2.1 Construction of ALDOA knockout strain
As shown in Fig. 1a, upstream and downstream sequences were successfully amplified using the retrieved ALDOA sequence (PF00274) as a template. Figure 1b showed the pBlue-zeo-ALDOA knockout plasmid was also successfully constructed, which was electroporated into the wild-type competent cells of Schizochytrium using homologous recombination. The positive transformants were screened by 50 mg/L bleomycin resistance plate (Fig. S1a). After genome extraction and PCR amplification, the homologous arm fragment was sequenced. The results showed that this fragment is the imported target fragment (Fig. S1b), indicating that ALDOA had been successfully replaced by the bleomycin gene in S. limacinum SR21, and an ALDOA knockout (ΔALDOA) strain was obtained.
2.2 Effects of ALDOA knockout on cell growth and lipid synthesis
Figure 2a presented that the knockout of ALDOA had a remarkable inhibitory effect on the cell growth and total lipids production of S. limacinum SR21. The wild-type strain entered a stable period at 120 h, which also reached the maximum lipid production. The dry cell weight (biomass) and lipid yield of the ΔALDOA strain were lower than those of the wild-type strain during the whole fermentation process, which reached the highest biomass and lipid yield at 168 h, which were lowered by 9.6% and 23.2% than the highest values of the wild-type strain (p < 0.05), respectively. Figure 2b showed that although the ΔALDOA strain used more glucose in the early stage than the wild-type strain, the middle and later utilization efficiency was greatly reduced. The wild-type strain basically consumed all the glucose at 120 h, while the ΔALDOA strain only utilized about 50% of the glucose at this time, which was exhausted till 168 h. Figure 2c displayed that the proportion of lipids in biomass in ΔALDOA strain was slightly lower than that in the wild-type strain during the whole growth process (< 7.7%), and Fig. 2d exhibited that the non-lipid biomass of ΔALDOA strain was lower than that of the wild-type strain in the early stage, but higher than that of the wild-type strain in the later stage. It’s observed that although the knockout of ALDOA made the cell grow slowly, the final cell growth could reach the level of the wild-type strain, suggesting that the decrease of biomass and total lipids in ΔALDOA strain is mainly because of the reduced glucose utilization rate, which has little effect on the lipid synthesis capacity of per unit cell.
2.3 Effect of ALDOA knockout on fatty acids composition
As listed in Table 1, the knockout of ALDOA obviously reduced the proportion of saturated fatty acids (SFAs), which was about 17.4% lower than that of wild-type strain at 120 h (p < 0.05), mainly reflected in the reduction of C16:0 and C14:0; correspondingly, the proportion of PUFAs mainly including DHA, DPA and EPA was drastically increased, which was 28.0% higher than that of the wild-type strain at 120 h (p < 0.05), of which the most important DHA presented the increase of about 22.9%(p < 0.05), and EPA was also increased by 75.0% (p < 0.05). These results indicate that the knockout of ALDOA has a great influence on the fatty acids synthesis pathway in S. limacinum SR21, which facilitates the synthesis of PUFAs by hindering SFAs synthesis. The catalytic reaction of aldolase is an important step in the glycolytic pathway, the knockout of which will limit the glycolysis and then affect a series of metabolic pathways such as PPP and fatty acids synthesis.
Table 1
Fatty acids composition of wild-type and ΔALDOA strains
|
Fatty acids
|
72 h
|
120 h
|
|
WT
|
ΔALDOA
|
WT
|
ΔALDOA
|
|
|
C14:0
|
2.60 ± 0.05
|
1.22 ± 0.05
|
2.93 ± 0.13
|
1.08 ± 0.07
|
|
C15:0
|
1.22 ± 0.30
|
1.50 ± 0.21
|
1.30 ± 0.02
|
1.57 ± 0.19
|
|
C16:0
|
49.0 ± 0.47
|
42.1 ± 0.68
|
50.3 ± 0.91
|
40.1 ± 1.65
|
|
C17:0
|
0.54 ± 0.16
|
0.62 ± 0.16
|
0.63 ± 0.10
|
0.75 ± 0.23
|
|
C18:0
|
1.67 ± 0.02
|
1.88 ± 0.01
|
1.52 ± 0.04
|
1.98 ± 0.14
|
|
EPA
|
0.26 ± 0.01
|
0.39 ± 0.00
|
0.36 ± 0.02
|
0.63 ± 0.08
|
|
DPA
|
6.77 ± 0.20
|
8.39 ± 0.08
|
6.73 ± 0.14
|
10.2 ± 0.15
|
|
DHA
|
34.7 ± 0.72
|
37.1 ± 0.29
|
34.0 ± 0.85
|
41.8 ± 1.17
|
|
SFAs
|
55.1 ± 1.00
|
47.3 ± 1.11
|
55.1 ± 1.16
|
45.5 ± 2.28
|
|
PUFAs
|
41.8 ± 0.93
|
45.9 ± 0.37
|
41.1 ± 1.01
|
52.6 ± 1.40
|
The fatty acids composition in TAG and phospholipids (PLs) were further analyzed. As summarized in Table 2, for both strains, PUFAs are mainly bound to TAG, the proportion of which in TAG is approximately 35–48%, including DHA, DPA, and EPA; whereas PUFAs in PLs only accounts for 10–15%, mainly consisting of DHA and DPA. It is noteworthy, EPA was not detected in the PLs, indicating that EPA is possibly only bound to TAG, which provides a new idea to study the mechanism of EPA synthesis in S. limacinum SR21. In addition, for TAG in two strains, its PUFAs content showed a slight increase at 120 h compared to that at 72 h; for PLs in two strains, its PUFAs content showed the opposite change to that of TAG, in which DHA content at 120 h decreased by 39.7% in wild-type strain and by 25.8% in ΔALDOA strain compared to that at 72 h, respectively. It may be due to PUFAs, especially DHA, is more inclined to bind to PLs first, then migrate from PLs to TAG in the later stage of fermentation for storage [11, 12, 13], resulting in the decrease of DHA content in PLs at 120 h. It has been reported that the level of PLs in Schizochytrium is closely related to the DHA content in cells [14, 15], and DHA mostly exists in the form of binding to PLs in the early stage, and then transferred to TAG for storage [11, 12].
