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ORIGINAL RESEARCH article

Front. Microbiol., 20 December 2016
Sec. Microbiotechnology

Cultivation of Acidophilic Algae Galdieria sulphuraria and Pseudochlorella sp. YKT1 in Media Derived from Acidic Hot Springs

  • 1Department of Cell Genetics, National Institute of Genetics, Mishima, Japan
  • 2Japan Science and Technology Agency, Core Research for Evolutionary Science and Technology, Kawaguchi, Japan
  • 3Department of Genetics, Graduate University for Advanced Studies, Mishima, Japan

Microalgae possess a high potential for producing pigments, antioxidants, and lipophilic compounds for industrial applications. However, the cultivation of microalgae comes at a high cost. To reduce the cost, changes from a closed bioreactor to open pond system and from a synthetic medium to environmental or wastewater-based medium are being sought. However, the use of open pond systems is currently limited because of contamination by undesirable organisms. To overcome this issue, one strategy is to combine acidophilic algae and acidic drainage in which other organisms are unable to thrive. Here, we tested waters from sulfuric acidic hot springs (Tamagawa, pH 1.15 and Tsukahara, pH 1.14) in Japan for the cultivation of the red alga Galdieria sulphuraria 074G and the green alga Pseudochlorella sp. YKT1. Both of these spring waters are rich in phosphate (0.043 and 0.145 mM, respectively) compared to other environmental freshwater sources. Neither alga grew in the spring water but they grew very well when the waters were supplemented with an inorganic nitrogen source. The algal yields were ∼2.73 g dry weight/L for G. sulphuraria and ∼2.49 g dry weight/L for P. sp. YKT1, which were comparable to those in an autotrophic synthetic medium. P. sp. YKT1 grew in the spring waters supplemented either of NH4+, NO3- or urea, while G. sulphuraria grew only when NH4+ was supplemented. For P. sp. YKT1, the spring water was adjusted to pH 2.0, while for G. sulphuraria, no pH adjustment was required. In both cases, no additional pH-buffering compound was required. The phycocyanin of the thermophilic G. sulphuraria is known to be more thermostable than that from the Spirulina platensis currently used in phycocyanin production for commercial use. The phycocyanin content in G. sulphuraria in the Tsukahara water supplemented with NH4+ was 107.42 ± 1.81 μg/mg dry weight, which is comparable to the level in S. platensis (148.3 μg/mg dry weight). P. sp. YKT1 cells in the Tamagawa water supplemented with a nitrogen source formed a large amount of lipid droplets while maintaining cellular growth. These results indicate the potential of sulfuric hot spring waters for large-scale algal cultivation at a low cost.

Introduction

Microalgae have great potential as a source of pigments, antioxidants, lipophilic compounds and biofuels for industrial applications (Milledge, 2012). For example, they contain phycobilins (Singh et al., 2005), carotenoids (Borowitzka, 2010) and long-chain polyunsaturated fatty acids (Abedi and Sahari, 2014). However, large-scale cultivation of microalgae for commercial use is still costly, so has remained limited to the production of relatively expensive materials. For algal cultivation, closed bioreactors with a synthetic medium are optimal and have often been adopted to maximize algal growth and/or the production of desirable compounds. However, the cost to build and maintain the reactors as well as the necessary water and chemicals is relatively expensive. Thus, open pond culture systems as well as natural and/or wastewater are alternative means for reducing the cost of microalgal cultivation. The major problem in open pond systems is that the culture is easily contaminated by undesirable microorganisms, including algal predators. In addition, the challenge in using natural water is to avoid impinging upon agriculture and domestic use.

One of the strategies to overcome the problem of contamination in open pond systems is to utilize environments in which only the organism of interest is tolerated. Thus far, open pond cultivation has been applied for commercial use in limited algal species, such as Spirulina, Chlorella, and Dunaliella spp. (Borowitzka, 1999) in certain environments (e.g., high alkaline or high salt) that are lethal for other organisms.

In a highly acidic environment, the number of species is very limited compared to a neutrophilic environment, but a number of acidophilic bacteria, archaea and eukaryotes have been identified, mainly by community structure analyses (López-Archilla et al., 2001; Amaral-Zettler et al., 2002). Among the eukaryotes, acidophilic microalgae such as the red and green algae have been reported to exist in a relatively higher abundance (Aguilera et al., 2007, 2010). In addition, acidic wastewater is easily available from acidic hot springs and mines and, in many cases, drainage are processed so as to be neutralized and detoxified before release into the environment by defraying the cost. Thus, the combination of acidophilic algae in acidic natural wastewater will be one strategy applied to open pond culture systems for commercial use or bioremediation in the future.

To this end, in this study, we tested water from two Japanese sulfuric acidic hot springs (Tamagawa and Tsukahara; pH ∼1) for cultivation of acidophilic algae. Sulfuric acidic hot springs have been reported worldwide, such as Yellowstone in USA and several springs in New Zealand, Italy (Stan-Lotter and Fendrihan, 2012). As representative acidophilic algae, we tested the red alga Galdieria sulphuraria 074G (Gross and Schnarrenberger, 1995) and the green alga Pseudochlorella sp. YKT1 (Hirooka et al., 2014).

Galdieria sulphuraria belongs to the Cyanidiophyceae which is the dominant form in sulfuric acidic hot springs worldwide (pH 0.05–5.0, 35–56°C; but they are able to grow slowly at lower temperatures, for example at 20°C) (Reeb and Bhattacharya, 2010). Red algae contain phycocyanin (blue pigment) for photosynthesis, as in the case of cyanobacteria, a pigment which is commonly used in cosmetics, diagnostics and foods as well as nutraceutical and biopharmaceutical products (Borowitzka, 2013).

In addition, the Cyanidiophyceae are tolerant to heavy metals and absorb high concentrations of them from an aquatic environment (Nagasaka et al., 2004; Misumi et al., 2008). This is because metals are easily ionized and dissolved in acidic water. Recently, G. sulphuraria was shown to selectively recover rare earth elements (Minoda et al., 2015). It is reported that Tamagawa hot spring contains rare earth elements (Sanada et al., 2006). Thus, the cultivation of G. sulphuraria in acidic hot spring water will be applied to efforts to concentrate rare metals.

