Effective Early Treatment of Microcystis Exponential Growth and Microcystin Production with Hydrogen Peroxide and Hydroxyapatite

Mitigating cyanotoxin production is essential to protecting aquatic ecosystems and public health. However, current harmful cyanobacterial bloom (HCB) control strategies have significant shortcomings. Because predicting HCBs is difficult, current HCB control strategies are employed when heavy HCBs have already occurred. Our pilot study developed an effective HCB prediction approach that is employed before exponential cyanobacterial growth and massive cyanotoxin production can occur. We used a quantitative polymerase chain reaction (qPCR) assay targeting the toxin-encoding gene mcyA to signal the timing of treatment. When control measures were applied at an early growth stage or one week before the exponential growth of Microcystis aeruginosa (predicted by qPCR signals), both hydrogen peroxide (H2O2) and the adsorbent hydroxyapatite (HAP) effectively stopped M. aeruginosa growth and microcystin (MC) production. Treatment with either H2O2 (10 mg·L−1) or HAP (40 µm particles at 2.5 g·L−1) significantly reduced both mcyA gene copies and MC levels compared with the control in a dose-dependent manner. While both treatments reduced MC levels similarly, HAP showed a greater ability to reduce mcyA gene abundance. Under laboratory culture conditions, H2O2 and HAP also prevented MC production when applied at the early stages of the bloom when mcyA gene abundance was below 105 copies·mL−1.


Introduction
Harmful cyanobacterial blooms (HCBs) are the excessive growth of cyanobacteria in inland freshwater bodies during warm seasons. HCBs deplete dissolved oxygen and release a significant amount of cyanotoxins, disturbing aquatic ecosystems and causing illnesses and death to wildlife, livestock, and humans [1][2][3][4]. Cyanotoxins have toxic effects to the human liver, nervous, and gastrointestinal systems. These effects can be chronic or acute, and exposure can be through drinking water, surface water, or food consumption [5][6][7]. Cyanotoxins are also harmful to all levels of aquatic species, from aquatic invertebrates to shellfish and fish [8]. These cyanotoxins are resistant to drinking water treatment and can contaminate drinking water, threatening the health of drinking-water consumers. For example, in 2014, an HCB incident led to a water advisory and water supply shutdown in Toledo, Ohio, USA [9]. More alarming are the reports of HCBs occurring globally [10], with Microcystis blooms especially increasing temporally and geographically [11], as a consequence of increasing water temperatures and anthropogenic nutrient loading [12]. Altogether, HCBs stage signaled by qPCR and RT-qPCR. Considering that this proof of concept is based on our previous field studies [38,39], we needed to verify whether our previous key findings from the field studies could also be observed in and be consistent in laboratory-mimicked bloom events. We sought to confirm the following findings in the laboratory: (1) the presence of initial signals of mcy transcripts and abundance could be detected several days before MC detection, (2) mcy signals and total MC concentrations would have a significant correlation, and (3) control measures applied after the detection of mcy signals but prior to the onset of accelerating cyanotoxin production would significantly mitigate cyanobacterial and cyanotoxin accumulation.

