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Algae > Volume 39(2); 2024 > Article
You, Jeong, Park, Eom, Kang, and Ok: Effects of aeration and centrifugation conditions on omega-3 fatty acid production by the mixotrophic dinoflagellate Gymnodinium smaydae in a semi-continuous cultivation system on a pilot scale

ABSTRACT

High production and efficient harvesting of microalgae containing high omega-3 levels are critical concerns for industrial use. Aeration can elevate production of some microalgae by providing CO2 and O2. However, it may lower the production of others by generating shear stress, causing severe cell damage. The mixotrophic dinoflagellate Gymnodinium smaydae is a new, promising microalga for omega-3 fatty acid production owing to its high docosahexaenoic acid content, and determining optimal conditions and methods for high omega-3 fatty acid production and efficient harvest using G. smaydae is crucial for its commercial utilization. Therefore, to determine whether continuous aeration is required, we measured densities of G. smaydae and the dinoflagellate prey Heterocapsa rotundata in a 100-L semi-continuous cultivation system under no aeration and continuous aeration conditions daily for 9 days. Furthermore, to determine the optimal conditions for harvesting through centrifugation, different rotational speeds of the continuous centrifuge and different flow rates of the pump injecting G. smaydae + H. rotundata cells into the centrifuge were tested. Under continuous aeration, G. smaydae production gradually decreased; however, without aeration, the production remained stable. Harvesting efficiency and the dry weights of omega-3 fatty acids of G. smaydae + H. rotundata cells at a rotational speed of 16,000 rpm were significantly higher than those at 2,000–8,000 rpm. However, these parameters did not significantly differ at injection pump flow rates of 1.0–4.0 L min−1. The results of the present study provide a basis for optimized production and harvest conditions for G. smaydae and other microalgae.

Abbreviations

ALA
alpha-linolenic acid
DHA
docosahexaenoic acid
EPA
eicosapentaenoic acid
FAME
total fatty acid methyl esters
rpm
revolutions per minute
TFA
total fatty acid
vvm
volume of air per volume of culture per minute

INTRODUCTION

Microalgae play diverse roles in marine ecosystems as primary producers, prey, predators, parasites, and symbionts (Coats 1999, Jeong et al. 2012, Lee et al. 2020, You et al. 2020a, Ok et al. 2021, 2024). These microalgae are frequently predominant in plankton assemblages (Jeong et al. 2021, Kang et al. 2023), and they produce useful biological materials including fatty acids, amino acids, functional pigments, antioxidants, and toxins (Hwang and Lu 2000, Jang et al. 2017, Lim et al. 2018, 2020, Wang et al. 2022, Buchheim et al. 2023). Therefore, marine microalgae have potential applications with regard to bioenergy resources, animal feed, human foods, health supplements, and pharmaceuticals (Atalah et al. 2007, Fuentes-Grünewald et al. 2009, Manirafasha et al. 2016, Lim et al. 2018, 2020). For example, omega-3 fatty acids, including eicosapentaenoic acid (EPA), docosahexaenoic acid (DHA), and alpha-linolenic acid (ALA), are polyunsaturated fatty acids that can promote human and animal health (Harris 2007, Koletzko et al. 2008, Figueras et al. 2011). Notably, due to heavy metal pollution and overfishing, attention has recently shifted from fish towards microalgae and seaweeds for the extraction of omega-3 fatty acids (Doughman et al. 2007, Martins et al. 2013).
Among the various marine protists, the haptophyte Isochrysis galbana, the thraustochytriaceae Aurantiochytrium spp. and Schizochytrium spp., and the dinoflagellates Crypthecodinium cohnii and Paragymnodinium shiwhaense produce high contents of EPA and DHA (Thompson et al. 1992, Barclay et al. 2010, Wynn et al. 2010, Jang et al. 2017, Heggeset et al. 2019). In addition, the mixotrophic dinoflagellate Gymnodinium smaydae contains high DHA levels, i.e., 43% of the total fatty acid contents, which is the highest DHA content among currently examined microalgae, excluding C. cohnii (Jiang et al. 1999, Jiang and Chen 2000, Lim et al. 2020). Therefore, this dinoflagellate is a promising candidate for high DHA production (Lim et al. 2020). This species, which was isolated and classified as a new species in Korea in 2014, is identified as a non-toxic species feeding directly on other species using its peduncle and exhibiting rapid growth (Kang et al. 2014, Lee et al. 2014, Lim et al. 2018). A 10-L semi-continuous cultivation system for G. smaydae was previously developed, and the cell density and fatty acid contents of the species were stably maintained for 43 days (Lim et al. 2020). We have successfully developed a 100-L cultivation system for the heterotrophic dinoflagellate Noctiluca scintillans (You et al. 2022). However, considering that for some microalgae cultivation conditions on a small scale may differ from those on a larger scale with regard to commercial production (Borowitzka and Vonshak 2017, You et al. 2022), and the optimized conditions for high production and efficient harvest of G. smaydae in an upscaled system are yet to be identified.
Aeration is a crucial factor in the production of microalgae; however, its effects may differ between species (Han et al. 2015, Thanh et al. 2015). Aeration can improve the growth of some phototrophic microalgae by providing the CO2 required for photosynthesis (Vega-Estrada et al. 2005, Han et al. 2015, Thanh et al. 2015, Ding et al. 2021); however, in other phototrophic microalgae, aeration can inhibit growth by inducing high shear stress, which can cause severe cell damage and even cell lysis if excessive (Rodríguez et al. 2009, reviewed by Wang and Lan 2018). The chlorophyte Chlorella sorokiniana grows optimally at low airflow rates of 0.02–0.05 volume of air per volume of culture per minute (vvm) (Xie et al. 2020), whereas the chlorophyte Scenedesmus quadricauda grows optimally at airflow rates as high as 0.6 vvm (Thanh et al. 2015). Therefore, the aeration conditions for optimal cell growth without cell damage should be determined for each target species.
Various methods, including centrifugation, flocculation, and filtration, are employed for harvesting microalgae (Sournia 1978, Jiang et al. 1993, Anderson 2005, reviewed by Najjar and Abu-Shamleh 2020). However, continuous centrifugation is commonly used for large-scale harvesting of marine microalgae cultures owing to its high harvesting efficiency and rapid operation time (reviewed by Najjar and Abu-Shamleh 2020); however, the efficiency of continuous centrifugation is affected by several critical factors such as the sedimentation characteristics of the respective microalgal cells, the rotational speed of the centrifuge, and the retention time, which is controlled by the flow rate from the injection pump to the centrifuge (Heasman et al. 2000, Dassey and Theegala 2013, Kim et al. 2015, Reyes and Labra 2016, Cuellar-Bermudez et al. 2020). Continuous centrifugation consumes substantial amounts of energy, leading to high costs (reviewed by Singh and Patidar 2018). Harvesting costs generally account for 20–30% of the production cost of microalgae biomass (Gudin and Therpenier 1986, Grima et al. 2003). Therefore, optimal harvesting conditions at the species level must be determined when using continuous centrifugation.
The present study was conducted to determine whether continuous aeration is required for G. smaydae. We measured the densities of G. smaydae and Heterocapsa rotundata as prey in a 100-L semi-continuous cultivation system under no aeration and continuous aeration conditions daily for 9 days. Furthermore, to determine optimal harvest conditions through centrifugation, we examined the harvesting efficiency and dry weights of fatty acids in G. smaydae + H. rotundata cells at different rotational speeds and at different flow rates of the pump injecting the cells from the predator storage tank into the centrifuge under continuous centrifugation. The results of the present study provide a basis for optimized production and harvesting conditions for G. smaydae and other microalgae.

