3.1. Relationship between Numbers of Cells per mL and Optical Density
The absorption spectra of both microalgal cultures in the range of 300 to 800 nm are presented in
Figure 1, showing several absorbance peaks, mainly from 400 to 525 nm and between 625 and 715 nm. Absorption peaks were observed for both
D. subspicatus and
Tetraselmis sp. in these specific ranges (
Figure 1a), which are two wavelength regions related to light absorption patterns of the chlorophyll (Chl) present in both microalgae. Analysis of the absorption spectra of microalgae show absorbance peaks according to the composition of cell pigments [
34].
It is well known that photosynthetic organisms have accessory pigments, which are present in the chloroplast and are essential for the photosynthesis process since they are responsible for light capture [
35]. Among the accessory pigments, the most important are Chl, carotenoid, and phycobilin [
35]. Besides capturing light, these pigments also impart specific colors to the organisms. Chl has different chemical structures, but all organisms that carry out oxygenic photosynthesis present Chl
a [
36].
Each Chl structure absorbs light and is detected at different wavelengths. The form and/or concentration of each Chl and other accessory pigment varies according to the genera and species, among plants and algae. In the case of green microalgae, Chl
a and
b are the main pigments present [
37]. Chl
a absorbs red and blue light at approximately 660 and 435 nm, respectively, and Chl
b absorbs orange and blue light at 642 and 453 nm, respectively [
35,
36].
In this study, we chose the wavelength of 680 nm to detect the microalgal density, since it presented a clear peak, without interference from other peaks related to several cell compounds. The linear regression model was used to determine the relationship between OD
680nm and density of cells per mL of both microalgae, which denoted significant (
p < 0.001) and positive correlations for
D. subspicatus (R
2 = 0.992) and for
Tetraselmis sp. (R
2 = 0.987) (
Table 1). Equation 2 and Equation 3, obtained with data from the two grouped microalgal cultures, are efficient for estimating the relationship between the two measurements for
D. subspicatus and
Tetraselmis sp., respectively.
In
Figure 2, it is possible to visualize the growth curves from the data obtained from cell density by cell counting by OM and by OD measurements from spectrophotometry for
D. subspicatus (
Figure 2a) and
Tetraselmis sp. (
Figure 2b). Overall, both microalgae presented regular growth, showing typical phases of microalgal growth [
38]. D. subspicatus (freshwater) and Tetraselmis sp. (marine) presented a two-day lag phase, and marked exponential phases (log phases) of three days for
D. subspicatus and two days for Tetraselmis sp., corroborated by a pH increase. The pH level changes during the microalgal growth phases. The pH values in culture media remained stable for both microalgae during the lag phases, and increased during the log phase, explained by CO2 production from algal biomass.
Although the growth curves were similar when using the two different techniques to measure cell density, it was possible to notice some slight differences, as indicated by the error bars. These minor differences may have been caused by methodological inaccuracies in the OM counting technique, since it is done manually and can result in different values for each observer, depending on their handling of the samples. Also, despite the regular growth of both microalgae, it is important to mention the difference between cell density in growth cultures of
Tetraselmis sp. and
D. subspicatus (10 times more abundant) in the entire experiment. This behavior is explained by the size of these microorganisms: while the size of
Tetraselmis sp. ranges from 10–25 µm long and 7-20 µm wide [
39],
D. subspicatus has roughly half that size, ranging from 5-13 μm long and 3–7 µm wide [
40]. This cell size difference can be visualized in
Figure 1b and
Figure 1c.
Additionally, we estimated the specific growth rate for the microalgal cultures, indicating the relative increase in culture density over a short time. These values are listed in
Table 2. In the exponential growth phase, the growth rate is described quantitatively by a simple kinetic differential equation and is therefore constant [
41]. Using the initial and final cell density of the culture, as B0 and Bf respectively, for the initial and final time of this growth phase (T0 and Tf, respectively), allows obtaining the exponential growth correlation. The slope of the linear regression corresponding to the specific microalgal culture growth rate, μ (d
-1), estimated in this study for both tested techniques from Equation 4, is described below:
The specific growth rates found were very close between counting techniques for the same microalga. Specific growth rate values higher than 1 indicate intense and fast growth of the culture, with more divisions per day and a faster rate of population doubling. Overall, both tested techniques for measuring the cell density of microalgae presented corroborating high values of specific growth and fast doubling time, indicating ideal cultivation conditions. In particular, the OD technique showed slightly lower values in comparison with the OM counting technique. High specific growth rates indicate a well-established culture in terms of nutrient availability and light intensity [
42]; marine microalgae are also affected by salinity [
43].
During the process of microalgal growth, the culture reaches dynamic equilibrium, so the culture density, concentration of cells and cell components, and their proportions are stabilized. This is known as the stationary phase. Both growth curves reached the stationary phase between the 7th and 8th day of monitoring, indicating stabilization of microalgal growth. For the marine microalga
Tetraselmis sp., a decrease of pH was observed in the stationary phase (
Figure 2b), while for freshwater microalga
D. subspicatus, the pH stabilized at the beginning of the stationary phase (
Figure 2a).