The green alga Pseudochlorella sp. YKT1 (Trebouxiophyceae) was recently isolated from the acidic drainage of an abandoned sulfur mine in Japan (Hirooka et al., 2014). This alga is able to grow at pH 2.0–5.0 and 20–32°C and accumulates a large amount of storage lipids (∼30% of dry weight) under a nitrogen-depleted condition, a characteristic which is likely useful for the production of biofuels.

Here we show that both G. sulphuraria and P. sp. YKT1 grow well when the spring water is supplemented with an inorganic nitrogen source. In addition, G. sulphuraria and P. sp. YKT1 have different preferences in terms of the nitrogen source. Our results suggest that environmental acidic wastewater will be useful to reduce the cost of the medium used for algal cultivation and open pond systems.

Materials and Methods

Measurement of the Ammonium, Nitrate and Phosphorus Concentrations in Acidic Hot Spring Water

Acidic water was collected from the Tsukahara (Yufu, Oita prefecture) and Tamagawa (Senboku, Akita prefecture) sulfuric hot springs in Japan. To determine the ammonium and nitrate concentrations, the spring water (25 mL) was adjusted to pH 7.0 with NaOH, and diluted to 50 mL with distilled water. The water sample was centrifuged (2,000 × g for 5 min) and the supernatant fraction was transferred into a new tube.

The ammonium concentration was determined by the indophenol method of Scheiner (1976). Five hundred microliter of the neutralized water sample were transferred into a 1.5 mL tube, then 200 μL of phenol nitroprusside solution [60 mg/mL phenol, 0.2 mg/mL Na2[Fe(CN)5NO]⋅2H2O, diluted to 100 mL with buffer (30 mg/mL Na3PO4⋅12H2O, 30 mg/mL Na3C6H5O7⋅2H2O, 3 mg/mL EDTA)] and 300 μL of 0.08–0.11 w/v% sodium hypochlorite solution were added, with thorough mixing performed after each addition. After incubation at 30°C for 45 min, the absorbance at 635 nm was measured with a spectrophotometer (SmartSpec Plus; BIO-RAD, Richmond, CA, USA). Ammonium chloride stock solution (0.01 mg/mL in distilled water) was used as the NH4+ standard (in a range from 0.01 to 0.3 mg/L) to obtain a calibration curve.

The nitrate concentration was determined by the brucine-sulfanilic method of Jenkins and Medsker (1964). Hundred microliter of the neutralized water sample was transferred into a 1.5 mL tube, then 50 μL of brucine-sulfanilic acid solution (10 mg/mL brucine dihydrate, 1 mg/mL sulfanic acid, and 30 μL/mL hydrogen chloride), 500 μl of sulfuric acid solution (sulfuric acid: water = 20: 3) and 500 μL of distilled water were added, with thorough mixing after each addition. After incubation at 4°C for 45 min, the absorbance at 410 nm was measured with the spectrophotometer. Potassium nitrate stock solution (0.1 mg/mL in distilled water) was used as the NO3- standard (in a range from 0.02 to 1.0 mg/L) to obtain a calibration curve.

The phosphate concentration was determined by the colorimetric method according to Murphy and Riley (1962). Eight hundred microliter of the natural water sample was transferred into a 1.5 mL tube, then 160 μL of antimony-molybdate solution (1.25 M sulfuric acid, 30 mM ascorbic acid, 0.13715 mg/mL antimony potassium tartrate, and 60 mg/mL ammonium molybdate tetrahydrate) and 40 μL of distilled water were added, with thorough mixing after each addition. After incubation at 30°C for 20 min, the absorbance at 710 nm was measured with the spectrophotometer. Potassium dihydrogen phosphate stock solution (0.005 mg/mL in distilled water) was used as the PO43- standard (in a range from 1.0 to 4.0 mg/L) to obtain a calibration curve.

Algal Strains

The red alga G. sulphuraria strain 074G (Gross and Schnarrenberger, 1995) and Pseudochlorella sp. YKT1 (Hirooka et al., 2014) were used in this study. G. sulphuraria was maintained with gyration in M-Allen (MA) medium (Minoda et al., 2004), at pH 2.0 and 30°C under continuous light. P. sp. YKT1 was maintained with gyration in MA medium at pH 2.5 and 21°C under continuous light.

Culture Media and Conditions

Two natural acidic water samples from Tamagawa (Ta; pH 1.15) and Tsukahara (Tsu; pH 1.14) were used to prepare the cultivation media. To produce Ta + NH4+, Tsu + NH4+, Ta + NO3-, Tsu + NO3-, Ta + urea or Tsu + urea, 10 mM (NH4)2SO4, 20 mM NaNO3 or 10 mM urea were supplemented to Ta and Tsu, respectively. To produce the Ta + P and Tsu + P media, 2 mM KH2PO4 were supplemented to Ta and Tsu, respectively. To produce Ta + NH4+P or Tsu + NH4+ P, 10 mM (NH4)2SO4 and 2 mM KH2PO4 were supplemented to Ta and Tsu, respectively. Each medium was filter-sterilized (the pore size was 0.22 μm). As a synthetic media, either the MA medium or nitrogen-free MA medium (MA-N; the 10 mM (NH4)2SO4 was replaced by 10 mM NaSO4) at pH 2.0 was used.

The G. sulphuraria cells cultured in MA medium at 40°C (OD750 of 1.0–2.0) were collected by centrifugation at 1,500 × g for 5 min and then gently resuspended into each medium to give an OD750 of 1.0. After resuspension into 30 mL of medium in a 100 mL test tube, cells were cultured at 40°C under continuous light (90 μE/m2⋅s) with aeration (0.3 L ambient air/min).

For cultivation of P. sp. YKT1, all of the media derived from the natural acidic water were adjusted to pH 2.0 with KOH. P. sp. YKT1 cells cultured in MA medium at 21°C (OD750 of 1.0–2.0) were collected by centrifugation at 1,500 × g for 5 min and then gently resuspended into each medium to give an OD750 of 1.0. Cells were cultured with gyration in a 24-well culture plate or Erlenmeyer flasks at 25°C under continuous light (90 μE/m2⋅s).