Results and Discussion
2.1. Growth Curve of M. aeruginosa and Relationship between mcyA and MC M. aeruginosa cultures were started with an initial cell concentration of either 10 3 (high) or 10 2 (low) cells·mL −1 . To examine whether qPCR-determined mcyA gene abundance was correlated with the number of cells, microscopic cell counts were compared to gene abundance measured by qPCR. The log 10 -transformed microscopic cell count·mL −1 and log 10 -transformed qPCR-determined gene abundance had similar means (p = 0.094, paired t-test) and a strong linear correlation (r = 0.99, p = 0.004) ( Figure S1). Previous studies also found the same strong linear correlation between mcy gene abundance and cell numbers [40,41], with each Microcystis cell containing only one copy of mcyA [42]. Thus, when discussing the number of cells in the culture, the growth rate, or the amount of MC produced per cell, we used hereinafter the gene copy number obtained from the mcyA qPCR assay.
Rapid growth of M. aeruginosa occurred during a growth curve experiment mimicking a M. aeruginosa bloom with an initial concentration of 10 2 cells·mL −1 and growing to a concentration of 10 5 cells·mL −1 over 14 days. At the beginning of the culture (day zero), early signals of 10 copies·mL −1 mcyA gene and 2 copies·mL −1 of mcyA transcript were detected by qPCR and RT-qPCR, respectively ( Figure 1). Both mcyA gene abundance and transcripts rapidly increased from day zero to day seven, increasing from 10 1 to 10 3 copies·mL −1 and from 2 to 5 × 10 2 copies·mL −1 for gene abundance and the transcripts, respectively. The total MC was first detected above the lower limit of quantification (LLOQ) of the assay at 0.28 µg·L −1 on day seven ( Figure 1). The mcyA gene abundance signals detected on day seven prior to the total MC detection were consistent with our previous findings during a natural HCB event, with the average mcy abundance being 3.20 and 3.70 log 10 copies·mL −1 , respectively, when the MC concentrations reached 0.3 µg·L −1 [38,39]. Additionally, the detection of both the mcyA gene and transcript signals seven days prior to MC detection confirmed the previous finding that mcy gene signaling is as an early warning of MC production. Thus, the growth curve confirmed three previous findings from the field studies: (1) the initial signals of mcy abundance and transcripts were detected before the total MC detection, (2) there was about a one-week lag time between the gene/transcript and total MC detections, and (3) the early exponential growth of mcy signals occurred one week after their initial detection.
Next, we determined at which point the increases in total MC began, as well as the general relationships between the total MC concentrations and mcyA abundance and transcripts. First, we examined the variation in growth rate to define the growth phases. The high-and low-inoculation cultures had similar specific growth rates with a mean of 0.65 ± 0.29 day −1 for the high-inoculation cultures and 0.64 ± 0.19 day −1 for the lowinoculation cultures ( Figure 2). The high-inoculation cultures had a specific growth rate of 0.85 day −1 on day two and 1.12 day −1 on day four before dropping to the mean growth rate, while the low-inoculation cultures' growth rates peaked on day seven with a specific growth rate of 0.88 day −1 . The highest growth rates from our cultures occurred when the mcyA abundance was below 3 log 10 copies·mL −1 , which is consistent with previous reports that higher specific growth rates corresponded to lower cell densities [43][44][45][46]. Specific growth rates of Microcystis have been reported to be between 0.1 and 1 day −1 , which can also vary among species and are influenced by light, temperature, and nutrient  [43][44][45]. Growth rates of cyanobacteria in or isolated from natural surface waters tend to be slightly lower than those of pure laboratory cultures [45,46]. The average specific growth rate of Microcystis in Taihu Lake, China, was 0.42 day −1 , and the in-situ growth rates ranged from 0.1 to 0.8 day −1 [46]. Both mcyA gene abundance and MC concentration had steady logarithmic growth, although the MC production lagged by five to seven days in the low inoculation growth curve (Figure 2b), suggesting that the significant elevation of MC was after the specific growth rates peaked (i.e., four days for low inoculation and seven days for high inoculation). By day 14, the specific growth rates of all cultures dropped to approximately 0.3 day −1 , indicating that the cultures were in the late exponential growth phase by the end of the experiment. This growth curve indicated that the early logarithmic growth phase started after inoculating with a low cell density and experienced an initial lag phase for approximately three days before logarithmic growth, which then lasted for two weeks. Next, we determined at which point the increases in total MC began, as well as the general relationships between the total MC concentrations and mcyA abundance and transcripts. First, we examined the variation in growth rate to define the growth phases. The high-and low-inoculation cultures had similar specific growth rates with a mean of 0.65 ± 0.29 day −1 for the high-inoculation cultures and 0.64 ± 0.19 day −1 for the low-inoculation cultures ( Figure 2). The high-inoculation cultures had a specific growth rate of 0.85 day −1 on day two and 1.12 day −1 on day four before dropping to the mean growth rate, while the low-inoculation cultures' growth rates peaked on day seven with a specific growth rate of 0.88 day −1 . The highest growth rates from our cultures occurred when the mcyA abundance was below 3 log10 copies·mL⁻¹, which is consistent with previous reports that higher specific growth rates corresponded to lower cell densities [43][44][45][46]. Specific growth rates of Microcystis have been reported to be between 0.1 and 1 day −1 , which can also vary among species and are influenced by light, temperature, and nutrient levels [43][44][45]. Growth rates of cyanobacteria in or isolated from natural surface waters tend to be slightly lower than those of pure laboratory cultures [45,46]. The average specific growth rate of Microcystis in Taihu Lake, China, was 0.42 day −1 , and the in-situ growth rates ranged from 0.1 to 0.8 day −1 [46]. Both mcyA gene abundance and MC concentration had steady logarithmic growth, although the MC production lagged by five to seven days in the low inoculation growth curve (Figure 2b), suggesting that the significant elevation of MC was after the specific growth rates peaked (i.e., four days for low inoculation and seven days for high inoculation). By day 14, the specific growth rates of all cultures dropped to approximately 0.3 day⁻ 1 , indicating that the cultures were in the late exponential growth phase by the end of the experiment. This growth curve indicated that the early logarithmic growth phase started after inoculating with a low cell density and experienced an initial lag phase for approximately three days before logarithmic growth, which then lasted for two