Both tested techniques (microscope counting and spectrophotometry) presented comparable data from monitoring the cell density of microalgal growth, demonstrating it is possible to track microalgal culture growth through OD measurement (
Figure 2), with similar accuracy to the OM counting technique. Our result also indicates that the cell density of microalgae measured by OD did not have discrepancies in comparison with the OM technique during the different growth phases.
In the literature, other authors have reported similar wavelengths (677, 682, 684, and 688 nm) to measure cell density of different microalgal species, also showing good linear correlation fit [
28,
44]. In the case of applying this technique for toxicity tests, it is important to ensure that the contaminant does not interfere with the signals at 680 nm. Some contaminants are colorful or absorb at wavelengths close to those of Chl. In this case, we recommend scanning the contaminant of interest in a spectrophotometer in the range of 300-800 nm to verify there is no interference of the curves. If the contaminant has a peak close to 680 nm, then we recommend using other wavelengths related to Chl pigments (as observed in the scanning of microalgae in
Figure 1) that have no interference with other chemical absorbances.
From this optical method of cell density measurement, we also performed toxicity tests with referenced chemicals to validate the method, comparing the toxicity results to the values reported in the literature. In the next phase, we used the cell density estimated by spectrophotometry to calculate important toxicological parameters, such as NOEC, LOEC, and EC50 [
45].
3.2. Toxicity of K2Cr2O7 in Green Microalgae
From the data obtained in the toxicity assays performed with K
2Cr
2O
7, it was possible to observe its toxic effects for both microalgae (
Figure 3a and
Figure 3c), with good fits of dose-response curves (
Figure 3b and
Figure 3d). For
D. subspicatus, the toxic effect was significant at 24 and 48 h of exposure to the chemical (
Figure 3a), where all tested concentrations were associated with a decrease in cell density when compared to the respective control. At exposure for 72 h, a significant decrease in cell density was observed above 10 mg/L. Therefore, for the
D. subspicatus assay, the NOEC and LOEC were defined as 1 and 10 mg/L K
2Cr
2O
7, respectively. At 72 h of exposure, the best fit of the dose-response curve was verified, resulting in EC50 of 8.1 mg/L (R
2 = 0.9120) (
Figure 3b,
Table 3).
In
Tetraselmis sp. exposure, the most toxic effects of K
2Cr
2O
7 were significant after 48 hours of exposure, which remained throughout the assay (
Figure 3c) in comparison with the control test. At the highest concentrations of K
2Cr
2O
7, a visible decrease in microalgal growth was noted, while at lower concentrations (0.1 and 1 mg/L), there was growth stimulation at all exposure times, where the cell density achieved higher levels than the control. Due to practical issues, we did not consider this growth stimulation effect to determine NOEC and LOEC values, since we were considering only the toxic effects of decreasing cell density. For
Tetraselmis sp., the EC50 was considered as 44.5 mg/L at 48 hours (best fit; R
2 = 0.8967). NOEC and LOEC values were 10 and 100 mg/L, respectively, in 48 hours (
Figure 3c,
Table 3).
K
2Cr
2O
7 is known as a toxic chemical, due to hexavalent chromium in its composition. This is cause for concern when it is present in water bodies, since it is highly toxic and carcinogenic to humans and aquatic organisms [
46,
47]. However, Cr is a widely used substance in different industrial processes [
48]. Therefore, this chemical is constantly being dispersed in the various environmental compartments. Toxicity of K
2Cr
2O
7 to
Tetraselmis suecica was reported in the literature with EC50 of 8.89 mg/L at 72 h of exposition [
49], a value below the toxicity results found in our experiments. Toxicity of K
2Cr
2O
7 to
D. subspicatus has been reported in the literature as EC50 of 0.357 mg/L [
50], very close to the value obtained in our assay after exposure for 24 hours (EC50 of 0.422 mg/L; R
2 = 0.8058), demonstrating the accuracy of the OD technique and its reliable results in toxicity assays. Other authors have also reported EC50 of K
2Cr
2O
7 to
D. subspicatus at 72 h using OM and OD techniques, obtaining values of 0.71 mg/L and 1.10 mg/L, respectively [
51].
The results obtained in the toxicological assays performed with K2Cr2O7 indicated this chemical was toxic to both tested green microalgae, even in short exposures (24 and 48 h). In long exposure, low concentrations of K2Cr2O7 induced greater microalgal growth, probably due to a cell response to the stress induced by the substance. This trend was clearly noted at all exposure times of Tetraselmis sp., and slightly visible in the D. subspicatus assay (72 and 96 h), which was not confirmed by statistical difference when compared to the control test (p < 0.05). At higher concentrations, K2Cr2O7 drastically reduced the microalgal growth of both species. Comparing both microalgae, it can be observed that Tetraselmis sp. is more resistant to K2Cr2O7 than D. subspicatus. Both marine organisms presented high resistance when exposed to the same chemical in comparisons with freshwater organisms. This fact is easily ascertained by the difference in EC50 values, which were much higher for Tetraselmis sp. (44.5 mg/L) than for D. subspicatus (1.08 mg/L).