MATERIALS AND METHODS

Cultivation of Gymnodinium smaydae and its prey Heterocapsa rotundata

Cells of the mixotrophic dinoflagellate G. smaydae GSSH1005 were originally isolated from the coastal waters of Shiwha Bay, Korea; the water temperature and salinity were 19.0°C and 27.7, respectively (Kang et al. 2014). Cells of H. rotundata HRSH1201, a suitable prey of G. smaydae, were isolated from the surface waters of Shiwha Bay, Korea; the water temperature and salinity were 0.2°C and 31.0, respectively (Kang et al. 2014). Cultures of G. smaydae and H. rotundata were maintained in 10-L polycarbonate bottles (Thermo Fisher Scientific, Waltham, MA, USA) containing 0.2-μm-filtered seawater (G. smaydae) or f/2-Si medium (H. rotundata) (Guillard and Ryther 1962) at 25°C under illumination with 50 μmol photons m−2 s−1 using a light-emitting diode (LED) lamp under a 14 : 10 h light / dark cycle. These temperature and light intensity conditions are optimal for maximum growth of G. smaydae (You et al. 2020b). Cells of H. rotundata as prey were added to the G. smaydae culture every 2 or 3 days.

Semi-continuous cultivation system of Gymnodinium smaydae on a 100-L scale

The semi-continuous cultivation system for mixotrophic microalgae on a 100-L scale used in this study was scaled up from a 10-L system described previously (Jeong and Lim 2020, Lim et al. 2020) (Fig. 1). This 100-L scale system consisted of three 200-L acrylic water tanks; two LED lamps for illumination per tank; two peristaltic pumps (77420-20, Masterflex; Cole Parmer, Vernon Hills, IL, USA); two devices (MultiLab 4010-3W; YSI, Yellow Springs, OH, USA), each connected to three sensors for measuring water temperature (°C), salinity, pH, and dissolved oxygen (mg L−1); and silicone tubings (Masterflex). The three water tanks containing H. rotundata as prey, G. smaydae for growing, and G. smaydae for storage after growing, respectively, were connected in series through the silicone tubings (Fig. 1). Two peristaltic pumps were used to transport the prey culture from the prey culture tank to the predator culture tank and, subsequently, the predator culture from the predator culture tank to the predator storage tank. The medium was manually added to the prey culture tank after these transport processes. This 100-L scale system was executed in a temperature-controlled walk-in chamber, maintaining a temperature of 25°C under the culture conditions described above.
For experiments 1–4, G. smaydae was cultivated in the 100-L scale system using the following process: at the beginning of the procedure, 120 L of dense H. rotundata culture (>100,000 cells mL−1) was added to the prey culture tank, and 10 L of dense G. smaydae cultures (approximately 50,000 cells mL−1) were added to the predator culture tank. In this system, 20 or 30 L H. rotundata culture in the prey culture tank was automatically transported every day to the G. smaydae culture in the predator culture tank through a peristaltic pump (flow rate: 2 L min−1). Subsequently, the prey tank was manually refilled with 20 or 30 L of f/2-Si medium. Therefore, the culture volume of 120 L in the prey tank was continuously maintained; however, the volume of G. smaydae culture in the predator culture tank gradually increased through the addition of H. rotundata culture to the tank. When the volume of G. smaydae culture in the predator culture tank reached 90 or 100 L, most of the volume (80 or 90 L) was transported to the predator storage tank. By repeating these steps, G. smaydae was cultivated semi-continuously in the predator culture tank. In the predator storage tank, 80 or 90 L of G. smaydae culture was maintained without added prey for 1 day under the same culture conditions (Lim et al. 2020), and G. smaydae cells in the predator storage tank were harvested 1 day later through centrifugation to analyze the density and fatty acid contents.
Ten-milliliter aliquots were removed from the water in the prey and predator culture tanks using an auto pipette and fixed using a 5% acidic Lugol’s solution. Subsampling from the prey or predator culture tank was performed before and after adding f/2-Si medium or prey culture to the tanks. From the predator storage tank, a 10-mL aliquot was collected before the culture was harvested. All or more than 200 cells of each species were counted in three 1-mL Sedgewick-Rafter (SR) chambers using an inverter microscope (CX21; Olympus Corporation, Shinjuku, Tokyo, Japan) at 100- or 200-fold magnification. During this cultivation, the pH and dissolved oxygen levels were also monitored.

Effects of continuous aeration on the production of Gymnodinium smaydae

Experiments 1 and 2 were designed to investigate the effects of continuous and no aeration on cell growth, feeding, and fatty acid composition of G. smaydae cultivated in the 100-L semi-continuous cultivation system.
In experiment 1, G. smaydae was cultivated without aeration for 9 days, as described in the section “Semi-continuous cultivation system of Gymnodinium smaydae on a 100-L scale.” The cultivation was repeated three times consecutively (periods 1–3) for 9 days. During each period, 30 L of H. rotundata culture from the prey culture tank was transported each day to the predator culture tank containing G. smaydae culture. When the volume of G. smaydae culture in the predator culture tank reached 100 L on 3 days, 90 L of G. smaydae culture was transported to the predator storage tank, which was then maintained without added prey for 1 day. One day later, triplicate 5-L aliquots from the predator storage tank were harvested through centrifugation (Labogene 1696R; Gyrozen Co., Gimpo, Korea) at 3,000 revolutions per minute (rpm) (4,315 ×g) for 10 min and then stored at −70°C in a deep freezer before measurements of fatty acids.
In experiment 2, G. smaydae was cultivated under continuous aeration for 9 days (periods 1–3) and harvested as described above. An air pump and a sparger provided continuous aeration at an airflow rate of 3 L min−1 (vvm = 0.03–0.08).