weeks. The correlation analysis showed important findings that agreed with the previous field results [39]. First, significant positive correlations existed between log10-transformed MC concentrations and log10-transformed mcyA abundance (r = 0.98, p < 0.01) and transcripts (r = 0.97, p < 0.01) (Figure 3). Comparing MC versus log10-transformed mcyA abundance ( Figure S2A) and transcripts ( Figure S2B) indicated that an exponential increase in MC production, from a concentration of 6 μg•L −1 to greater than 120 μg•L −1 , occurred when  The correlation analysis showed important findings that agreed with the previous field results [39]. First, significant positive correlations existed between log 10 -transformed MC concentrations and log 10 -transformed mcyA abundance (r = 0.98, p < 0.01) and transcripts (r = 0.97, p < 0.01) ( Figure 3). Comparing MC versus log 10 -transformed mcyA abundance ( Figure S2A) and transcripts ( Figure S2B) indicated that an exponential increase in MC production, from a concentration of 6 µg·L −1 to greater than 120 µg·L −1 , occurred when gene abundance was greater than 10 5 copies·mL −1 or transcript abundance was greater than 10 4 copies·mL −1 . These findings further highlighted the relationship between MC and mcyA gene abundance, which also supports previous studies [47][48][49]. Other studies highlighted the complexity of the relationship between MC and the mcyA transcripts. One study showed that mcyA transcripts increased 70 times, while MC concentrations from culture increased 22 times, indicating a positive correlation [47]. On the other hand, a field study showed no correlation between the two [48]. Ngwa et al. [48] measured the relative expression of mcyA and noted that the transcription levels varied throughout the growth period, while the MC concentration increased constantly. It is possible that a similar correlation as we observed would have occurred if the total transcript levels of mcyA rather than the relative transcript levels were used. These mcyA abundance and gene expression results emphasize the importance of using mcyA as an "early" signal to initiate the treatment of MC production. For example, our finding that the exponential increase in MC production occurred when gene abundance reached a threshold of 10 5 copies·mL −1 , and this threshold was considered as the signal to employ control measures. Thus, the growth stage of greater than 10 5 copies·mL −1 was considered to be MC-producing growth in this study (commonly considered as "overgrowth"). The use of the correlation between mcyA and MC to predict when control measures should be implemented is addressed below.  This growth curve experiment supported our previous findings from field studies that the mcyA gene is an early signal of MC production and that mcyA and MC are significantly correlated [38,39]. For instance, using the regression of log10 MC μg•L −1 versus the log10 mcyA copies•mL −1 obtained from the growth curve (Figure 3), the MC levels of 0.3, 1.6, and 8 μg•L −1 [50] corresponded to 2.96, 3.99, and 4.97 log10 copies•mL −1 , respectively, which are in approximate agreement with the relationships obtained from the field samples (3.11, 4.20, and 5.22 log10 copies•mL −1 ) [39]. However, the 5.22 log10 copies•mL −1 reported by Lu et al. [39] corresponded to the 4 μg•L −1 MC level recommended by the World Health Organization (WHO) rather than the 8 μg•L −1 level by the U.S. Environmental Protection Agency (EPA) [50]. The U.S. EPA guidance levels for MC mentioned above are for the concentrations of MCs in drinking water at 0.3 μg•L −1 for bottle-fed infants and preschool children, 1.6 μg•L −1 for school-age children and adults [50,51], and 8 μg•L −1 (4 μg•L −1 , WHO) for MC exposure in recreational waters. The growth curves also showed the detec- This growth curve experiment supported our previous findings from field studies that the mcyA gene is an early signal of MC production and that mcyA and MC are significantly correlated [38,39]. For instance, using the regression of log 10 MC µg·L −1 versus the log 10 mcyA copies·mL −1 obtained from the growth curve (Figure 3), the MC levels of 0.3, 1.6, and 8 µg·L −1 [50] corresponded to 2.96, 3.99, and 4.97 log 10 copies·mL −1 , respectively, which are in approximate agreement with the relationships obtained from the field samples (3.11, 4.20, and 5.22 log 10 copies·mL −1 ) [39]. However, the 5.22 log 10 copies·mL −1 reported by Lu et al. [39] corresponded to the 4 µg·L −1 MC level recommended by the World Health Organization (WHO) rather than the 8 µg·L −1 level by the U.S. Environmental Protection Agency (EPA) [50]. The U.S. EPA guidance levels for MC mentioned above are for the concentrations of MCs in drinking water at 0.3 µg·L −1 for bottle-fed infants and pre-school children, 1.6 µg·L −1 for school-age children and adults [50,51], and 8 µg·L −1 (4 µg·L −1 , WHO) for MC exposure in recreational waters. The growth curves also showed the detection of mcyA gene abundance and signaling one week before the significant detection of MC (Figure 1), similar to results from our field studies [38,39]. Here, our emphasis is on the finding that our previous field results agree with those obtained in laboratory cultures, and we hypothesized that the initial detection and correlation of mcyA with MC can be used to signal the application of treatment measures to mitigate HCBs. The objective of this study was to build upon the basis of the timing concept of taking the early warning measurements, the onset of mcyA signaling, and the timing of preventative treatment. Thus, this study proposed a strategy to determine the timing of treatment. For drinking water and recreational water, the total MC advisory levels of 0.3 µg·L −1 and 8 µg·L −1 may be considered, respectively, and the timing of treatment can be set within an approximate week after the initial mcyA qPCR and RT-qPCR signals are detected. For drinking water, the advisory warning levels of mcyA qPCR and RT-qPCR signals are 10 3 and 10 1 copies·mL −1 , respectively, and 10 5 and 10 3 copies·mL −1 for recreational water, respectively. The initial thresholds of qPCR and RT-qPCR signals suggested here were cited from a previous study in Harsha Lake, OH [39]. One week after the early warning signals were detected by qPCR and RT-qPCR, the cultures were treated with either H 2 O 2 or HAP, testing the hypothesis that an early warning signal could be used as an indicator to begin treatment and prevent increases in MC concentrations and the exceedance of advisory thresholds. These threshold signals can change with advisory values such as state advisories or WHO guidance values and can be adapted to other lakes using the correlation equation of mcy genes with the total MC in a specific waterbody. The seven-day timing used in this study was just one selected time for the experiments by considering the above results and the practicality of weekly sampling frequency rather than it being the optimal time. For future field experiments, various time ranges should be tested on the treatment efficacy.