3.3. Toxicity of KCl to Green Microalgae
The toxicity tests using KCl and the OD technique to measure cell density showed evident toxic effects, mainly for
D. subspicatus. The results of
D. subspicatus exposed to KCl indicated toxic effects at all tested concentrations from 24-hour exposure, except for the 100 mg/L concentration (
Figure 4a and
Figure 4b), which showed inconsistent toxic effects and was excluded to calculate the EC50. No adjustments were observed in the exposure data of
D. subspicatus in the dose-response curves. The chronic results at 48 hours indicated a significant decrease in cell density, enabling defining the LOEC as 1 mg/L when compared to the control test, while the calculated EC50 was 19.57 mg/L (R
2 = 0.2277) (
Table 3,
Figure 4b). The large standard deviation observed in the exposures inhibited the calculation of an EC50 with adequate R
2 value. Further studies need to be conducted, testing lower concentrations than 1 mg/L.
Tetraselmis sp. exposed to KCl also resulted in toxic effects at all tested concentrations from the 24-hour exposure period (
Figure 4c and
Figure 4d). In this test, the greatest toxic effects based on decrease in cell density were observed at a KCl concentration of 100 mg/L when compared to the control test. Good fit of dose-response curves was verified at 48 and 72 hours. Based on the best fit at 72 hours, the NOEC and LOEC values were 1,000 and 10,000 mg/L, respectively, and the calculated EC50 was 30,908 mg/L (R
2 = 0.9774) (
Table 3,
Figure 4).
Potassium is an essential macronutrient for microalgal growth since it is important for osmotic and ionic regulation in cells, nutrient transport, and enzyme activation [
52]. However, prolonged exposure to excessive concentrations of potassium can lead to ionic and osmotic imbalance, which can negatively affect the cellular structure of microalgae, also preventing their replication. The chlorine present in KCl can also be toxic to microalgae, but its concentration is relatively low. In our study, high concentrations of KCl were toxic to both
D. subspicatus and
Tetraselmis sp. (
Figure 4). In another study, the authors observed that excess potassium was able to reduce the growth of the cyanobacterium
Microcystis aeruginosa by 50% [
53].
3.4. Toxicity of SDS to Green Microalgae
Examination of the exposure of D. subspicatus to SDS using the OD technique to measure cell density revealed a chemical reaction between microalgae in suspension and SDS, inducing formation of turbidity in the exposure flasks. This prevented measuring cell density in this experiment, since turbidity does not allow performing OD measurement of the cell suspension to estimate toxicity parameters like EC50, NOEC, and LOEC.
From the data obtained from the toxicity tests of
Tetraselmis sp. exposed to SDS using the OD technique, it was possible to observe toxic effects at 24 hours at the concentration of 10 mg/L (
Figure 5). With time, the decrease of cell density of
Tetraselmis sp. was observed for the highest concentrations (100 and 1,000 mg/L), with a significant difference when compared to the control test. From this, the estimated NOEC was 10 mg/L, and LOEC was 100 mg/L. The EC50 value calculated at 72 hours was 41.6 mg/L (R
2 = 0.9564) (
Table 3,
Figure 5).
SDS is a chemical that readily interacts with cell membranes and contents. In microalgae, the cell membranes are mainly composed of phospholipids, and contact with SDS can break these structures, negatively impacting cell survival [
54]. This explains why this chemical was toxic to
Tetraselmis sp. (
Figure 5). Other studies also suggest a toxic effect of SDS on other marine microalgal species, such as
Dunaliella salina and
Chroomonas salina [
55,
56]. The destruction of cell membrane can also allow the release of intracellular compounds into the external environment.
In the case of
D. subspicatus, which is well known for its lipid production, the disruption of the cell membrane may have released the intracellular lipids, which in contact with the external SDS may have caused the turbidity observed in the flasks. In some cases, SDS in low concentrations has been reported to stimulate the growth of different species of microalgae, since it can be used as a carbon source [
55,
56]. Therefore, this may also have contributed to the turbidity formation when this microalga was exposed to SDS. This result reinforces that the use of the OD technique in toxicity tests is not recommended for all chemicals, since some chemicals can cause interference when absorbing at the same wavelength used to measure cell density. In this specific situation, the OM technique is more appropriate. Additionally, this situation indicates that further investigations need to be carried out to improve the use of optical determination of
D. subspicatus density in toxicity tests, especially when the investigated chemical substance has some kind of interaction with the microalgae or the culture medium, as was observed in our study with SDS. This recommendation is also valid for other substances that contain pigments that can influence the use of spectrophotometers.