasing concentration of zinc ions and the action time. Therefore, the inhibitory effect of zinc ions on the nitrification performance of biological nitrogen removal was concentration-dependent and time-dependent.
The inhibitory effect of cadmium ions on the nitrification performance of biological nitrogen removal is shown in Fig. 2b. It can be seen that the concentration-effect curve of cadmium ions on the nitrification performance showed the S-shaped curve. When the concentration of cadmium ions was 0.1~1 mg/L, the inhibition effect was not obvious, which indicated that low concentration of cadmium ions has less inhibition effect on the nitrification performance; When the concentration of cadmium ions reached 40 mg/L, the inhibition rate reached more than 98%, indicating that the high concentration of cadmium ions had a greater inhibition effect on the nitrification performance. It can be seen that the inhibitory effect of cadmium ions on the nitrification performance of biological nitrogen removal is also concentration-dependent and time-dependent.
2.2 Effects of mixtures with different ratios on nitrification performance
The effects of different ratios of zinc-cadmium mixtures on the nitrification performance are shown in Fig. 3. The concentration-effect curve of the mixtures are J-shaped curve when the ratios of zinc ions and cadmium ions was R1 and R2, and S-shaped curve was for R3. The reason may be that zinc ions had a higher proportion at the ratio of R1 and R2, and the effect of the mixtures was similar to that of the zinc ions alone. In addition, the effect of three different mixtures on the nitrification performance gradually increased with the action time, and the inhibitory effect was lower than that of the single zinc irons and cadmium irons.
2.3 Interaction of zinc ions and cadmium ions with different concentration ratios
The concentration-addition model was used to analyze the interaction of zinc ions and cadmium ions during the biological nitrogen removal of livestock breeding wastewater, and the results are shown in Fig. 4-6.
As can be seen from Fig. 4 a-d, when the ratio of zinc ions and cadmium ions was R1 and the reaction time was less than 60 h, the concentration-effect curve predicted by the concentration-addition model were higher than that of the experiment curve. The results showed that the combined effect of zinc ions and cadmium ions was lower than the sum of their individual effect, and the inhibitory effect of mixtures on the nitrification performance was weakened during biological nitrogen removal. Therefore, the inhibitory effect of mixtures was antagonistic when the reaction time was less than 60 h.
When the reaction time was 60 h and 72 h (Fig. 4 e-f), the concentration-effect curve predicted by the concentration-addition model was mainly within the 95% confidence interval of the experiment curve. The results showed that the combined effect of zinc ions and cadmium ions was equal to the sum of their individual effect. The results suggested that the inhibitory effect of the mixtures was antagonistic when the reaction time was 60 h and 72 h.
When the reaction time was 84 h (Fig. 4 e-f), the inhibitory effect of the mixtures was antagonistic during biological nitrogen removal. Maybe the proportion of zinc ions in R1 is much higher than that of cadmium ions, at the beginning of the reaction, zinc ions will dominate the competition for the active sites, reducing the toxicity of cadmium ions and producing antagonistic effects, when the competition for the active sites reaches equilibrium, the additive effect was produced, and with the progress of the reaction, the zinc ions may replace the cadmium ions bound to the active sites and produce antagonistic effects again.
When the ratio of zinc ions and cadmium ions was R2, the interaction of the mixture on the nitrification performance of biological nitrogen removal was shown in Fig. 5. As can be seen from Fig. 5, the predicted effects of concentration-addition model were higher than the experimental effects at different action times, and the difference between the predicted and experimental effects increased with the increase of concentration, indicating that the inhibitory effect of the mixture on the nitrification performance of biological nitrogen removal was mainly antagonistic at different action times, and the antagonistic effect gradually increased with the concentration of the mixture. It is possible that competition for the active sites (-SH) is more intense with the concentration of the mixture increases, and thus the antagonistic effect increases progressively with the duration of action.
As shown in Fig. 6, when the ratio of zinc ions and cadmium ions was R3, the inhibitory effect of the mixture on the nitrification performance of biological nitrogen removal was mainly antagonistic. When the reaction time reached 84 h, the inhibitory effect of the mixture on the nitrification performance was gradually transitioned from antagonistic to additive. The most possible reason is that the metal complexed with the intracellular functional groups as the reaction proceeded, and the toxicity of the complexes is less than that of zinc ions and cadmium ions. The additive effect occurs when the complexation reaction reaches equilibrium, and the chemical equilibrium of the complexation reaction becomes more favorable when the ratio of zinc ions to cadmium ions differs significantly.
It is noteworthy that the effects of the mixtures with three different concentration ratios on the nitrification performance of biological nitrogen removal were mainly antagonistic, which explains the combined effect of mixtures on the nitrification performance was lower than the action of single zinc ions or cadmium ions. This phenomenon may be attributed to the action of extracellular polymeric substances that the effect of mixed pollutants tends to produce antagonism (Wu et al. 2023). The sulfhydryl group of protein in extracellular polymeric substances will act as the active sites to bind the metal ions, leading to the change of the secondary structure of protein in extracellular polymeric substances, which affects the compactness of the extracellular polymeric substances structure (Zhang et al. 2015b). Under polymetallic interaction, different types of heavy metals s will compete for the active sites to reduce the uptake and accumulation of other metals, and resulting in antagonistic effects (Ding et al. 2015). In addition, the separate action of zinc ions and cadmium ions promotes the production and accumulation of reactive oxygen species, while zinc ions will reduce cadmium toxicity by competing with cadmium ions to reduce reactive oxygen species (Wang et al. 2019; Yu et al. 2021).
The analyses showed that the mixture toxicity interactions and the magnitude of these interactions varies, which depend on the concentration and concentration ratio of the mixture and have a certain time-dependent. In addition, the interaction factors of heavy metal mixtures are not only influenced by their chemical properties but also by environmental factors. It has been shown that different pH values and calcium ions concentrations can affect the heavy metal content and change their interactions (Zheng et al. 2023). Therefore, the toxicity mechanism of zinc ions and cadmium ions on the nitrification performance of biological nitrogen removal of aquaculture wastewater needs to be further investigated.