Effects of rotational speeds of the continuous centrifuge and flow rates of the injection pump into the centrifuge on the harvesting of Gymnodinium smaydae cells

Cells of G. smaydae were harvested using a continuous centrifugation system comprising an industrial continuous centrifuge (GK-2-A; Gosgo, Paju, Korea), a peristaltic pump (77420-20; Masterflex) for injecting microalgae cultures from the predator storage tank into the centrifuge, and a chiller (HD-0.5A; Hyundai ENG Co., Ltd., Seoul, Korea) for controlling water temperatures (Fig. 2). This centrifugation system facilitated the continuous harvesting of microalgae that were injected from the predator storage tank into the centrifuge by the peristaltic pump. The water from which microalgae cells had been removed was discharged in real-time through the centrifuge outlet. Consequently, only microalgae cells were collected inside the centrifuge bowl. The chiller of the centrifugation system controlled the water temperature of injected microalgae cultures; therefore, the harvesting efficiency and biomass concentration could only be affected by the rotational speed of the centrifuge and the flow rate of the injection pump.
Experiments 3 and 4 were designed to determine the effects of the rotational speed of the continuous centrifuge and the flow rate of the injection pump from the predator storage tank to the centrifuge bowl, respectively. For experiment 3, G. smaydae was cultivated for 4 days as described in the section “Semi-continuous cultivation system of Gymnodinium smaydae on a 100-L scale.” Every day, 20 L of H. rotundata culture from the prey culture tank was transported to the predator culture tank containing G. smaydae culture. When the volume of G. smaydae culture in the predator culture tank reached 90 L on day 4, 80 L of G. smaydae culture was transported to the predator storage tank and maintained without added prey for 1 day. Triplicate 5-L aliquots of G. smaydae culture from the predator storage tank were centrifuged at four different speeds: 2,000, 4,000, 8,000, and 16,000 rpm (1,611, 3,221, 6,442, and 12,884 ×g, respectively). In this experiment, the flow rate of the peristaltic pump for injecting G. smaydae cultures into the centrifuge was 0.5 L min−1. The collected G. smaydae cells in the centrifuge bowl were transferred to 15-mL Falcon tubes (Corning Inc., Corning, NY, USA) and then stored at -70°C before the lipid composition was analyzed.
For experiment 4, G. smaydae was cultivated following the same method as in experiment 3. Duplicate 5-L aliquots of G. smaydae culture from the predator storage tank were centrifuged at three different flow rates of the peristaltic pump for injection: 1.0, 2.0, and 4.0 L min−1. In this experiment, the rotational speed of the centrifuge was 16,000 rpm (12,884 ×g). The collected G. smaydae cells in the centrifuge bowl were transferred and stored as described above.
In experiments 3 and 4, fatty acid composition, the dry weight of total fatty acids (mg L−1) and omega-3 fatty acids (mg L−1 and % of total fatty acids) of G. smaydae, as well as its harvesting efficiency (%), were analyzed. To calculate the harvesting efficiency of G. smaydae cells under each experimental condition, effluent discharged during G. smaydae centrifugation was placed in one PC bottle each for experiments 3 and 4. A 10-mL aliquot was removed from each bottle and was fixed using 5% Lugol’s solution. G. smaydae cells that remained in the effluent were counted under the inverted microscope using three 1-mL SR chambers. Harvesting efficiencies for each experimental condition were calculated as follows:
Harvesting efficiency (%)=(GSculture-GSeff)/GSculture×100
, where GSculture is the density (cells mL−1) of G. smaydae in the predator storage tank before the cells were centrifuged, and GSeff is the density (cells mL−1) of G. smaydae in the effluent after the cells were centrifuged.

Lipid extraction and analysis

When the fatty acid compositions and contents of G. smaydae maintained in the predator storage tank for 1 day were analyzed, a small amount of H. rotundata cells cultivated under continuous aeration in periods 1 and 2 and a large amount of H. rotundata cells in the period 3 remained. Therefore, the analysis results were expressed as the fatty acid compositions and contents of G. smaydae + H. rotundata. According to Lim et al. (2020), the fatty acid composition and content of only G. smaydae cells were similar to those of G. smaydae cells with H. rotundata cells, when the density of H. rotundata was <1% of that of G. smaydae.
Frozen microalgal cells were lyophilized at −110°C for 24 h under vacuum using a freeze dryer (Bondiro; Ilshin, Dongducheon, Korea) to obtain dry biomass as described by Lim et al. (2020). Total fatty acid methyl esters (FAMEs) were extracted from the lyophilized cells and analyzed using the one-step hydrolysis, extraction, and methylation procedure (Garcés and Mancha 1993).
FAMEs were analyzed using gas chromatography (7890A; Agilent Technologies, Santa Clara, CA, USA). A 1-μL aliquot of the extracted FAMEs was injected into a capillary column (DB-23, Ser. No. US8897617H; 60 m × 0.25 mm × 0.25 μm film thickness) coupled with a flame ionization detector at a split ratio of 20 : 1 (Lim et al. 2020). The thermal profile consisted of the following steps: initial temperature of 50°C sustained for 1 min, increase to 130°C at 15°C min−1, increase to 170°C at 8°C min−1, increase to 215°C at 2°C min−1, and maintenance for 10 min. The injector and detector temperatures were 250 and 280°C, respectively. FAME peaks were determined by matching the retention times of the samples with those of the reference standards (Supelco 37-component FAME mix; Supelco, Bellafonte, PA, USA). Omega-3 fatty acid contents were determined as the sums of EPA, DHA, and ALA contents.

Statistical analysis

Univariate analyses and post-hoc tests were conducted to investigate significant differences among data produced from experiments 1–4. All statistical analyses were performed using SPSS version 25 (IBM-SPSS Inc., Armonk, NY, USA). Statistical significance was considered at p < 0.05.
Before the analyses, normality and homogeneity of variance were tested using Shapiro-Wilk W and Levene’s tests. When both assumptions of normality and homogeneity of variance were satisfied, a parametric one-way analysis of variance and Tukey’s honestly significant difference post-hoc test were performed. When the assumption of normality was not satisfied, a non-parametric Kruskal-Wallis test and Mann-Whitney U comparison with a post-hoc Bonferroni correction were performed.