Treatment of Microcystis and MC with Hydrogen Peroxide
M. aeruginosa cultures were started with an initial mcyA abundance of 1.5 log 10 copies·mL −1 and allowed to grow in LowN BG-11 for seven days prior to being treated with 5, 10, 20, or 40 mg·L −1 of H 2 O 2 . On the day of treatment, the average mcyA abundance of the cultures was 5 log 10 copies·mL −1 . An immediate decrease in cell density occurred at 24 h and 48 h, and cell numbers continued to decrease until 7 days after treatment (DAT) with all of the treatments being significantly lower than the control at 24 h, 48 h, and 7 DAT (p < 0.04) ( Figure 4a). A dose-dependent effect on mcyA abundance, expression, and total MC was seen with the H 2 O 2 treatments. Significant dose-dependent decreases from 5.06 to 4.64, 4.11, 3.72, and 2.56 log 10 copies·mL −1 occurred 7 DAT for the 5, 10, 20, and 40 mg·L −1 treatments, respectively ( Figure 4a). By 14 DAT, regrowth of M. aeruginosa was seen in cultures treated with 5 and 10 mg·L −1 H 2 O 2 , but not with higher doses. The mcyA abundance in the cultures treated with higher concentrations of H 2 O 2 decreased continuously after treatment. These results confirmed previous studies on the treatment of Microcystis with H 2 O 2 . Laboratory experiments have shown a decrease in Microcystis concentration, as measured by photosynthetic pigments and oxidation activity 2 h after treatment with 5.1 and 10.2 mg·L −1 H 2 O 2 [24], and a loss of cell integrity occurred after 3 h at H 2 O 2 concentrations of 10 to 60 mg·L −1 [52]. Therefore, the immediate and significant decrease we detected at 24 h was expected. Yang et al. [19] also showed that Microcystis needed to be dosed with H 2 O 2 concentrations above 2.7 mg·L −1 in the laboratory and 6.7 mg·L −1 in the field to prevent the regrowth of Microcystis five to seven days after treatment. The regrowth of Microcystis occurred more quickly in these experiments compared with our results, where the growth was suppressed for 14 days, but the starting cell concentrations were likely higher as the lab and field experiments were started with a Microcystis biovolume of > 10 7 µm 3 ·mL −1 [19]. The regrowth of cyanobacteria at doses lower than 5 mg·L −1 of H 2 O 2 has also been reported by others [53,54]. H 2 O 2 treatment of 0.1 mg·µg −1 chlorophyl a in a wastewater pond was more successful at reducing both cyanobacterial cell densities and MC concentrations by 60% to 70% (10 6 cells·mL −1 and 1.4 µg·L −1 initial concentrations) for two weeks before regrowth occurred after three weeks and surpassed the initial concentrations by week four [54]. Our results indicate that Microcystis may need to be treated with concentrations higher than 5 mg·L −1 as 10 mg·L −1 was needed to prevent regrowth, which is more comparable to the concentration needed in environmental or field samples rather than pure cultures [19,53,55]. It would be tempting to use higher doses of H 2 O 2 to control Microcystis, but higher doses can negatively affect other plankton. For instance, H 2 O 2 treatments at a concentration of 20 mg·L −1 negatively affect zooplankton [19], and treatments above 10 mg·L −1 decrease diatom and green algae abundance [28]. It has also been shown in mesocosm studies that treatment at 10 mg·L −1 can reduce cyanobacterial growth, increase phytoplankton abundance and diversity, and prevent cyanobacterial regrowth [28,55,56]. Therefore, our results combined with previous studies suggest an appropriate treatment level of H 2 O 2 on Microcystis dominated HCBs should be between 5 to 10 mg·L −1 .  The dose-dependent decreases in the total MC concentration in the treated cultures were also observed after the H2O2 treatments. Overall, the reduction in total MC concentration by H2O2 treatments followed the same trend as the reduction in mcyA abundance, although MC was reduced less than mcyA abundance. The decrease in total MC concentration 48 h after treatment ranged from 49% to 82% compared with an 80% to 98% reduction in mcyA abundance. These reductions in mcyA abundance and MC concentration are comparable to in-lake treatments with H2O2 that reduced the cyanobacterial concentration by 99% and 97% (6 × 10 5 cells·mL⁻¹ initial concentration), while MC concentrations (20 μg·L⁻¹ initial concentration) were reduced by similar amounts or to an undetectable level [18,57]. At 48 h, our control cultures had a similar cell concentration of 2.2 × 10 5 cells·mL⁻¹ and MC concentration of 17.8 μg·L⁻¹. These treatments were at a lower concentration of H2O2 (2 to 3 mg·L⁻¹) than needed in our experiments to reduce Microcystis growth. However, these treatments were applied to Planktothrix, Aphanizomenon, and Dolichospermum dominated blooms [10,49], which have been shown to be more sensitive to H2O2 treatment than Microcystis [18]. However, a similar in-lake treatment of a Planktothrix bloom de-* * * * * * * The dose-dependent decreases in the total MC concentration in the treated cultures were also observed after the H 2 O 2 treatments. Overall, the reduction in total MC concentration by H 2 O 2 treatments followed the same trend as the reduction in mcyA abundance, although MC was reduced less than mcyA abundance. The decrease in total MC concentration 48 h after treatment ranged from 49% to 82% compared with an 80% to 98% reduction in mcyA abundance. These reductions in mcyA abundance and MC concentration are comparable to in-lake treatments with H 2 O 2 that reduced the cyanobacterial concentration by 99% and 97% (6 × 10 5 cells·mL −1 initial concentration), while MC concentrations (20 µg·L −1 initial concentration) were reduced by similar amounts or to an undetectable level [18,57]. At 48 h, our control cultures had a similar cell concentration of 2.2 × 10 5 cells·mL −1 and MC concentration of 17.8 µg·L −1 . These treatments were at a lower concentration of H 2 O 2 (2 to 3 mg·L −1 ) than needed in our experiments to reduce Microcystis growth. However, these treatments were applied to Planktothrix, Aphanizomenon, and Dolichospermum dominated blooms [10,49], which have been shown to be more sensitive to H 2 O 2 treatment than Microcystis [18]. However, a similar in-lake treatment of a Planktothrix bloom decreased cell concentrations by 80% (from 1780 to 358 filaments·mL −1 ), but a constantly low level of MC (0.4 to 1.5 ppb) was detected throughout the experiment [58]. This shows that treatments and results may have to be adjusted based on the characterization of the cyanobacterial population. Control cultures had total MC concentrations of 17.80 µg·L −1 48 h after treatment, while the total MC concentration in treated cultures was 6.82, 8.95, 3.48, and 3.23 mg·L −1 for the 5, 10, 20, and 40 mg·L −1 H 2 O 2 treatments, respectively (Figure 4b).
The total MC concentrations showed a significant decrease for all of the treatment groups compared to the control 48 h after treatment (p < 0.05) (Figure 4b). The total MC levels never recovered to the level in the control cultures. However, the total MC concentrations in the 5 mg·L −1 of H 2 O 2 cultures showed increasing signs on 7 and 14 DAT, becoming not significantly different from the control (p > 0.10) (Figure 4b). According to previous studies, the main mechanism by which H 2 O 2 reduces the total MC levels is by inducing cell damage and death and reducing Microcystis cell growth [24,59]. It has also been shown that H 2 O 2 is relatively weak at degrading MC, removing only 17% of MC-LR after a 60-min treatment [60]. An often-cited negative consequence of H 2 O 2 treatments is the release of MC from damaged cells, increasing the MC concentration in water. Several studies have noted increases in extracellular MC concentration several days after H 2 O 2 treatments in mesocosms and laboratory experiments [19,24,54,61]. Interestingly, MC concentrations increased significantly more in Microcystis colonies of the greatest size when treated with H 2 O 2 , showing the importance of early treatment before large colonies form [61]. Such a consequence was absent in the current study because the total MC was not massively produced. For instance, the total MC concentrations with an initial mean concentration of 4.99 ± 0.08 µg·L −1 did not increase after treatment with H 2 O 2 until 7 DAT in the 5 mg·L −1 treatment and 14 DAT in the 10 mg·L −1 treatment, while the total MC concentrations did not increase in the higher H 2 O 2 concentrations. These results show that H 2 O 2 effectively prevented Microcystis growth and MC production if the treatment was conducted during an early exponential growth phase. Treatment in the early exponential growth phase before the total MC levels have increased is important, as the primary action of H 2 O 2 treatment is preventing Microcystis growth and thus new MC production. To confirm these results, an optimized experiment was conducted with an initial mcyA abundance of 0.96 log 10 copies·mL −1 of culture grown in LowN BG-11. The treatment with 10 mg·L −1 H 2 O 2 was planned on day seven of culture because on day seven, the culture was in early exponential growth. At the beginning of the experiment, the mcyA signal was initially detected by qPCR (1.2 log 10 copies·mL −1 ) and the mcyA transcript signal was detected by RT-qPCR (1.1 log 10 copies·mL −1 ) four days after the inoculation (Figure 5). At the time of treatment (day zero) with mcyA abundance of 3.6 log 10 copies·mL −1 , the total MC was detectable at 0.13 ug·L −1 just above the limit of detection (LOD) of 0.10 µg·L −1 but below the LLOQ of 0.15 µg·L −1 . The total MC became undetectable after treatment and remained so throughout the experiment (14 days), while the total MC concentration increased to 70 µg·L −1 in the control cultures. mcyA gene abundance decreased immediately upon treatment to 2.41 log 10 copies·mL −1 by 7 DAT and 2.47 log 10 copies·mL −1 by 14 DAT (Figure 5). Together, these results demonstrated that treating M. aeruginosa at its early exponential stage signaled with mcyA abundance and/or transcripts would prevent MC-producing growth and keep MC production from ultimately reaching even the lowest drinking water warning level of 0.3 µg·L −1 MC [51] and preventing regrowth for at least 14 days. periment (14 days), while the total MC concentration increased to 70 μg•L −1 in the co cultures. mcyA gene abundance decreased immediately upon treatment to 2.41 log1 ies•mL −1 by 7 DAT and 2.47 log10 copies•mL −1 by 14 DAT (Figure 5). Together, these re demonstrated that treating M. aeruginosa at its early exponential stage signaled with abundance and/or transcripts would prevent MC-producing growth and keep MC duction from ultimately reaching even the lowest drinking water warning level o μg•L −1 MC [51] and preventing regrowth for at least 14 days.