Determination of the Chlorophyll and Phycocyanin Contents along with the Dry Weight

The chlorophyll and phycocyanin contents were determined by spectrophotometric method according to Misumi et al. (2016). Briefly, the cell culture was diluted with fresh medium to cell density of OD750 = 0.5. Then absorbance was measured at wavelengths of 620 and 678 nm in a cuvette with a light path length of 10 mm by a spectrophotometer (UV-2600; Shimazu, Kyoto, Japan) equipped with an integrating sphere (ISR-2600Plus; Shimazu, Kyoto, Japan). The chlorophyll and phycocyanin contents were calculated as [Chl a] = 14.97 × A678 – 0.615 × A620 and [PC] = 138.5 × A620 – 35.49 × A678 according to Arnon et al. (1974). For dry weight determination, cell cultures were filtered using a pre-weighed 0.45 μm HA MF-MILLIPORE MEMBRANE (Millipore Corp., Bedford, MA, USA). The membrane was dried at 50°C for 2 h and weighed on a microbalance.

BODIPY Staining and Fluorescence Microscopy

Cellular neutral lipids were stained with the fluorescent dye dipyrrometheneboron difluoride (BODIPY) according to the method of Kuroiwa et al. (2012) with minor modifications. Briefly, 95 μL of the cell suspension were stained with 5 μL of 10 μM BODIPY stock solution. The stained samples were observed under epifluorescence microscope (BX51; Olympus, Tokyo, Japan) fit with a digital camera (DP71; Olympus, Tokyo, Japan) under green excitation (for chloroplast autofluorescence) or blue excitation (for BODIPY fluorescence). Images were processed digitally with Photoshop software (Adobe Systems, Mountain View, CA, USA).

Results

Nitrogen and Phosphorus Concentrations in Acidic Hot Spring Water

Hot spring water samples from Tamagawa and Tsukahara hot springs in Japan were tested for their applicability to algal cultivation. The pH of Ta and Tsu were 1.15 and 1.14, respectively (Table 1). Because inorganic nitrogen and phosphorus sources limit the growth of algae in natural environments (Hecky and Kilham, 1988), we first measured the inorganic nitrogen (NH4+ and NO3-) and phosphorus (PO43-) concentrations in Ta and Tsu (Table 1).

TABLE 1
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TABLE 1. pH, inorganic nitrogen (NH4+ and NO3-) and phosphorus (PO43-) concentrations in the Ta and Tsu hot spring waters and synthetic MA medium.

The ammonium (NH4+) concentration in Ta and Tsu was 0.0021 mM (0.038 mg/L) and 0.0086 mM (0.156 mg/L), respectively. The nitrate (NO3-) concentration in Ta and Tsu was below the detection limit. The phosphorus (PO43-) concentration in Ta and Tsu was 0.043 mM (4.07 mg/L) and 0.145 mM (13.75 mg/L), respectively. Thus, the total inorganic nitrogen level was in the range of an oligotrophic lake (<0.35 mg/L in total nitrogen), while the phosphorus concentration was in the range of a eutrophic lake (>0.035 mg/L in total phosphorus) (Galvez-Cloutier and Sanchez, 2007).

The Growth of G. sulphuraria in Media derived from Acidic Hot Spring Water

We then investigated whether the red alga G. sulphuraria strain 074G (Gross and Schnarrenberger, 1995) would grow in the media derived from acidic hot spring water samples under laboratory conditions. First, we prepared Ta and Tsu water as they were prepared above, i.e., Ta + NH4+ and Tsu + NH4+ (supplemented with 10 mM NH4+), Ta + P and Tsu + P (supplemented with 2 mM PO43-), and Ta + NH4+ P and Tsu + NH4+ P (supplemented with 10 mM NH4+ and 2 mM PO43-) (all filter-sterilized) to test for algal growth. The levels of the additional NH4+ and PO43- were the same as that in the synthetic inorganic MA medium, which is suitable for growth of Cyanidiophyceae red algae (Minoda et al., 2004) and much higher than the original level in the spring water (Table 1). For comparison, an inorganic synthetic medium for autotrophic growth (MA) and a nitrogen-depleted MA (MA-N) medium were also used.

In the media derived from spring water, in which NH4+ was not supplemented (spring water media other than +NH4+ and +NH4+ P), G. sulphuraria did not grow (Figures 1H,I), as was also the case for the nitrogen-depleted synthetic medium MA-N (Figure 1G). However, in spring water media other than +NH4+ and +NH4+ P, the OD750 value slightly increased after inoculation (Figures 1B,C), the OD750 value never increased when the cells were again inoculated into the same medium (Figures 1E,F).

FIGURE 1
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FIGURE 1. Growth of G. sulphuraria 074G cells in synthetic MA, nitrogen-depleted MA-N and media derived from acidic hot spring waters. (A–C) Change in the OD750 of the culture in the respective media. Cells cultured in synthetic MA medium (with an OD750 of 1.0–2.0) were collected by centrifugation, resuspended into the respective media to give an OD750 of 1.0 and then cultured for 7 days. (D–F) The change in the OD750 of the culture in the respective media. Cells cultured for 7 days in each medium were again inoculated into the same medium. (G–I) Photographs of the cultures in the respective media at 7 days after inoculation. (J) OD750 (red bar) and algal dry weight (DW biomass; blue bar) at 7 days after inoculation into the respective media after being taken from the MA medium. (K) Chlorophyll a (green bar) and phycocyanin (blue bar) contents per algal dry weight (DW) at 7 days after inoculation into the respective media after being taken from the MA medium. Three independent experiments showed similar results and the results from one experiment are shown (A–I). The bar indicates the standard deviation of three independent experiments (J,K). Significance was calculated by t-test. Statistically significant differences at P < 0.05; ∗∗statistically significant differences at P < 0.01; NS, not significant (J,K).

After inoculation into spring water media other than the +NH4+ and +NH4+P, the cellular chlorophyll and phycocyanin contents decreased compared with those in MA, as in the case of MA-N (Figure 1K). These decreases were also evident under microscopy, in which green chloroplasts were severely decreased in total area, while the red autofluorescence of the photosynthetic pigments was also decreased in the spring water media other than +NH4+ and +NH4+ P as well as MA-N (Figure 2). The degradation of the phycobilisome as a major store of cellular nitrogen and reduction in size of the chloroplasts are known to occur upon nitrogen starvation in cyanobacteria and eukaryotic algae (Görl et al., 1998; Sinetova et al., 2006). Thus, the initial slight increase of the OD750 in spring water media other than +NH4+ and NH4+ P (Figures 1B,C) as well as MA-N (Figure 1A) was probably due to the degradation of phycobilisomes and other proteins, not autotrophic growth.