RESULTS

Changes in densities of Gymnodinium smaydae and Heterocapsa rotundata cultivated under no aeration and continuous aeration

In the predator culture tank, the densities of G. smaydae cultivated under no aeration (experiment 1) were similar at the end of periods 1 (3 days), 2 (6 days), and 3 (9 days), i.e., 45,017, 52,333, and 45,600 cells mL−1, respectively (Figs 3 & 4A). Whereas, the densities of G. smaydae in the predator culture tank cultivated under continuous aeration (experiment 2) were similar at the end of periods 1 (3 days) and 2 (6 days), i.e., 69,250 and 68,500 cells mL−1, respectively; however, they were higher than that at the end of period 3 (9 days), 47,286 cells mL−1 (Fig. 4B). Therefore, the densities of G. smaydae in the predator culture tank at the end of periods 1 (3 days) and 2 (6 days) cultivated under continuous aeration (experiment 2) were higher than those under no aeration (experiment 1). However, the density of G. smaydae in the predator culture tank at the end of period 3 (9 days) cultivated under continuous aeration (experiment 2) was similar to that under no aeration (experiment 1).
In the predator storage tank, the densities of G. smaydae cultivated under no aeration (experiment 1) and maintained for 1 day were 50,600, 53,000, and 47,875 cells mL−1, respectively, whereas those cultivated under continuous aeration (experiment 2) and maintained for 1 day were 46,400, 58,950, and 19,417 cells mL−1, respectively (Fig. 5). In the predator storage tank, the densities of G. smaydae cultivated under no aeration (experiment 1) and maintained for 1 day in periods 1 and 2 were similar, and they were also similar to those under continuous aeration (Fig. 5); however, the density of G. smaydae cultivated under no aeration (experiment 1) and maintained for 1 day in period 3 was higher than that under continuous aeration (experiment 2).
In the predator culture tank, the densities of H. rotundata at the end of periods 1 (3 days), 2 (6 days), and 3 (9 days) cultivated under no aeration (experiment 1) were 201, 1,428, and 4,034 cells mL−1, respectively, whereas those cultivated under continuous aeration (experiment 2) were 0, 50,800, and 316,333 cells mL−1, respectively (Figs 3, 4C & D). In the predator storage tank, the densities of H. rotundata cultivated at the end of periods 1, 2, and 3 under no aeration (experiment 1) and maintained for 1 day were 0, 82, and 52 cells mL−1, respectively, whereas those cultivated at the end of periods 1, 2, and 3 under continuous aeration (experiment 2) were 0, 260, and 161,667 cells mL−1, respectively (Fig. 5). Therefore, during maintenance in the predator storage tank, G. smaydae eliminated all H. rotundata cells in period 1 under both non-aeration and continuous aeration and most H. rotundata cells in period 2 under both non-aeration and continuous aeration; however, G. smaydae did not eliminate a large number of H. rotundata cells in period 3 under the continuous aeration conditions.

Fatty acid compositions and contents of Gymnodinium smaydae + Heterocapsa rotundata cultivated under no aeration and continuous aeration

The fatty acid compositions of G. smaydae + H. rotundata cultivated under no aeration and maintained in the predator storage tank for 1 day in periods 1, 2, and 3 were similar (Fig. 6). Notably, the proportion of DHA in the weight of total fatty acids, 40.5–44.1%, was the highest, and that of palmitic acid (C16 0), 21.7–23.8%, was the second highest. Furthermore, the proportion of EPA in the weight of total fatty acids was 9.5–10.1% (Fig. 6). The fatty acid compositions of G. smaydae + H. rotundata cultivated under continuous aeration and maintained in the predator storage tank for 1 day in periods 1 and 2 were similar, and they were also similar to those under no aeration (Fig. 6). However, the fatty acid composition of G. smaydae + H. rotundata cultivated under continuous aeration and maintained in the predator storage tank for 1 day in period 3 was largely different from that in periods 1 and 2; the portion of DHA in the weight of total fatty acids, 29.2%, was the second highest, whereas that of palmitic acid, 31.5%, was the highest (Fig. 6).
The dry weights of total fatty acids of G. smaydae + H. rotundata cells cultivated under no aeration and harvested from 5 L in the predator storage tank in periods 1, 2, and 3 (0.52–0.62 mg L−1) were similar, whereas those after cultivation under continuous aeration in the storage tank were considerably different (Fig. 7A & B). The dry weights of total fatty acids of G. smaydae + H. rotundata cells cultivated under continuous aeration in periods 1 and 2 (0.72–0.98 mg L−1) were higher than that in period 3 (0.25 mg L−1); however, the sum of the dry weights of total fatty acids of G. smaydae + H. rotundata cells cultivated under no aeration in periods 1–3 (1.71 mg L−1) was similar to that after cultivation under continuous aeration conditions (1.95 mg L−1) (Fig. 7C).
The dry weights of omega-3 fatty acids in G. smaydae + H. rotundata cells cultivated under no aeration and harvested from 5 L in the predator storage tank in periods 1, 2, and 3 (0.29–0.32 mg L−1) were similar, whereas those cultivated under continuous aeration in the storage tank were considerably different (Fig. 7D & E). The dry weights of omega-3 of G. smaydae + H. rotundata cells cultivated under continuous aeration in periods 1 and 2 (0.37–0.52 mg L−1) were higher than that in period 3 (0.10 mg L−1); however, the sum of the dry weights of omega-3 of G. smaydae + H. rotundata cells cultivated under no aeration in periods 1–3 (0.90 mg L−1) was similar to that after cultivation under continuous aeration (0.99 mg L−1) (Fig. 7F).
The ratios (%) of omega-3 fatty acids relative to total fatty acids of G. smaydae + H. rotundata cells cultivated under no aeration and harvested from 5 L in the predator storage tank in periods 1, 2, and 3 (51.2–55.0%) were similar, whereas those after cultivation under continuous aeration in the storage tank were considerably different (Fig. 7G & H). The ratios (%) of omega-3 fatty acids relative to total fatty acids of G. smaydae + H. rotundata cells cultivated under continuous aeration in periods 1 and 2 (52.2–53.1%) were higher than that in period 3 (38.5%).