Mitigation of Microcystis and MC Using Hydroxyapatite
Considering adsorption is a successful measure to mitigate Microcystis and MC [22,23], HAP was chosen as an adsorbent surrogate for this study because of its high adsorption properties and availability. Preliminary experiments were conducted to test the adsorption of M. aeruginosa cells and total MC across different types and sizes (60 nm, 200 nm, and 40 µm) of HAP particles (Figures S3 and S4). On the basis of the initial experiments using various HAP particle sizes, subsequent treatment studies used 40 µm HAPs at concentrations of 0.5 g·L −1 and 2.5 g·L −1 . Practically, the application of 40 µm HAPs can reduce the cost and inhalation risk compared with the nanoparticles (e.g., 60 nm and 200 nm).
Cultures of M. aeruginosa were grown in LowN BG-11 at an initial concentration of 1.01 log 10 copies·mL −1 . They were treated with 40 µm HAP particles at either 2.5 g·L −1 on day seven (0.35 g total) or with 0.5 g·L −1 on days 4, 7, 10, and 14 (0.26 g total). The HAP particles showed significant adsorption of M. aeruginosa, and cultures treated with HAP showed decreasing cell and total MC concentrations. Both treatment levels of HAP removed more than 99% of detectable cells on day 14 compared with the control (i.e., no HAP addition) (Figure 6a). Likewise, on day 14, HAP reduced the total MC level in the cell cultures by 81.2% and 90.3% for the low (0.5 g·L −1 ) and high (2.5 g·L −1 ) HAP concentrations, respectively (Figure 6b). Treatment with HAP caused an immediate decrease in mcyA abundance. The treatment with 0.5 g·L −1 HAP on day four resulted in a 1-log 10 reduction of mcyA by day seven compared with the control (p = 0.03), and treatment on day seven with 2.5 g·L −1 HAP resulted in a 2-log 10 reduction in mcyA compared with the control by day 10 (p = 0.001) (Figure 6a). This immediate adsorption of Microcystis cells by HAP is consistent with previous results, in which the highest removal rates of cells treated with clays/minerals occurred within the first 10 min of treatment, which would be necessary for environmental treatment [62]. The adsorption of cells to the surface of HAP would bind and remove cells akin to the process of flocculation with clays and minerals that remove cyanobacteria as they settle to the bottom of the water column, resulting in cell mortality [63,64]. The concentration of mcyA in treated cultures remained significantly lower than the control throughout the treatment, with the concentration of mcyA being close to 2.3 log 10 copies·mL −1 for both 0.5 g·L −1 and 2.5 g·L −1 HAP treatments on day 21 compared with 6.54 log 10 copies·mL −1 for the control, effectively preventing M. aeruginosa regrowth. Treatment with a one-time dose of HAP at 2.5 g·L −1 showed a larger reduction in mcyA abundance on days 10 and 14 than the sequential dosing of HAP at 0.5 g·L −1 . mcyA abundance was significantly lower (p = 0.034) on day 14 at 1.9 log 10 copies·mL −1 for 2.5 g·L −1 and 3.78 log 10 copies·mL −1 for 0.5 g·L −1 (Figure 6a). These results suggest that the reduction in mcyA abundance and thus cell adsorption corresponded to the total amount of HAP added to the cultures. On days 10 and 14, the total amount of HAP added to the 2.5 g·L −1 cultures was 0.35 g compared with 0.15 g and 0.21 g on days 10 and 14 for the 0.5 g·L −1 cultures, respectively. By day 21, the total amount of HAP added was 0.35 g for the 2. The general effect of HAP treatment on the total MC levels of the cultures was similar to that of the adsorption and reduction of M. aeruginosa cells, but the total MC reduction was less compared with that of the cells. By day 10, the total MC levels of both HAP treatments were significantly lower than the control (p < 0.05) and remained relatively low throughout the experiment (Figure 6b). The treatments with the two HAP concentrations showed similar efficacies of MC mitigation. For example, the concentration of total MC was lower on days 10 and 14, but higher on day 21 in the 2.5 g•L −1 cultures than in the 0.5 g•L −1 cultures, but their efficacies showed no significant difference (p > 0.1). The major difference between the reduction in total MC and the reduction in mcyA abundance was the level of reduction. From days 10 to 21, HAP treatment reduced the total MC levels by 65% to 92% with the largest reduction in total MC in the 2.5 g•L −1 treatment on day 14, whereas the reduction in mcyA abundance ranged from 2 to 4-log10 units, or a greater than 99% reduction. These results suggest that the principal mechanism through which HAP reduces the total MC levels is through adsorbing Microcystis cells and removing them from the culture through sedimentation, reducing the growth as evidenced by the significant decrease in mcyA abundance compared with the decrease in total MC concentrations. Additionally, the results suggest that the reduction in MC levels does not correlate with the amount of HAP added to the cultures, as both the 0.5 g•L −1 and 2.5 g•L −1 cultures had comparable levels of total MC. Our results indicate that the adsorbent HAP has a greater affinity for the adsorption of M. aeruginosa cells than the adsorption of MC. The concentration of HAP in our experiments was in the range of those typically tested with clay adsor-* * *˄ * * *˄ * The general effect of HAP treatment on the total MC levels of the cultures was similar to that of the adsorption and reduction of M. aeruginosa cells, but the total MC reduction was less compared with that of the cells. By day 10, the total MC levels of both HAP treatments were significantly lower than the control (p < 0.05) and remained relatively low throughout the experiment (Figure 6b). The treatments with the two HAP concentrations showed similar efficacies of MC mitigation. For example, the concentration of total MC was lower on days 10 and 14, but higher on day 21 in the 2.5 g·L −1 cultures than in the 0.5 g·L −1 cultures, but their efficacies showed no significant difference (p > 0.1). The major difference between the reduction in total MC and the reduction in mcyA abundance was the level of reduction. From days 10 to 21, HAP treatment reduced the total MC levels by 65% to 92% with the largest reduction in total MC in the 2.5 g·L −1 treatment on day 14, whereas the reduction in mcyA abundance ranged from 2 to 4-log 10 units, or a greater than 99% reduction. These results suggest that the principal mechanism through which HAP reduces the total MC levels is through adsorbing Microcystis cells and removing them from the culture through sedimentation, reducing the growth as evidenced by the significant decrease in mcyA abundance compared with the decrease in total MC concentrations. Additionally, the results suggest that the reduction in MC levels does not correlate with the amount of HAP added to the cultures, as both the 0.5 g·L −1 and 2.5 g·L −1 cultures had comparable levels of total MC. Our results indicate that the adsorbent HAP has a greater affinity for the adsorption of M. aeruginosa cells than the adsorption of MC. The concentration of HAP in our experiments was in the range of those typically tested with clay adsorbents (0 to 5 g·L −1 ). Our results confirmed what others have shown, in that cyanobacterial removal increases with increased concentrations of the adsorbent but often does not significantly increase after a threshold of adsorbent (0.5 to 1 g·L −1 ) is reached [62,63,65]. Our removal efficacy of 99% of cells was slightly higher than what others have reported, but some types of clay removed up to 90% of cells at these adsorbent concentrations [62,63]. Our removal efficacy may have been higher because our experiments took place over an extended time period (14 days) as opposed to the removal of cells measured over hours [62,63]. In these tests, clay minerals could remove 10 6 cells·mL −1 of Microcystis cultures at 0.75 g·L −1 [63], and 26 clay/minerals were tested with an initial Microcystis cell concentration of 10 9 cells·mL −1 , with removal efficacies that ranged from less than 50% to 90% at concentrations of 0.7 g·L −1 [62]. While the removal efficacy by HAP was higher, the total number of cells removed by these clay minerals could be greater and the efficacy of removal between different minerals could vary widely. In the natural environment, the cells would adsorb to HAP or other clay sediments, where they would settle into the bottom of the waterbody where both the cells and MC are degraded [66]. Our cultures may have retained higher MC levels because, although the cells were adsorbed to the HAP particles on the bottom of the flask, the cells still received light and nutrients in the small batch culture conditions and thus may have remained viable and released MC. To reduce the possibility of MC release from HAP sediments, as occurred in our culture experiment, it is necessary to treat the HAB event at a very early stage of MC production. We were aware that HAP sediments could release phosphorus into the water column and promote algal growth [36,67]. Thus, while we used HAP in this preliminary study, we have recognized that there are potential downsides related to phytoplankton growth. In future studies, other types of particles for adsorption/flocculation in real world scenarios should be assessed.