FIGURE 2
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FIGURE 2. Microscopic observation of G. sulphuraria 074G cells in MA, MA-N and media derived from acidic hot spring waters. (A–C) Micrographs of cells that were cultured in the respective media. Cells cultured in synthetic MA medium (OD750 of 1.0–2.0) were collected by centrifugation, resuspended into the respective media to give an OD750 of 1.0 and then cultured for 7 days. Images obtained by differential interference contrast microscopy (DIC), autofluorescence of chloroplasts (Chl) and BODIPY staining (BODIPY) are shown. Scale bar = 5 μm.

In contrast to above results, cells grew well in spring water media in which the nitrogen source was supplemented (+NH4+ and +NH4+ P media) in a time course and at a concentration similar to cells cultured in the synthetic MA medium (Figures 1A–I). The cellular chlorophyll and phycocyanin contents in the cells in the +NH4+ and +NH4+P media were comparable to those in MA (Figure 1K), and the cells maintained green chloroplasts, the size of which was similar to that in the cells in the synthetic MA medium (Figure 2).

Because algae are considered a potential source of next-generation biofuels, we observed lipid droplet formation in the cells cultured in spring water media by means of BODIPY staining (Figure 2). In the synthetic MA medium, lipid droplets were scarcely detected in the cells (Figure 2A). Eukaryotic algae are known to accumulate triacylglycerol in lipid droplets under a nitrogen-starved condition. Consistent with previous reports in other eukaryotic algae (e.g., Wang et al., 2009; Kuroiwa et al., 2012, 2014; Simionato et al., 2013), in spring water media without any additional nitrogen source (Ta, Tsu, Ta + P, and Tsu + P), as well as in MA-N, some lipid droplets were formed in the cells along with a reduction of the chloroplasts and inhibition of growth (Figure 2). In contrast with the nitrogen-depleted or otherwise limited conditions described above, we also observed lipid droplet formation in the spring water media in which additional nitrogen but not phosphate was supplemented (Ta + NH4+ and Tsu + NH4+), in which cells grow without any decrease in the chloroplasts (Figure 2).

The Growth of G. sulphuraria Using Different Nitrogen Sources

The above results show that an additional inorganic nitrogen source is essential to culture G. sulphuraria in acidic hot spring waters. Three different nitrogen sources were tested for cultivation of this alga (10 mM (NH4)2SO4, 20 mM NaNO3 or 10 mM urea) (Figure 3). Among the three nitrogen sources, ammonium proved to be the most favorable for cellular growth (Figure 3). The culture entered into a stationary phase 14 days after inoculation (Figures 3A,B) and the dry weight biomass reached 2.73 ± 0.21 and 4.11 ± 0.14 g/L in Ta + NH4+ and Tsu + NH4+, respectively (Figure 3E). The phycocyanin content reached 84.12 ± 3.93 and 107.42 ± 1.81 μg/mg dry weight in Ta + NH4+ and Tsu + NH4+, respectively (Figure 3F).

FIGURE 3
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FIGURE 3. Growth of G. sulphuraria cells in media derived from acidic hot spring waters with different nitrogen sources. Cells cultured in synthetic MA medium (OD750 of 1.0–2.0) were collected by centrifugation, resuspended into the respective media to give an OD750 of 1.0 and then cultured for 14 days. (A–D) Change in OD750 (A,B) and photographs (C,D) of the cultures in the respective media. Photographs were taken 14 days after the inoculation. (E,F) OD750 (red bar), algal dry weight (DW biomass; blue bar) (E) chlorophyll a (green bars) and phycocyanin (blue bar) contents per algal dry weight (F) at 14 days after the inoculation. Three independent experiments showed similar results and the results from one experiment are shown (A–D). The bars indicate the standard deviation of three indipendent experiments (E,F). Significance was calculated by t-test. Statistically significant differences at P < 0.05; ∗∗Statistically significant differences at P < 0.01 (E,F).

Cells also grew in the spring water media supplemented with urea (Ta+urea and Tsu+urea) (Figure 3). However, the growth rate in the media with the urea was lower than the respective spring water media with NH4+ (Figures 3A,B,E). In addition, the cellular chlorophyll and phycocyanin contents were lower than in the media supplemented with NH4+ (Figure 3F). The size of the chloroplasts was decreased and the appearance of the cells under microscopy was intermediate between that of the cells in the nitrogen-rich and nitrogen-limited/depleted media (Figure 4). Thus, urea is not suitable as a sole nitrogen source for G. sulphuraria, at least when cultured in the respective spring water media.

FIGURE 4
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FIGURE 4. Microscopic observation of G. sulphuraria 074G cells in media derived from acidic hot spring waters with different nitrogen sources. (A,B) Micrographs of cells that were cultured in Ta (A) or Tsu (B) supplemented with different nitrogen sources. Cells cultured in the synthetic MA medium (OD750 of 1.0–2.0) were collected by centrifugation, resuspended into the respective media to give an OD750 of 1.0 and then cultured for 14 days. Images obtained by differential interference contrast microscopy (DIC), autofluorescence of chloroplasts (Chl) and BODIPY staining (BODIPY) are shown. Scale bar = 5 μm.

In contrast to the above media, cells did not grow in spring water media supplemented with NO3- (Ta + NO3- and Tsu + NO3-) (Figures 3A–D). Although the OD750 value slightly increased just after the inoculation from synthetic MA medium (Figures 3A,B), the cellular chlorophyll and phycocyanin contents (Figure 3F), size of chloroplasts and red autofluorescence (Figure 4) decreased, as in the case of the nitrogen-depleted MA medium. These results suggest that G. sulphuraria is not able to assimilate NO3- under these culture conditions in the hot spring waters.

We also compared lipid droplet formation in the spring water media supplemented with NH4+, NO3- or urea. However, there was a slight difference among the three media (Figure 4).

Growth of Pseudochlorella sp. YKT1 in Media Derived from Acidic Hot Spring Water

In order to test whether the acidophilic green alga P. sp. YKT1 grows and accumulates lipid droplets in the spring water media, cells were cultured in a 24-well plate in which each well contained 1 mL of medium (Figure 5). The spring water media were adjusted to pH 2.0 with KOH and then filter-sterilized, because P. sp. YKT1 does not grow under extremely acidic conditions (pH < 2.0) (Hirooka et al., 2014).