Effect of rotational speed of the continuous centrifuge on harvesting Gymnodinium smaydae

In experiment 3, the harvesting efficiencies (%) of G. smaydae cells cultivated for 4 days under no aeration and harvested from 5 L in the predator storage tank of the 100-L system at rotation speeds of 2,000, 4,000, 8,000, and 16,000 rpm were significantly different (Kruskal-Wallis test, H3 = 10.421, p = 0.015) (Fig. 8A, Supplementary Figs S1 & S2). Notably, with increasing rotating speed, the harvesting efficiencies of G. smaydae cells increased from 32.8 to 93.4%. In addition, the dry weight of total fatty acids of G. smaydae + H. rotundata cells cultivated under no aeration and harvested from 5 L from the predator storage tank at rotation speeds of 2,000, 4,000, 8,000, and 16,000 rpm exhibited a pattern similar to that of the harvesting efficiency (Fig. 8B). With increasing the rotation speed, the dry weight of total fatty acids in G. smaydae + H. rotundata cells significantly increased from 0.02 to 0.50 mg L−1 (Kruskal-Wallis test, H3 = 10.009, p = 0.018). Furthermore, the dry weight of omega-3 of G. smaydae + H. rotundata cells cultivated under no aeration for 4 days and harvested from 5 L from the predator storage tank at rotation speeds of 2,000, 4,000, 8,000, and 16,000 rpm exhibited a pattern similar to that of the harvesting efficiency (Fig. 8C). With increasing the rotating speeds of the centrifuge, the dry weight of omega-3 of G. smaydae + H. rotundata cells significantly increased from 0.01 to 0.23 mg L−1 (Kruskal-Wallis test, H3 = 9.495, p = 0.023). Moreover, the ratio (%) of omega-3 relative to total fatty acids of G. smaydae + H. rotundata cells cultivated under no aeration and harvested from 5 L from the predator storage tank at rotation speeds of 2,000, 4,000, 8,000, and 16,000 rpm, 40.8–45.9%, were similar but significantly different (Kruskal-Wallis test, H3 = 8.692, p = 0.034) (Fig. 8D). The cell morphology of G. smaydae was examined at each rotational speed (Fig. 8E), and changes from the original shape to spherical were observed immediately after centrifugation, with no differences in shape depending on the rotational speed.
The fatty acid compositions of G. smaydae + H. rotundata cells cultivated for 4 days under no aeration and harvested from 5 L from the predator storage tank of the 100-L system at rotation speeds of 2,000, 4,000, 8,000, and 16,000 rpm were similar (Fig. 9). The proportion of DHA in the weight of total fatty acids (32.4–36.7%) was the highest, and that of palmitic acid (22.0–24.4%) was the second highest. Furthermore, the proportion of EPA in the weight of total fatty acids was 7.7–8.6% (Fig. 9).

Effect of the injection flow rate into the centrifuge on harvesting Gymnodinium smaydae

In experiment 4, the harvesting efficiencies (%) of G. smaydae cells cultivated for 4 days under no aeration and harvested from 5 L from the predator storage tank of the 100-L system at injection flow rates of 1.0, 2.0, and 4.0 L min−1 (89.3–95.5%) did not differ significantly (Kruskal-Wallis test, H2 = 3.714, p = 0.156) (Fig. 10A, Supplementary Figs S3 & S4). Similarly, the dry weight of total fatty acids (mg L−1), the dry weight of omega-3 (mg L−1), and the ratio (%) of omega-3 relative to total fatty acids of G. smaydae + H. rotundata cells at injection flow rates of 1.0, 2.0, and 4.0 L min−1 (0.60–0.65 mg L−1, 0.27–0.28 mg L−1, and 43.4–44.4%, respectively) also did not differ significantly (Kruskal-Wallis test, H2 = 1.143, p = 0.565 for the dry weight of total fatty acids; H2 = 0.857, p = 0.651 for the dry weight of omega-3; H2 = 3.429, p = 0.18 for the ratio of omega-3 relative to total fatty acids) (Fig. 10B–D).
The fatty acid compositions of G. smaydae + H. rotundata cells cultivated for 4 days under no aeration and harvested from 5 L from the predator storage tank of the 100-L system at flow rates of 1.0, 2.0, and 4.0 L min−1 were similar (Fig. 11). The proportion of DHA in the weight of total fatty acids (34.8–35.5%) was the highest, and that of palmitic acid (22.7–23.2%) was the second highest. Furthermore, the proportion of EPA in the weight of total fatty acids was 7.9–8.2% (Fig. 11).

DISCUSSION

Effects of continuous aeration on the production of microalgae

The results of the present study clearly demonstrated that continuous aeration at low airflow rates of 0.03–0.08 vvm affected the production of G. smaydae; however, the dry weight of total fatty acids in G. smaydae + H. rotundata cultivated under continuous aeration was greater than that under no aeration in the first two periods, indicating that aeration enhanced fatty acid production of G. smaydae + H. rotundata, probably when G. smaydae cells were healthy. In contrast, the weight of total fatty acids in G. smaydae + H. rotundata cultivated under continuous aeration was lower than that under no aeration in the last period, indicating that aeration inhibited fatty acid production by G. smaydae + H. rotundata, probably when G. smaydae cells were not healthy. Therefore, G. smaydae may be considerably affected by an increase in the aeration time (i.e., over 6 days). Subsequently, when continuous aeration is adopted, G. smaydae cells should be cultivated for less than 6 days, harvested, and replaced with a fresh culture. Meanwhile, the weights of total fatty acids in G. smaydae + H. rotundata cultivated under no aeration and continuous aeration conditions were similar after 9 days. Therefore, cultivating G. smaydae cells without aeration is a more effective approach in terms of productivity than using aeration. Furthermore, no aeration reduces the energy costs required to operate aeration devices.
Consistent with our results, the production of the haptophyte Prymnesium parvum (in mixotrophic cultivation) and chlorophyte Scenedesmus obliquus under no aeration was higher than that under aeration conditions (Table 1). Their production was lowered at low airflow rates of <0.1 vvm (Hodaifa et al. 2010, Vidyarathna et al. 2014). In contrast, the production of chlorophytes Chlorella sorokiniana and P. parvum (in autotrophic cultivation) and cryptophyte Rhodomonas salina was enhanced under low aeration (Table 1). Notably, the airflow rates of aeration by air pump devices supporting maximum production of C. sorokiniana, P. parvum, and R. salina were 0.05, 0.07, and 0.07 vvm, respectively (Vidyarathna et al. 2014, Xie et al. 2020). The production of chlorophytes Chlorella vulgaris, Chlorella sp., Haematococcus pluvialis (ZY-18), and Chlorella protothecoides was enhanced under mild aeration (Table 1). The airflow rates of aeration by air pump devices supporting maximum production of C. vulgaris, Chlorella sp., H. pluvialis (ZY-18), and C. protothecoides were 0.2, 0.2, 0.2, and 0.3 vvm, respectively (Han et al. 2015, Ding et al. 2021, Liao et al. 2023). In addition, the production of H. pluvialis (CDBB-052) and of the chlorophyte Scenedesmus quadricauda was enhanced under high aeration (Table 1). Notably, the airflow rates of aeration supporting maximum production of H. pluvialis (CDBB-052) and S. quadricauda were 0.5 and 0.6 vvm, respectively (Vega-Estrada et al. 2005, Tanh et al. 2015).