Comparison of Treatment with HAP versus Hydrogen Peroxide
Treatments of Microcystis cultures with either HAP or H 2 O 2 prevented MC-producing growth lowering mcyA abundance, mcyA transcript level, and MC concentration. It would be beneficial to know which treatment was more effective at preventing Microcystis growth and thus HCBs. To determine if there was a difference in the effectiveness of these two treatments, we compared the results from the 2.5 g·L −1 treatment of HAP and the 5 and 10 mg·L −1 treatments of H 2 O 2 on 7 and 14 DAT. These were chosen because the 2.5 g·L −1 HAP and H 2 O 2 treatments were applied on day seven of culture growth and the same measurements were taken on the cultures at both the 7 and 14 DAT time points. When comparing the number of cells in the cultures after treatment, HAP led to a 4-log 10 reduction in mcyA abundance at 7 DAT, while the H 2 O 2 treatments led to a 1.69-log 10 reduction at 5 mg·L −1 and 2.22-log 10 reduction at 10 mg·L −1 at 7 DAT. While all of the treatments showed a large reduction in mcyA abundance, treatment with HAP resulted in a lower number of mcyA gene copies in cultures at both 7 and 14 DAT compared with the H 2 O 2 treatments (Figure 7a). Although HAP reduced the number of cells in the culture more than the H 2 O 2 treatments, the same effect was not seen for MC concentrations, where 10 mg·L −1 H 2 O 2 was the most effective at reducing MC concentrations (Figure 7b). Our results indicate that an adsorbent such as HAP may be more effective at removing cells from the culture, but H 2 O 2 is more effective at preventing the total MC increase. It should be noted, however, that because of the nature of treatment in a culture flask, where HAP has longer and more constant contact with the cells compared with a treatment that takes place in a lake or reservoir, the removal of Microcystis cells could artificially increase in the culture experiments. Treatments of HCBs with H 2 O 2 or flocculation with clay sediments in both mesocosms and the field have shown to be effective at reducing the cell numbers and MC concentrations. Matthijs et al. [18] found a 99% reduction in cyanobacterial concentration (6 × 10 5 cells·mL −1 initial concentration) for an in-lake treatment with 2 mg·L −1 of H 2 O 2 . Yang et al. [19] reported a 90% reduction in MC concentrations (4 µg·L −1 initial concentration) with more than 6.7 mg·L −1 H 2 O 2 . These reduction levels found with H 2 O 2 are significantly higher than those reported for flocculation and sedimentation, where reductions of MC concentrations ranged from 40% to 50% in a lake treated with 40 to 50 g·m −2 of modified local soil when compared with an untreated section of the lake [23]. Our results with HAP showed a larger reduction at 65% to 92%. However, the lake treatments were applied to a high cell biomass where a 1 cm thick HAB had already formed in the lake [23]. When modified clay was applied in Xuanwu Lake in Nanjing, China, at cell concentrations of 2.7 × 10 7 cells·mL −1 , the cell concentrations were reduced to 6 × 10 3 cells·mL −1 , and MC concentrations were reduced to <0.01 µg·L −1 from 0.03 to 0.62 µg·L −1 [22], further showing the importance of early treatment. As the conditions of these studies varied, it is difficult to compare the results of these two types of treatments. Given that they have similar positive outcomes, it would be beneficial to study them simultaneously in a field environment to see if one is more effective than the other, or if they could be combined for more effective mitigation and prevention of HCBs. to see if one is more effective than the other, or if they could be combined for more effective mitigation and prevention of HCBs.