When comparing the fatty acids composition in two strains, it’s found the knockout of ALDOA remarkably enhanced the proportion of PUFAs in TAG, of which the DHA increased by 27.4% and 20.8% at 72 and 120 h, respectively (p < 0.05); and reduced the content of SFAs in TAG accordingly, of which the main C16:0 decreased by 46.5% and 36.0% at 72 and 120 h, respectively (p < 0.01). For PLs, its DHA proportion in the knockout strain was 15.9% lower than that of the wild-type strain at 72 h, while was almost the same as that of the wild-type strain at 144 h. The above results indicate that ALDOA mainly promotes the accumulation of PUFAs in TAG. In view of the reported DHA migration mechanism [11, 12], it’s inferred that the knockout of ALDOA contributes to the faster transferring of DHA from PLs to TAG. ALDOA may be involved in the metabolic regulation of cellular phospholipids, thus affecting the migration and accumulation of DHA.
Table 2
Fatty acids composition of wild-type and ΔALDOA strains in TAG and PLs
|
Culture condition
|
Lipid class
|
Percent of fatty acids (%)
|
|
C14:0
|
C16:0
|
C18:0
|
SFAs
|
EPA
|
DPA
|
DHA
|
PUFAs
|
|
WT-72 h
|
TAG
|
0.12 ± 0.02
|
52.0 ± 1.27
|
2.43 ± 0.17
|
54.5 ± 2.48
|
0.14 ± 0.01
|
5.64 ± 0.25
|
28.8 ± 1.34
|
34.6 ± 2.56
|
|
PL
|
2.03 ± 0.18
|
34.8 ± 1.14
|
13.7 ± 1.02
|
50.5 ± 1.97
|
0.00 ± 0.00
|
3.18 ± 0.36
|
11.1 ± 0.12
|
14.3 ± 1.11
|
|
ΔALDOA-
72 h
|
TAG
|
0.42 ± 0.16
|
27.8 ± 1.23
|
4.37 ± 0.98
|
32.6 ± 1.71
|
0.42 ± 0.07
|
8.46 ± 0.45
|
36.7 ± 2.11
|
45.6 ± 3.01
|
|
PL
|
2.50 ± 0.00
|
31.5 ± 2.49
|
16.2 ± 1.74
|
50.2 ± 2.63
|
0.00 ± 0.00
|
2.86 ± 0.77
|
9.33 ± 0.47
|
12.2 ± 0.99
|
|
WT-120 h
|
TAG
|
0.30 ± 0.01
|
46.9 ± 3.85
|
2.86 ± 0.48
|
50.1 ± 0.98
|
0.22 ± 0.01
|
6.02 ± 0.28
|
30.7 ± 0.78
|
36.9 ± 1.71
|
|
PL
|
1.26 ± 0.84
|
25.7 ± 1.45
|
13.2 ± 0.44
|
40.2 ± 0.74
|
0.00 ± 0.00
|
3.09 ± 0.62
|
6.69 ± 0.39
|
9.78 ± 0.84
|
|
ΔALDOA-
120 h
|
TAG
|
0.33 ± 0.01
|
30.0 ± 0.45
|
3.3 ± 0.74
|
33.6 ± 0.56
|
0.57 ± 0.08
|
10.3 ± 0.66
|
37.1 ± 1.96
|
48.0 ± 2.34
|
|
PL
|
2.23 ± 0.07
|
22.1 ± 1.85
|
12 ± 0.74
|
36.3 ± 0.89
|
0.00 ± 0.00
|
2.87 ± 0.60
|
6.92 ± 0.72
|
9.79 ± 0.63
|
2.4 Effects of ALDOA knockout on different phospholipids composition
As plotted in Fig. 3, phosphatidylcholine (PC), phosphatidylinositol (PI) and phosphatidylglycerol (PG) are the main phospholipids in S. limacinum SR21, and the most important PC accounts for half of the total phospholipid content. The proportion of PC in ALDOA knockout strains increased, which was 11.5% and 7.5% higher than that of wild-type strain at 72 and 120 h, respectively (p < 0.01), suggesting that the knockout of ALDOA promotes the synthesis of PC. Studies have shown that DHA is initially mainly bound to PC (DHA-PC) and later transferred to TAG [16, 17]. Combining with the increase of DHA content in ΔALDOA strain (Table 1), it is considered that the content of PC is closely related to the synthesis and accumulation of DHA [18, 19]. Lysophosphatidylcholine (LPC) is the main precursor for the synthesis of PC through glycerophosphorylcholine acylation (GPC) pathway [19], which is presumed to be the main pathway to synthesize DHA-PC [20]. The content of LPC in ΔALDOA strain was 4.8 and 1.5 times that of the control group at 72 h and 120 h (p < 0.05), respectively, indicating the knockout of ALDOA enhances the GPC acylation pathway, which is conducive to synthesize LPC and PC to bind more DHA, which is ultimately transferred to TAG for storage.