FIGURE 5
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FIGURE 5. Growth of Pseudochlorella sp. YKT1 cells in MA, MA-N and media derived from acidic hot spring waters supplemented with different nitrogen sources (pH 2.0). Cells cultured in MA (OD750 of 1.0–2.0) were collected by centrifugation, gently resuspended into the respective media to give an OD750 of 1.0 and then cultured for 7 days. (A, B) Photographs of the cultures in a 24-well plate at 7 days after inoculation. (C) OD750 of cultures at 7 days after inoculation. The bar indicates the standard deviation of three independent experiments. Significance was calculated by t-test. Statistically significant differences at P < 0.05; ∗∗statistically significant differences at P < 0.01. (D) Micrographs of cells that were cultured in the respective media for 7 days. Scale bar = 5 μm.

When cells were inoculated into the respective media after being taken from the MA medium, cells did not grow in the spring water media without an additional nitrogen source (Ta and Tsu), as in the case of nitrogen-depleted synthetic medium (MA-N) (Figures 5A,B). In these media, the chloroplasts became smaller and many lipid droplets formed in the cells, as in the case of MA-N (Figure 5D), features which are indicative of nitrogen starvation. In contrast, when the spring water media were supplemented with either NH4+, NO3- or urea (Ta + NH4+, Ta + NO3-, Ta + urea, Tsu + NH4+, Tsu + NO3- and Tsu + urea), cells grew (Figures 5A,B) and reached 60–80% of the OD750 in synthetic MA medium 7 days after inoculation (Figure 5C). By means of gyration in Erlenmeyer flasks, cells entered into the stationary phase 3 weeks after the inoculation and the yield was 2.85 ± 0.13 g dry weight/L in MA, 2.49 ± 0.03 g dry weight/L in Ta + NH4+ and 2.95 ± 0.05 g dry weight/L in Tsu + NH4+, respectively.

In addition to the final algal biomass yield, there was no significant difference in the growth rate among the three nitrogen sources when compared in the same spring water media (Figure 5C). These results indicate that P. sp. YKT1 is able to utilize all three of these nitrogen sources. However, cells grew slightly better in Tsu-based media than in Ta-based media (Figures 5A–C), suggesting that more of a certain growth-limiting element, such as the phosphorus shown above (Table 1), is present in greater amounts in Tsu than Ta, or that Ta contains some growth-inhibiting element.

Although cells grew in all of the nitrogen-supplemented media, a high amount of lipid droplets appeared in the Ta-based media (Figure 5D). In addition, although fewer in number than in the Ta-based medium, lipid droplets were also formed in Tsu-urea (Figure 5D). In these cells with lipid droplets, the chloroplasts (observed as red autofluorescence) were smaller those in the cells in the other media, in which lipid droplets were scarcely detected (Figure 5D).

Discussion

In this study, we have shown that sulfuric hot spring waters are applicable to the cultivation of acidophilic algae such as the red alga G. sulphuraria and the green alga P. sp. YKT1. It was also shown that, to culture these algae in the spring waters, an additional inorganic nitrogen source is required and in some cases, such as G. sulphuraria, the type of the nitrogen source (NH4+, NO3-, urea, or others) should be determined for the specific cultivation. The yield of the spring water cultivation is comparable to rich synthetic media in an appropriate spring water medium and a nitrogen source, being ∼2.73 g dry weight/L for G. sulphuraria (Figure 3) and ∼2.53 g dry weight/L for P. sp. YKT1.

It was shown that G. sulphuraria is not able to assimilate NO3- in the spring waters tested (Figure 3). However, it has been suggested that G. sulphuraria should be able to grow with nitrate as the sole nitrogen source (Imamura et al., 2010), although the typical nitrate reductase gene has not been identified in the G. sulphuraria genome (Schönknecht et al., 2013). According to this suggestion, we confirmed that G. sulphuraria is able to grow in a synthetic nitrate medium (MA media containing NaNO3 instead of (NH4)2SO4 as the sole nitrogen source, pH 2.0). Thus, the preference in types of nitrogen sources depends on other factors in the media and it will be different for cultivation in spring water from cultivation in synthetic media.

In general, growth on ammonium shows a significant decrease in pH during the exponential phase, which causes growth inhibition due to the low buffering capacity of the medium (Eustance et al., 2013). Therefore, chemical buffers and pH regulators have been used to prevent a decrease in pH. However, G. sulphuraria was able to grow well without additional chemical buffers and pH controllers in this study. It is known that G. sulphuraria grows at a wide range of low pH values (pH 0.05 – 5.0) (Doemel and Brock, 1971). In addition, the pH value of Ta + NH4+ or Tsu + NH4+ changed little during cultivation of G. sulphuraria for 2 weeks from 1.15 to 1.08 and from 1.14 to 1.04, respectively, in this study. Thus, the pH value is relatively stable at low pH at least for cultivation of G. sulphuraria.

Recently, it was reported that the freshwater cyanobacterium Synechocystis sp. PCC 6803 is able to grow in seawater-based media with additional nitrogen and phosphorus sources. However, cells grew partially in the absence of additional phosphorus source (Iijima et al., 2015). These results are consistent with the general understanding that seawater is poor in phosphorous and phosphorous is a growth-limiting nutrient for algae in the ocean (Moore et al., 2013).

Phosphorus is an essential nutrient for all organisms and has made a major contribution to agricultural and industrial development. However, the phosphorus derived from phosphate rock is a non-renewable resource and it is estimated that current global reserves will be depleted in 50–100 years (Cordell et al., 2009). In this study, we found that the waters from sulfuric hot springs are rich in phosphate (Table 1), G. sulphuraria (Figures 14) and P. sp. YKT1 (Figure 5) grew well in them without any need of an additional phosphorus source. Thus, the fact of being rich in phosphate is a strong advantage of sulfuric hot spring water for algal cultivation.