Conclusions
To assess the optimal timing of treatment for an HCB event, this study examined the growth curve, growth rate, and relationships of MC production with mcyA gene abundance and expression during the logarithmic growth phase of M. aeruginosa in a lowN medium with low inoculation. The optimal timing of treatment was in the early logarithmic growth phase, which was characterized by high growth rates, pre-exponential MC production, and significant correlations between MC production and mcyA abundance. We found that the optimal timing for treatment was approximately seven days after inoculating the cultures because the cell growth was in the early logarithmic phase and MC concentrations did not exceed the U.S. EPA recommended recreational water limit (8 μg•L −1 ). To determine the optimal timing, mcyA qPCR signal was used as an indicator, and an abundance of less than 10 5 copies•mL −1 signaled early-stage treatment to mitigate MCproducing growth and MC production. Treatment measures, including the oxidant H2O2 and the adsorbent HAP, taken at the early stage of growth, demonstrated effective mitigation and control of the exponential growth of M. aeruginosa and toxin production without regrowth at low treatment concentration levels. Our results provide evidence that early treatment of HCBs with hydrogen peroxide or HAP are promising approaches in mitigating or controlling toxin-producing cyanobacteria and their respective cyanotoxins.

Conclusions
To assess the optimal timing of treatment for an HCB event, this study examined the growth curve, growth rate, and relationships of MC production with mcyA gene abundance and expression during the logarithmic growth phase of M. aeruginosa in a lowN medium with low inoculation. The optimal timing of treatment was in the early logarithmic growth phase, which was characterized by high growth rates, pre-exponential MC production, and significant correlations between MC production and mcyA abundance. We found that the optimal timing for treatment was approximately seven days after inoculating the cultures because the cell growth was in the early logarithmic phase and MC concentrations did not exceed the U.S. EPA recommended recreational water limit (8 µg·L −1 ). To determine the optimal timing, mcyA qPCR signal was used as an indicator, and an abundance of less than 10 5 copies·mL −1 signaled early-stage treatment to mitigate MC-producing growth and MC production. Treatment measures, including the oxidant H 2 O 2 and the adsorbent HAP, taken at the early stage of growth, demonstrated effective mitigation and control of the exponential growth of M. aeruginosa and toxin production without regrowth at low treatment concentration levels. Our results provide evidence that early treatment of HCBs with hydrogen peroxide or HAP are promising approaches in mitigating or controlling toxin-producing cyanobacteria and their respective cyanotoxins. In addition, these two treatment approaches are cost-effective and can be feasible to manage (source or recreational) waterbodies and decrease ecosystem and public health risks associated with HCBs.

Microcystis aeruginosa Cultivation and Growth Curve Experiments
Stock cultures of M. aeruginosa were grown in BG-11 (Cyanobacteria BG-11 Freshwater Solution, MilliporeSigma, Burlington, MA, USA) to a cell density of approximately 10 7 cell·mL −1 in 300 mL glass flasks. The cultures were grown in an environmental chamber with a light intensity of 44.02 µmol·m −2 ·s −1 from cool white fluorescent lights measured using a LICOR LI-1500 at the surface of the culture flasks with a 16/8-hour light/dark cycle and at 25 • C. Additionally, the cultures were provided with air from a laboratory air line for the growth curve experiments. The experiments described below used the same conditions as the stock cultures above. The growth curve cultures were inoculated with 10 3 cells·mL −1 (high inoculation) or 10 2 cells·mL −1 (low inoculation) from stock M. aeruginosa cultures. For cultures with low inoculation densities, a modified LowN BG-11 (LowN) medium, containing 1% of the sodium nitrate in BG11 but with all other ingredients being equal to standard BG-11 (Table S1), was used. Duplicate 1 L cultures were grown in 2 L glass flasks and sampled every two or three days. Of each collected sample, 1 mL was used for direct cell counting using a microscope and hemacytometer, 10 to 100 mL was filtered through 0.8 µm Isopore polycarbonate filters (Millipore-Sigma, Burlington, MA, USA) and stored in Lysing Matrix A bead tubes (MP Biomedicals, Irvine, CA, USA) with Trizol (Invitrogen, Waltham, MA, USA) at −80 • C for RNA/DNA extraction, and 10 mL was collected in a glass centrifuge tube and stored at −20 • C for the total MC enzyme-linked immunosorbent assay (ELISA) measurement. Two growth curve experiments with duplicate cultures were performed using LowN and were grown for 14 days. The sampling and sample processing mentioned here were also used for the treatment experiments described below.

H 2 O 2 Treatment of M. aeruginosa
To test the effect of different concentrations of H 2 O 2 on Microcystis growth and toxin production, 200 mL cultures were started at a concentration of approximately 10 4 cells·mL −1 in LowN medium and grown for seven days prior to H 2 O 2 treatment, at which time they were dosed with 5, 10, 20, or 40 mg·L −1 of H 2 O 2 . The H 2 O 2 concentration was measured using absorbance at 240 nm with a Spectramax spectrophotometer (Molecular Devices, San Jose, CA, USA). The experiment was repeated with cultures grown in duplicate for each treatment. Samples were taken at 7, 3, and 0 days before treatment (DBT), and 24 h, 48 h, 7, and 14 days after treatment (DAT). As described above, the samples were taken for DNA/RNA extraction and total MC analysis by ELISA. Treatment of low inoculation cultures was done using 10 mg·L −1 H 2 O 2 . For the low inoculation test, triplicate 1 L cultures were grown in 2 L glass flasks with LowN medium with lab air. Samples, as described above, were taken for DNA/RNA and total MC analyses; however, 100 mL was filtered through 0.45 µm polycarbonate filters (PALL Corporation, Port Washington, NY, USA) for DNA/RNA extraction. A summary of the M. aeruginosa test conditions can be found in Table S2.

HAP Adsorption of M. aeruginosa and MC
A preliminary study was conducted to examine whether HAP particles were an effective adsorbent for M. aeruginosa and MC, and which HAP particle size had the best adsorption properties. HAP particle sizes at 60 nm (MK Nano Technologies, Japan), 200 nm (Sigma-Aldrich, St. Louis, MO, USA), and 40 µm (Bio-Rad Laboratories, Hercules, CA, USA) were used for these initial experiments. The experiment started with 200 mL cultures at an inoculation of 5 × 10 3 cells·mL −1 of M. aeruginosa grown in 500 mL flasks for 21 days. Cultures were grown in LowN for seven days prior to HAP treatments at 0.5 g/L or 2.5 g/L. All of the treatments were initiated on day seven. Samples were taken on day 0, 4, 7, 10, 14, and 21. The experiment was repeated using 40 µm HAP particles at concentrations of 0.25, 0.5, and 2.5 g·L −1 , as described above.
To test the adsorption of M. aeruginosa to HAP particles, 200 mL cultures were started in LowN at a concentration of 10 4 cells·mL −1 . Samples were taken on day 0, 4, 7, 10, 14, and 21, with 20 mL being removed each time for DNA/RNA extraction and total MC analysis, as described above. The remaining 140 mL cultures were then treated with 40 µm HAP particles at either 2.5 g·L −1 on day seven or sequentially dosed with 0.5 g·L −1 at day 4, 7, 10, and 14 with the total amount of HAP added being 0.35 g for the 2.5 g·L −1 concentration compared to 0.26 g for the 0.5 g·L −1 concentration. The experiment was repeated with triplicate culture samples for each treatment.