Fatty acid compositions and contents of Gymnodinium smaydae + Heterocapsa rotundata cultivated under no aeration in three periods

Without aeration, the dry weights (mg L−1) of total fatty acids and omega-3 fatty acids of G. smaydae + H. rotundata in periods 1–3 were similar, and the ratio of omega-3 relative to total fatty acids did not change during these three periods. Therefore, the 100-L system established in the current study yields consistent fatty acid compositions and contents of G. smaydae without aeration.

Effects of rotational speed of the continuous centrifuge on the harvesting of microalgal cells

In the present study, when G. smaydae cells were harvested at a rotation speed of 16,000 rpm, the harvesting efficiency was 10, 56, and 185% higher than that at 8,000, 4,000, and 2,000 rpm, respectively. Similarly, harvesting efficiencies at a high rotation speed of 7,000 rpm or 13,000 ×g for the haptophyte Pavlova lutheri, chlorophytes Chlorella sp. (UKM2), Coelastrella sp. (UKM4), Tetraselmis chui, and Chlamydomonas sp. (UKM6), ochrophyte Nannochloropsis oculata, and diatoms Thalassiosira pseudonana, Chaetoceros muelleri, Chaetoceros calcitrans, and Skeletonema costatum were 46–1,900% higher than those at a low rotation speed of 1,000 rpm or 1,300 ×g (1,000 and 7,000 rpm in Japar et al. 2017; 1,300 and 13,000 g in Heasman et al. 2000) (Table 2). However, the harvesting efficiencies of Scenedesmus sp. and thraustochytrid Aurantiochytrium sp. (KRS101), were not affected by rotational speed (Heasman et al. 2000, Kim et al. 2015, Reyes and Labra 2016) (Table 2). Therefore, the harvesting efficiency of some microalgae, such as G. smaydae, is affected by centrifugation speed, whereas that of other microalgae is not.
The energy consumption (kWh or kWh m−3) of centrifuges operated at high rotation speeds is typically higher than that at low speeds (Szepessy and Thorwid 2018, Abu-Shamleh and Najjar 2020, Najjar and Abu-Shamleh 2020). In general, the energy consumption of rotating centrifuges increases with increasing rotation speed, which increases energy costs. In addition, energy consumption may depend on other factors, such as power for each motor mounted on centrifuges, the density and size of microalgal cells, and the flow rates of pumps for injection of microalgae cultures into centrifuges (Abu-Shamleh and Najjar 2020). Furthermore, energy costs depend on energy consumption as well as electricity prices ($ kWh−1) in each country (Krishnamurthy and Kriström 2015). Consequently, the optimal rotation speed of a centrifuge for harvesting the targeted microalgal cells should be considered in terms of both harvesting efficiency and energy costs.

Effects of the injection flow rate into the centrifuge on harvesting microalgae cells

The results of the present study show that the harvesting efficiency of G. smaydae cells at the same rotation speed of the centrifuge was not affected by the flow rate of the injection pump transporting them from the predator storage tank to the centrifuge bowl. However, in contrast to our results, in a previous study that harvested cells of the chlorophyte Nannochloris sp. at different injection flow rates, the highest and lowest harvesting efficiencies (94 and 17%) were obtained at the lowest and highest flow rates (0.94 and 23.2 L min−1), respectively (Dassey and Theegala 2013). Therefore, whether the flow rate of an injection pump affects the harvesting efficiency of microalgae depends on the target species. Energy consumption for higher flow rates of an injection pump is likely to be greater than that at a lower flow rate at a given time; however, at a given culture volume to be harvested, the time to operate the injection pump at a higher flow rate is shorter than that at a lower flow rate (Najjar and Abu-Shamleh 2020). Therefore, the optimal injection flow rate from the storage tank to the centrifuge bowl for harvesting microalgal cells should be investigated to enhance harvesting efficiency and reduce energy costs.

ACKNOWLEDGEMENTS

This research was supported by the Useful Dinoflagellate program of Korea Institute of Marine Science and Technology Promotion (KIMST) funded by the Ministry of Oceans and Fisheries (MOF) and the National Research Foundation (NRF) funded by the Ministry of Science and ICT (NRF-2021M3I6A1091272; 2021R1A2C1093379; RS-2023-00291696) award to HJJ.

CONFLICTS OF INTEREST

The authors declare that they have no potential conflicts of interest.

SUPPLEMENTARY MATERIALS

Supplementary Fig. S1
Schematic diagram showing the water tank used in the semi-continuous cultivation system (A) and changes in water volume (Gymnodinium smaydae [GS], Heterocapsa rotundata [HR]) (B) in the predator culture tank. Changes in the densities (cells mL−1) of GS (C) and HR (D) in the predator culture tank as a function of elapsed incubation time (https://www.e-algae.org).
algae-2024-39-2-109-Supplementary-Fig-S1.pdf
Supplementary Fig. S2
Schematic diagram showing the centrifuge used in the continuous centrifugation system (A), the water tank used in the semi-continuous cultivation system (B), and the densities of Gymnodinium smaydae and Heterocapsa rotundata cultivated and harvested for experiment 3 to determine the effects of the rotational speed of the continuous centrifuge on harvesting G. smaydae (C) (https://www.e-algae.org).
algae-2024-39-2-109-Supplementary-Fig-S2.pdf
Supplementary Fig. S3
Schematic diagram showing the water tank used in the semi-continuous cultivation system (A) and changes in water volume (Gymnodinium smaydae [GS], Heterocapsa rotundata [HR]) (B) in the predator culture tank. Changes in densities (cells mL−1) of GS (C) and HR (D) in the predator culture tank as a function of elapsed incubation time (https://www.e-algae.org).
algae-2024-39-2-109-Supplementary-Fig-S3.pdf
Supplementary Fig. S4
Schematic diagram showing the pump used for injection of Gymnodinium smaydae cultures from the predator storage tank into the centrifuge in the continuous centrifugation system (A), the water tank used in the semi-continuous cultivation system (B), and the densities of G. smaydae and Heterocapsa rotundata cultivated and harvested for experiment 4 to determine the effects of flow rate of the injection pump from the predator storage tank into the centrifuge on harvesting G. smaydae cells (C) (https://www.e-algae.org).
algae-2024-39-2-109-Supplementary-Fig-S4.pdf