Phycocyanin is used as a natural blue dye in industrial applications. In this study, the phycocyanin contents in G. sulphuraria cultured in spring water media were 84.12 ± 3.93 μg/mg dry weight in Ta + NH4+ and 107.42 ± 1.81 μg/mg dry weight in Tsu + NH4+ (Figure 3F). These are relatively lower than but still comparable to the level reported in the Spirulina platensis (148.3 μg/mg dry weight) is currently used in the phycocyanin produced for commercial use (Bhattacharya and Shivaprakash, 2005). At present, the application of phycocyanin is limited because of its sensitivity to temperature and pH (Sarada et al., 1999). It was recently shown that the phycocyanin in G. sulphuraria is more thermostable than that in S. platensis (Moon et al., 2014). Thus, phycocyanin from thermophilic red algae such as G. sulphuraria in combination with spring water media will reduce the production cost and expand the range of applications.

Many studies have shown that eukaryotic algae accumulate triacylglycerol in lipid droplets under nitrogen-depleted condition (Goncalves et al., 2016). Consistent with these previous studies, both G. sulphuraria and P. sp. YKT1 cells formed lipid droplets in the nitrogen-depleted synthetic MA medium and in spring water media lacking any additional nitrogen source (Figures 2 and 5). Under these nitrogen-starved conditions, cell growth ceases, as reported in other algae (Figure 1). However, we also observed lipid droplet formation in both G. sulphuraria and P. sp. YKT1 in the spring water media in which additional nitrogen, but not phosphate, was supplemented (i.e., G. sulphuraria, Ta + NH4+ and Tsu + NH4+ in Figure 2; P. sp. YKT1, Ta + NH4+, NO3- or urea, and Tsu + urea; Figure 5), in which cells kept growing.

In Chlamydomonas reinhardtii, it was recently reported that phosphorus depletion substantially induces accumulation of lipid droplets in the cytosol while maintaining thylakoid membranes (Iwai et al., 2014). However, in this reported case, cell growth ceased, probably because of a complete depletion of phosphate from the medium. Although the acidic spring waters (Ta and Tsu) contained phosphorus at levels of a eutrophic lake, such a phosphorus level is still much lower than the level in a synthetic medium (Table 1). Thus, it is probable that the phosphate concentration of the sulfuric spring waters is sufficient for cellular growth, but induces lipid droplet formation. In the spring water media with an additional nitrogen source, P. sp. YKT1 poorly formed lipid droplets in Tsu-based media compared with Ta-based media (Figure 5D). One possible cause for this difference in the lipid droplet formation between Ta and Tsu is that the phosphate level in Ta is approximately one-third the level in Tsu (Table 1).

Unlike G. sulphuraria, P. sp. YKT1 cells form a high amount of lipid droplets under nitrogen-depleted condition and the cellular neutral lipid contents is elevated to ∼30% of the cellular dry weight (Hirooka et al., 2014). Thus, further investigation of acidophilic oleaginous algae and a determination of the appropriate conditions for lipid droplet formation in acidic spring water (or other acidic wastewater) will eventually lead to oil production while maintaining cellular growth at relatively low cost.

In a highly acidic environment, the number of species is limited compared to a neutrophilic environment. Thus, acidic wastewater from hot springs, mines and industries will provide a comparatively low cost alternative for open pond systems, since undesirable organisms will not be able to grow in it. In addition to searching for combinations of acidic water sources and useful acidophilic organisms, a reduction in the cost of the additional nitrogen source will facilitate the development of open pond algal culture systems.

Author Contributions

Conceived and designed the experiments: SH, S-yM; performed the experiments: SH; analyzed the data: SH, S-yM; contributed reagents/materials/analysis tools: SH; wrote the paper: SH, S-yM.

Funding

This work was supported by Core Research for Evolutional Science and Technology (CREST) Program of Japan Science and Technology Agency (JST) (to SM) and by grant-in-aid for Scientific Research from Japan Society for the Promotion of Science (no. 25251039 to SM).

Conflict of Interest Statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

We thank Dr. T. Kuroiwa and Dr. H. Kuroiwa for their advice, Dr. Y. Kanesaki for providing the material, Dr. S. Imamura for advice on nitrate assimilation and members of the Miyagishima lab for their support. Pacific Edit reviewed the manuscript prior to submission.

References

Abedi, E., and Sahari, M. A. (2014). Long-chain polyunsaturated fatty acid sources and evaluation of their nutritional and functional properties. Food Sci. Nutr. 2, 443–463. doi: 10.1002/fsn3.121

PubMed Abstract | CrossRef Full Text | Google Scholar

Aguilera, A., Souza-Egipsy, V., González-Toril, E., Rendueles, O., and Amils, R. (2010). Eukaryotic microbial diversity of phototrophic microbial mats in two Icelandic geothermal hot springs. Int. Microbiol. 13, 21–32.

Google Scholar

Aguilera, A., Zettler, E., Gómez, F., Amaral-Zettler, L., Rodríguez, N., and Amils, R. (2007). Distribution and seasonal variability in the benthic eukaryotic community of Río Tinto (SW, Spain), an acidic, high metal extreme environment. Syst. Appl. Microbiol. 30, 531–546.

Google Scholar

Amaral-Zettler, L. A., Gómez, F., Zettler, E., Keenan, B. G., Amils, R., and Sogin, M. L. (2002). Microbiology: eukaryotic diversity in Spain’s River of Fire. Nature 417:137. doi: 10.1038/417137a

PubMed Abstract | CrossRef Full Text | Google Scholar

Arnon, D. I., McSwain, B. D., Tsujimoto, H. Y., and Wada, K. (1974). Photochemical activity and components of membrane preparations from blue-green algae. I. Coexistence of two photosystems in relation to chlorophyll a and removal of phycocyanin. Biochim. Biophys. Acta 357, 231–245.

PubMed Abstract | Google Scholar

Bhattacharya, S., and Shivaprakash, M. K. (2005). Evaluation of three Spirulina species grown under similar conditions for their growth and biochemical. J. Sci. Food Agric. Sci. 85, 333–336. doi: 10.1002/jsfa.1998

CrossRef Full Text

Borowitzka, M. A. (1999). Commercial production of microalgae: ponds, tanks, and fermenters. Prog. Ind. Microbiol. 35, 313–321. doi: 10.1016/S0079-6352(99)80123-4

CrossRef Full Text | Google Scholar

Borowitzka, M. A. (2010). “Carotenoid production using microorganisms,” in Single Cell Oils. Microbial and Algal Oils, eds Z. Cohen and C. Ratledge (Urbana, IL: AOCS Press), 225–240.