DNA/RNA Extraction
RNA/DNA was isolated from the filtered M. aeruginosa cells using TRIzol reagent (Life Technologies, Carlsbad, CA, USA) following the manufacturer's protocol. Briefly, the samples were thawed and then bead beaten for 1 min using a Mini-Beadbeater-16 from BioSpec Products (Bartlesville, OK, USA). The samples were then centrifuged at 12,000× g for 3 min, and the supernatant was transferred into clean microcentrifuge tubes for RNA and DNA extractions. The extracted RNA was resuspended in 50 µL of molecular grade water, while the DNA was resuspended in 100 µL of molecular grade water.

qPCR/RT-qPCR
The quantity of MC gene and transcript, mcyA, present in the culture was assayed via qPCR/RT-qPCR, as described in previous studies [39,47,48]. The copies·mL −1 was calculated using a standard curve and volume of filtered culture. The mcyA qPCR assay used a primer set, MSF-5 -ATCCAGCAGTTGAGCAAGC-3 and MS2R-5 -GCCGATGTTTGGCTGTAAAT-3 [32,33], specific to the Microcystis mcyA gene. The amplification reaction was done in a 20 µL reaction volume containing 10 µL of Applied Biosystem's Power SYBR Green PCR Master Mix (ThermoFisher Scientific, Waltham, MA, USA), 2 µL of 1 mg·mL −1 Bovine Serum Albumin, 250 nM final concentration of forward and reverse primers, and 5 µL of sample DNA. The LOD for the qPCR assay was six gene copies·reaction −1 . The reaction conditions included an initial hold of 50 • C for 2 min, followed by 95 • C for 10 min, and 40 cycles at 95 • C for 15 s and 60 • C 1 min. A standard melt curve analysis was then performed. Assays were run using Applied Biosystem's QuantStudio TM 5 Real-Time PCR System (ThermoFisher Scientific, Waltham, MA, USA). A 10-fold serial dilution of each DNA sample was performed to check for inhibition. No inhibition was detected and thus all reported quantities were from the undiluted DNA samples. A seven-point standard curve consisting of 10-fold serial dilutions in triplicate with concentrations from 5 to 5 × 10 6 copies·mL −1 was performed for each run. A linearized plasmid with the mcyA gene fragment from M. aeruginosa cloned into the vector (Invitrogen™ pCR™4 TOPO ® TA Vector; Thermo Fisher Scientific, Waltham, MA, USA) was used for the standard. The amount of mcyA transcript in each RNA sample was measured using the same assay and RT-qPCR. Reverse transcription for RT-qPCR was done using Applied Biosystem's High Capacity cDNA Reverse Transcription Kit (ThermoFisher Scientific, Waltham, MA, USA). Each reaction contained 2.5 µL of RNA, 2 µL of 10 × RT buffer, 2 µL of 10× primers, 0.8 µL of NTPs, 1 µL of Reverse Transcriptase, 1 µL of RNase Inhibitor, and 10.7 µL of molecular grade water.

ELISA
ELISA was used to determine the total MC-ADDA (PN 520011OH and PN520011SAES, Abraxis, Warminster, PA, USA). The assay quantifies the b-amino acid ADDA (all-S,all-E)-3-Amino-9-methoxy-2,6,8-trimethyl-10-phenyldeca-4,6-dienoic acid. Subsamples were collected in glass centrifuge tubes and frozen at −20 • C until processing and analysis. The total MC concentrations were measured by subjecting each sample to 3 freeze-thaw cycles followed by centrifugation at 3000 rpm (ThermoScientific Sorvall Legend RT + , ThermoFisher Scientific, Waltham, MA, USA) to pellet cellular debris. The more sensitive SAES kit was used for the growth curve experiments and had an assay range of 0.05 to 5 µg·L −1 of MC, and LOD of 0.016 µg·L −1 and LLOQ of 0.05 µg·L −1 . For the treatment experiments, the OH version of the kit was used with an assay range of 0.15 µg·L −1 of MC, LOD of 0.10 µg·L −1 , and LLOQ of 0.15 µg·L −1 . Media blanks were measured to assess for background effects and interference. Assays were performed manually using a Biolog Microstation plate reader (Biolog, Hayward, CA, USA). Assays were performed as per the manufacturer's protocol using the calibration curve supplied with the kit (Abraxis, Warminster, PA, USA).

Data Analysis
Data for comparing cell number and mcyA copy number for qPCR and RT-qPCR analysis were log 10 -transformed prior to statistical analysis. An F-test was used to compare variance between groups, and ANOVA and Student's t-tests were used for pair-wise comparisons of significance. MC data from ELISA were compared using the Mann-Whitney U-test for significance between treatments because the MC data were not normally distributed. All of the statistical analyses, correlations, and regression analyses of the growth curves were done using Microsoft Excel for 365 Microsoft Office (16.0.14326.20936) 64-bit (Microsoft Corporation, Redmond, WA, USA). The significance level for all statistical analyses was 5%. The calculation for Microcystis cell growth rate (µ)·day −1 was made using the formula µ = ln(N/N 0 )/(t−t 0 ) and mcyA copies·mL −1 , where N = number of cells at time t, N 0 = number of cells at t 0 , t = timepoint being measured, and t 0 = initial timepoint.
Supplementary Materials: The following supporting information can be downloaded at: https: //www.mdpi.com/article/10.3390/toxins15010003/s1. Table S1: Formula for LowN BG11; Table S2: Summary of experimental conditions. Figure S1, Linear regression between mcyA gene abundance detected by qPCR (copies·mL −1 ) and microscopic counts (cells·mL −1 ). (A). Regression of the mcyA gene abundance log10 copies·mL −1 compared to microscopy counts log10 cell·mL −1 showing a correlation between gene copies and cell counts. (B) Average log10 copy·mL −1 and log10 cell·mL −1 for each sampling event; error bars represent standard deviation of duplicate samples. Figure S2, Regression of total MC concentration (µg·L −1 ) compared to (A) log10 mcyA gene abundance copies·mL −1 and (B) log mcyA transcript copies·mL −1 showing an exponential increase in MC concentration after a cell concentration of 4 log10 copy·mL −1 is reached. Figure S3, Effect of HAP particle size and concentration on average concentration of (A) mcyA gene abundance log10 copies·mL −1 and (B) MC µg·L −1 of Microcystis cultures treated with different sizes and concentrations of HAP. Figure S4

Institutional Review Board Statement: Not applicable.
Informed Consent Statement: Not applicable.

Data Availability Statement:
The data that support the findings of this study will be public when the paper is published and are available from the corresponding author (JL) upon reasonable request as well.