Fig. 1
Schematic diagram of the semi-continuous cultivation system for Gymnodinium smaydae on a 100-L scale established in this study (A). The semi-continuous cultivation system without (B) and with aeration devices consisting of air pumps and spargers (C). The yellow box indicates aeration devices in C. The cultivation system consisted of three acryl water tanks: a prey culture tank (a), a predator culture tank (b), and a predator storage tank (c) in A–C. T, S, and DO indicate temperature, salinity, and dissolved oxygen in A.
algae-2024-39-2-109f1.jpg
Fig. 2
Schematic diagram showing the continuous centrifugation system (A) and a photograph of the system (B) used in this study. The centrifugation system includes a continuous centrifuge, a peristaltic pump for injection of Gymnodinium smaydae cultures from the predator storage tank into the centrifuge, and a chiller for controlling the water temperature.
algae-2024-39-2-109f2.jpg
Fig. 3
Schematic diagram showing the water tank used in the semi-continuous cultivation system (A) and changes in water volume (Gymnodinium smaydae [GS], Heterocapsa rotundata [HR]) (B) in the predator culture tank under no aeration and continuous aeration conditions. P in A, the peristaltic pump transporting HR or GS culture to the predator culture or predator storage tank. Green and pink arrows in B indicate the timing of H. rotundata culture input and 90-L G. smaydae culture output, respectively.
algae-2024-39-2-109f3.jpg
Fig. 4
Changes in the densities (cells mL−1) of Gymnodinium smaydae (A & B) and Heterocapsa rotundata (C & D) in the predator culture tank under no aeration and continuous aeration conditions as a function of elapsed incubation time. H. rotundata cells were transported daily from the prey culture tank to the predator culture tank, and thus G. smaydae cells were diluted. Green and pink arrows indicate the timing of H. rotundata culture input and 90-L G. smaydae culture output, respectively.
algae-2024-39-2-109f4.jpg
Fig. 5
Schematic diagram showing the water tank used in the semi-continuous cultivation system (A) and the densities of Gymnodinium smaydae (GS) and Heterocapsa rotundata (HR) cultivated at the end of periods 1–3 under no aeration and continuous aeration conditions and maintained for 1 day in the predator storage tank (B). P in A, the peristaltic pump transporting HR or GS culture to the predator culture or predator storage tank.
algae-2024-39-2-109f5.jpg
Fig. 6
Fatty acid composition (%) in the weight of total fatty acids (TFAs) of Gymnodinium smaydae + Heterocapsa rotundata cultivated at the end of periods 1–3 under no aeration (left panels) and continuous aeration (right panels) conditions; experimental periods 1 (A), 2 (B), and 3 (C). Among the identified TFAs, the top 3 fatty acids with high levels and omega-3 fatty acids (alpha-linolenic acid [ALA], eicosapentaenoic acid [EPA], and docosahexaenoic acid [DHA]) are indicated with their corresponding values.
algae-2024-39-2-109f6.jpg
Fig. 7
The dry weights of total fatty acids (TFAs, mg L−1) (A–C) and omega-3 fatty acids (mg L−1) (D–F) and the ratio (%) of omega-3 fatty acids relative to TFAs (G & H) of Gymnodinium smaydae + Heterocapsa rotundata cultivated under no aeration (left panels) and continuous aeration (middle panels) conditions and harvested from 5 L from the predator storage tank in periods 1, 2, and 3. The cumulative dry weight of TFAs (C) and omega-3 (F) in periods 1–3 under no aeration (red) and continuous aeration (green) conditions is shown in the right panels.
algae-2024-39-2-109f7.jpg
Fig. 8
Harvesting efficiency (%) (A), the dry weights of total fatty acids (TFAs, mg L−1) (B) and omega-3 fatty acids (mg L−1) (C), the ratio (%) of omega-3 fatty acids relative to TFAs (D), and photographs (E) of Gymnodinium smaydae + Heterocapsa rotundata harvested at different rotational speeds of the continuous centrifuge, i.e., 2,000, 4,000, 8,000, and 16,000 rpm. Significantly distinct groups based on Mann-Whitney U comparison with post-hoc Bonferroni correction of Kruskal-Wallis test in A–D: 2,000 (a), 4,000 (a, b), 8,000 (a, b), and 16,000 rpm (b) in A; 2,000 (a), 4,000 (a, b), 8,000 (a, b), and 16,000 rpm (b) in B; 2,000 (a), 4,000 (a, b), 8,000 (a, b), and 16,000 rpm (b) in C; and 2,000 (a), 4,000 (a, b), 8,000 (b), and 16,000 rpm (a, b) in D. Symbols represent treatment means ± standard error. Scale bars represents: E, 10 μm.
algae-2024-39-2-109f8.jpg
Fig. 9
Fatty acid composition (%) in the weight of total fatty acids (TFAs) of Gymnodinium smaydae + Heterocapsa rotundata harvested at different rotational speeds of the continuous centrifuge, i.e., 2,000 (A), 4,000 (B), 8,000 (C), and 16,000 rpm (D). Among the identified TFAs, the top 3 fatty acids with high levels and omega-3 fatty acids (alpha-linolenic acid [ALA], eicosapentaenoic acid [EPA], and docosahexaenoic acid [DHA]) are indicated with their corresponding values. Symbols represent treatment means ± standard error. Bold numbers represent the significantly highest value. *p < 0.05, ***p < 0.001.
algae-2024-39-2-109f9.jpg
Fig. 10
Harvesting efficiency (%) (A), the dry weights of total fatty acids (TFAs, mg L−1) (B) and omega-3 fatty acids (mg L−1) (C), and the ratio (%) of omega-3 fatty acids relative to TFAs (D) of Gymnodinium smaydae + Heterocapsa rotundata harvested at different flow rates of the pump for G. smaydae injection from the predator storage tank into the centrifuge of 1.0, 2.0, and 4.0 L min−1. Symbols represent treatment means ± standard error.
algae-2024-39-2-109f10.jpg
Fig. 11
Fatty acid composition (%) in the weight of total fatty acids (TFAs) of Gymnodinium smaydae + Heterocapsa rotundata harvested at different flow rates of the pump for G. smaydae injection from the predator storage tank into the centrifuge of 1.0 (A), 2.0 (B), and 4.0 L min−1 (C). Among the identified TFAs, the top 3 fatty acids with high levels and omega-3 fatty acids (alpha-linolenic acid [ALA], eicosapentaenoic acid [EPA], and docosahexaenoic acid [DHA]) are indicated with their corresponding values. Symbols represent treatment means ± standard error.
algae-2024-39-2-109f11.jpg
Table 1
Effects of continuous aeration on the production of various microalgae
Type Species Strain name Tested range of airflow rate (vvm) Optimal airflow rate (vvm) Airflow rate (vvm) affecting biomass Reference
DIN Gymnodinium smaydae GSSH1005 0–0.08a 0 0.03a This study
HAP Prymnesium parvum (mixotrophic cultivation) KAC 39 0–0.33a 0 0.07a Vidyarathna et al. (2014)
CHL Scenedesmus obliquus CCAP 276/3A 0–1.5 0 0.1 Hodaifa et al. (2010)
DIN Alexandrium minutum AMAD06 0–0.027 0.027 - Parker et al. (2002)
DIN Alexandrium minutum AMAD16 0–0.027 0.027 - Parker et al. (2002)
CHL Chlorella sorokiniana FZU60 0.02–0.08 0.02–0.05 0.08 Xie et al. (2020)
HAP Prymnesium parvum (autotrophic cultivation) KAC 39 0–0.33a 0.07a 0.33a Vidyarathna et al. (2014)
CRP Rhodomonas salina KAC 30 0–0.33a 0.07a 0.33a Vidyarathna et al. (2014)
RAP Heterosigma akashiwo ICMB 830 0–0.1 0.1 - Fuentes-Grünewald et al. (2012)
CHL Haematococcus pluvialis ZY-18 0.1–1.0 0.1–0.2 0.4 Liao et al. (2023)
CHL Chlorella vulgaris - 0.1–0.4 0.2 0.4 Ding et al. (2021)
CHL Chlorella sp. - 0.08–0.33 0.2 0.27–0.33 Han et al. (2015)
CHL Chlorella protothecoides - 0.1–0.4 0.3 0.4 Ding et al. (2021)
CHL Haematococcus pluvialis CDBB-052 0.25–1.0 0.5 0.75–1.0 Vega-Estrada et al. (2005)
CHL Scenedesmus quadricauda - 0.2–1.0 0.6 0.8–1.0 Thanh et al. (2015)