Google Scholar

Borowitzka, M. A. (2013). High-value products from microalgae-their development and commercialisation. J. Appl. Phycol. 25, 743–756. doi: 10.1007/s10811-013-9983-9

CrossRef Full Text | Google Scholar

Cordell, D., Drangert, J. O., and White, S. (2009). The story of phosphorus: global food security and food for thought. Glob. Environ. Change 19, 292–305. doi: 10.1016/j.gloenvcha.2008.10.009

CrossRef Full Text | Google Scholar

Doemel, W. N., and Brock, T. D. (1971). The physiological ecology of Cyanidium caldarium. J. Gen. Microbiol. 67, 17–32. doi: 10.1099/00221287-67-1-17

CrossRef Full Text | Google Scholar

Eustance, E., Gardner, R. D., Mole, K. M., Menicucci, J., Gerlach, R., and Peyotn, B. M. (2013). Growth, nitrogen utilization, and biodiesel potential for two chlorophytes grown on ammonium, nitrate, or urea. J. Appl. Phycol. 25, 1663–1677. doi: 10.1007/s10811-013-0008-5

CrossRef Full Text | Google Scholar

Galvez-Cloutier, R., and Sanchez, M. (2007). Trophic status evaluation for 154 Lakes in Quebec, Canada: monitoring and recommendations. Water Qual. Res. J. Can. 42, 252–268.

Google Scholar

Goncalves, E. C., Wilkie, A. C., Kirst, M., and Rathinasabapathi, B. (2016). Metabolic regulation of triacylglycerol accumulation in the green algae: identification of potential targets for engineering to improve oil yield. Plant Biotechnol. J. 14, 1649–1660. doi: 10.1111/pbi.12523

PubMed Abstract | CrossRef Full Text | Google Scholar

Görl, M., Sauer, J., Baier, T., and Forchhammer, K. (1998). Nitrogen-starvation-induced chlorosis in Synechococcus PCC 7942: adaptation to long-term survival. Microbiology 144, 2449–2458. doi: 10.1099/00221287-144-9-2449

PubMed Abstract | CrossRef Full Text | Google Scholar

Gross, W., and Schnarrenberger, C. (1995). Heterotrophic growth of two strains of the acido-thermophilic red alga, Galdieria sulphuraria. Plant Cell Physiol. 36, 633–638.

Google Scholar

Hecky, R. E., and Kilham, P. (1988). Nutrient limitation of phytoplankton in freshwater and marine environments: a review of recent evidence on the effects of enrichment. Limnol. Oceanogr. 33, 796–822. doi: 10.4319/lo.1988.33.4_part_2.0796

CrossRef Full Text | Google Scholar

Hirooka, S., Higuchi, S., Uzuka, A., Nozaki, H., and Miyagishima, S. Y. (2014). Acidophilic green alga Pseudochlorella sp. YKT1 accumulates high amount of lipid droplets under a nitrogen-depleted condition at a low-pH. PLoS ONE 9:e107702. doi: 10.1371/journal.pone.0107702

PubMed Abstract | CrossRef Full Text | Google Scholar

Iijima, H., Nakaya, Y., Kuwahara, A., Hirai, M. Y., and Osanai, T. (2015). Seawater cultivation of freshwater cyanobacterium Synechocystis sp. PCC 6803 drastically alters amino acid composition and glycogen metabolism. Front. Microbiol. 6:326. doi: 10.3389/fmicb.2015.00326

PubMed Abstract | CrossRef Full Text | Google Scholar

Imamura, S., Terashita, M., Ohnuma, M., Maruyama, S., Minoda, A., Weber, A. P., et al. (2010). Nitrate assimilatory genes and their transcriptional regulation in a unicellular red alga Cyanidioschyzon merolae: genetic evidence for nitrite reduction by a sulfite reductase-like enzyme. Plant Cell Physiol. 51, 707–717. doi: 10.1093/pcp/pcq043

PubMed Abstract | CrossRef Full Text | Google Scholar

Iwai, M., Ikeda, K., Shimojima, M., and Ohta, H. (2014). Enhancement of extraplastidic oil synthesis in Chlamydomonas reinhardtii using a type-2 diacylglycerol acyltransferase with a phosphorus starvation-inducible promoter. Plant Biotechnol. J. 12, 808–819. doi: 10.1111/pbi.12210

PubMed Abstract | CrossRef Full Text | Google Scholar

Jenkins, D., and Medsker, L. L. (1964). Brucine method for determination of nitrate in ocean, estuarine, and fresh waters. Anal. Chem. 36, 610–612. doi: 10.1021/ac60209a016

CrossRef Full Text | Google Scholar

Kuroiwa, T., Ohnuma, M., Imoto, Y., and Kuroiwa, H. (2014). Lipid droplet formation in cells of the filamentous green alga Klebsormidium nitens as revealed by BODIOY-DiOC6 and BODIPY-nile red double-staining microscopy. Cytologia 79, 501–507. doi: 10.1508/cytologia.79.501

CrossRef Full Text | Google Scholar

Kuroiwa, T., Ohnuma, M., Imoto, Y., Misumi, O., Fujiwara, T., Miyagishima, S. Y., et al. (2012). Lipid droplets of bacteria, algae and fungi and a relationship between their contents and genome sizes as revealed by BODIPY and DAPI staining. Cytologia 77, 289–299.

Google Scholar

López-Archilla, A. I., Marín, I., and Amils, R. (2001). Microbial community composition and ecology of an acidic aquatic environment: the Tinto River. Spain. Microb. Ecol. 41, 20–35.

PubMed Abstract | Google Scholar

Milledge, J. J. (2012). Microalgae - commercial potential for fuel, food and feed. Food Sci. Technol. 26, 26–28.

Google Scholar

Minoda, A., Sakagami, R., Yagisawa, F., Kuroiwa, T., and Tanaka, K. (2004). Improvement of culture conditions and evidence for nuclear transformation by homologous recombination in a red alga, Cyanidioschyzon merolae 10D. Plant Cell Physiol. 45, 667–671. doi: 10.1093/pcp/pch087

PubMed Abstract | CrossRef Full Text | Google Scholar

Minoda, A., Sawada, H., Suzuki, S., Miyashita, S., Inagaki, K., Yamamoto, T., et al. (2015). Recovery of rare earth elements from the sulfothermophilic red alga Galdieria sulphuraria using aqueous acid. Appl. Microbiol. Biotechnol. 99, 1513–1519. doi: 10.1007/s00253-014-6070-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Misumi, M., Katoh, H., Tomo, T., and Sonoike, K. (2016). Relationship between photochemical quenching and non-photochemical quenching in six species of Cyanobacteria reveals species difference in redox state and species commonality in energy dissipation. Plant Cell Physiol. 57, 1510–1517.

PubMed Abstract | Google Scholar

Misumi, O., Sakajiri, T., Hirooka, S., Kuroiwa, H., and Kuroiwa, T. (2008). Cytological studies of metal ion tolerance in the red algae Cyanidioschyzon merolae. Cytologia. 73, 437–443. doi: 10.1508/cytologia.73.437

CrossRef Full Text | Google Scholar

Moon, M., Mishra, S., Kim, C., Suh, W., Park, M., and Yang, J. (2014). Isolation and characterization of thermostable phycocyanin from Galdieria sulphuraria. Korean J. Chem. Eng. 31, 490–495. doi: 10.1007/s11814-013-0239-9

CrossRef Full Text | Google Scholar

Moore, C. M., Mills, M. M., Arrigo, K. R., Berman-Frank, I., Bopp, L., Boyd, E. D., et al. (2013). Processes and patterns of oceanic nutrient limitation. Nat. Geosci. 6, 701–710. doi: 10.1038/ngeo1765

CrossRef Full Text | Google Scholar

Murphy, J., and Riley, J. P. (1962). A modified single solution method for determination of phosphate in natural waters. Anal. Chim. Acta 26, 31–36. doi: 10.1016/S0003-2670(00)88444-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Nagasaka, S., Nishizawa, N. K., Mori, S., and Yoshimura, E. (2004). Metal metabolism in the red alga Cyanidium caldarium and its relationship to metal tolerance. Biometals 17, 177–181. doi: 10.1023/B:BIOM.0000018403.37716.ff

PubMed Abstract | CrossRef Full Text | Google Scholar

Reeb, V., and Bhattacharya, D. (2010). “The thermo-acidophilic cyanidiophyceae (Cyanidiales),” in Red Algae in the Genomic Age, eds J. Seckbach and D. J. Chapman (Berlin: Springer), 409–426.

Google Scholar

Sanada, T., Takamatsu, N., and Yoshiike, Y. (2006). Geochemical interpretation of long-term variations in rare earth element concentrations in acidic hot spring waters from the Tamagawa geothermal area. Japan. Geothermics 35, 141–155. doi: 10.1016/j.geothermics.2006.02.004

CrossRef Full Text | Google Scholar

Sarada, R., Pillai, M. G., and Ravishankar, G. A. (1999). Phycocyanin from Spirulina sp: influence of processing of biomass on phycocyanin yield, analysis of efficacy of extraction methods and stability studies on phycocyanin. Process Biochem. 34, 795–801. doi: 10.1016/S0032-9592(98)00153-8

CrossRef Full Text | Google Scholar

Scheiner, D. (1976). Determination of ammonia and Kjeldahl nitrogen by indophenol method. Water Res. 10, 31–36. doi: 10.1016/j.aca.2008.11.011

PubMed Abstract | CrossRef Full Text | Google Scholar

Schönknecht, G., Chen, W. H., Ternes, C. M., Barbier, G. G., Shrestha, R. P., Stanke, M., et al. (2013). Gene transfer from bacteria and archaea facilitated evolution of an extremophilic eukaryote. Science 339, 1207–1210. doi: 10.1126/science.1231707

PubMed Abstract | CrossRef Full Text | Google Scholar

Simionato, D., Block, M. A., La-Rocca, N., Jouhet, J., Marechal, E., Finazzi, G., et al. (2013). Response of Nannochloropsis gaditana to nitrogen starvation includes a De novo biosynthesis of triacylglycerols, a decrease of chloroplast galactolipids and a reorganization of the photosynthetic apparatus. Eukaryot. Cell 12, 665–676. doi: 10.1128/EC.00363-12

PubMed Abstract | CrossRef Full Text | Google Scholar

Sinetova, M. P., Markelova, A. G., and Los, D. A. (2006). The effect on nitrogen starvation on the ultrastructure and pigment composition of chloroplasts in the acidothermophylic microalga Galdieria sulphuraria. Russ. J. Plant Physiol. 53, 153–162. doi: 10.1134/S1021443706020026

CrossRef Full Text | Google Scholar

Singh, S., Kate, B. N., and Banerjee, U. C. (2005). Bioactive compounds from cyanobacteria and microalgae: an overview. Crit. Rev. Biotechnol 25, 73–95. doi: 10.1080/07388550500248498

PubMed Abstract | CrossRef Full Text | Google Scholar

Stan-Lotter, H., and Fendrihan, S. (2012). Adaption of Microbial Life to Environmental Extremes : Novel Research Results and Application. New York, NY: Springer.

Google Scholar

Wang, Z. T., Ullrich, N., Joo, S., Waffenschmidt, S., and Goodenough, U. (2009). Algal lipid bodies: stress induction, purification, and biochemical characterization in wild-type and starchless Chlamydomonas reinhardtii. Eukaryot. Cell 8, 1856–1868. doi: 10.1128/EC.00272-09

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: acidic hot spring water, phycocyanin, lipid droplets, nitrogen source, phosphorus, biomass

Citation: Hirooka S and Miyagishima S-y (2016) Cultivation of Acidophilic Algae Galdieria sulphuraria and Pseudochlorella sp. YKT1 in Media Derived from Acidic Hot Springs. Front. Microbiol. 7:2022. doi: 10.3389/fmicb.2016.02022

Received: 01 March 2016; Accepted: 02 December 2016;
Published: 20 December 2016.

Edited by:

Regina-Michaela Wittich, Spanish High Council for Scientific Research – Estación Experimental del Zaidín, Spain

Reviewed by:

Luis Guillermo Ramírez mérida, University of Carabobo, Venezuela
Aurelio Briones, University of Idaho, USA

Copyright © 2016 Hirooka and Miyagishima. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Shin-ya Miyagishima, c21peWFnaXNAbmlnLmFjLmpw

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