vvm, volume of air per volume of culture per minute; DIN, dinoflagellate; HAP, haptophyte; CHL, chlorophyte; CRP, cryptophyte; RAP, raphidophyte; -, not available.

a Calculated value using airflow rate in L min−1 and cultivation volume in L.

Table 2
Harvesting efficiencies (%) of microalgae under different centrifugation conditions
Type Species ESD Types of centrifuges Centrifugation conditions Harvesting efficiency Reference


Bucket centrifuge Cream separator Industrial centrifuge Rotation speed Injection flow rate
HAP Pavlova lutheri 1.9 1,300 ×g - 66 Heasman et al. (2000)
6,000 ×g - 79
13,000 ×g - 100
CHL Chlorella sp. (UKM2) 2–10 1,000 rpm - 38 Japar et al. (2017)
3,000 rpm - 75
5,000 rpm - 85
7,000 rpm - 98
OCH Nannochloropsis oculata 2.5 1,300 ×g - 65 Heasman et al. (2000)
6,000 ×g - 53
13,000 ×g - 95
CHL Nannochloris sp. 3.1 3,000 ×g 23.2 17 Dassey and Theegala (2013)
3,000 ×g 0.94 94
DIA Thalassiosira pseudonana 4.0 1,300 ×g - 57 Heasman et al. (2000)
6,000 ×g - 76
13,000 ×g - 99
THR Aurantiochytrium sp. (KRS101) 5.0 1,000 ×g - 87 Kim et al. (2015)
5,000 ×g - 86
9,000 ×g - 85
CHL Coelastrella sp. (UKM4) 5–10 1,000 rpm - 39 Japar et al. (2017)
3,000 rpm - 70
5,000 rpm - 70
7,000 rpm - 96
DIA Chaetoceros muelleri 5.9 1,300 ×g - 15 Heasman et al. (2000)
6,000 ×g - 46
13,000 ×g - 96
DIA Chaetoceros calcitrans 6.0 1,300 ×g - 48 Heasman et al. (2000)
6,000 ×g - 52
13,000 ×g - 97
DIA Skeletonema costatum 6.6 1,300 ×g - 39 Heasman et al. (2000)
6,000 ×g - 47
13,000 ×g - 98
CHL Tetraselmis chui 7.0 1,300 ×g - 5 Heasman et al. (2000)
6,000 ×g - 96
13,000 ×g - 100
CHL Scenedesmus sp. 9.0 1,500 rpm - 95 Reyes and Labra (2016)
1,800 rpm - 95
2,200 rpm - 96
5,500 rpm 14 82
CHL Chlamydomonas sp. (UKM6) 10–30 1,000 rpm - 30 Japar et al. (2017)
3,000 rpm - 60
5,000 rpm - 65
7,000 rpm - 90
DIN Gymnodinium smaydae 10.5 2,000 rpm 0.5 33 This study
4,000 rpm 0.5 60
8,000 rpm 0.5 85
16,000 rpm 0.5 93
16,000 rpm 1.0 96
16,000 rpm 2.0 89
16,000 rpm 4.0 90

Rotation speeds (rpm or g) of each centrifuge; flow rates (L min−1) of each pump used for injecting microalgae cultures from the storage tank to the centrifuge bowl. Industrial centrifuges include the tubular centrifuge, disk stack centrifuge, and decanter centrifuge. ESD, equivalent spherical diameter (μm); HAP, haptophyte; CHL, chlorophyte; OCH, ochrophyte; DIA, diatom; THR, thraustochytrid; DIN, dinoflagellate; -, not available.

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