PG is closely related to cell growth [21], the content of which is usually high in the early and middle stage and low in the later stage of cell growth, due to the sufficient carbon source in the early and middle stages are converted into glycerol 3-phosphate (G3P) from DHAP for the synthesis of PG, and the depleted carbon source in the later period (120 h) lacks of being converted into G3P to synthesize PG. PG content of the knockout strain decreased by 92.2% and 64.0% than that of the wild-type strain at 72 h and 120 h, respectively, indicating the knockout of ALDOA inhibits the conversion of glucose to DHAP, resulting in a decrease of precursor for PG synthesis and causing slow cell growth of ΔALDOA strain (Fig. 2a).
PI acts as a signal molecule for cell signal transduction and metabolic regulation [22]. The increase of PI content at 120 h in both strains might be the result of a more active signaling pathway for lipid metabolism and metabolic regulation. A small decrease in PI content in ΔALDOA strain means the signaling pathway for lipid synthesis is slightly hindered (Fig. 2c).What’s more, phosphatidylserine (PS) and phosphatidic acid (PA), as the important components of cell membrane composition [23], also decreased. PG, PI and PS are synthesized via the cytidine diphosphate diacylglycerol (CDP-DAG) pathway using PA as the precursor [24]. All the contents of PG, PI, PS and PA in ΔALDOA strain were reduced compared to the wild-type strain, which demonstrates that ALDOA knockout suppresses DHAP synthesis, resulting in the reduction of the precursor flowing to PA and the ultimate decreased synthesis of PG, PI and PS. In addition, PE is considered to be related to the mutual transformation of lipid types in polar lipids, the decrease of which may decline the mobility of cell membrane owing to its head group and anionic properties [13]. PLs are closely related to the function of cell membrane and cell growth. In order to resist the decrease of PG, PI and PS synthesis caused by ALDOA knockout, cells strengthen the GPC acylation pathway to synthesize LPC and PC, so as to maintain the function of cell membrane and enable cells to continue to reproduce.
2.5 The effect of ALDOA knockout on the transcription level of related genes
Acetyl-CoA carboxylase (ACC) is the key initiation enzyme of fatty acids synthesis pathway. The fatty acid synthase gene (FAS) encodes a series of proteins related to the synthesis of SFAs via the traditional FAS pathway [25]. The chain length factor (CLF) gene is located in the anaerobic polyketide synthase (PKS) gene cluster and is responsible for chain lengthening during PUFAs synthesis [16]. As plotted in Fig. 4, the transcription level of ACC at 60 h was basically the same as that of wild-type strain (Fig. 4a), while FAS level was higher than that of wild-type strain and CLF level was lower than that of wild-type strain (Fig. 4b and 4c). With the prolonged fermentation of S. limacinum SR21, ACC level decreased slightly and FAS level reduced obviously, while CLF level showed a remarkable increase in the middle and later stages of fermentation. These results indicates that the knockout of ALDOA does not attenuate the fatty acid synthesis capacity of per unit cell too much (Fig. 4a and Fig. 2c), but changes the metabolic flow of FAS and PKS pathways. The decrease of FAS pathway (Fig. 4b) suppresses the synthesis of SFAs, and the increase of PKS pathway (Fig. 4c) promotes the accumulation of PUFAs. The decrease of total lipids is more due to the inhibition of cell growth in the early stage (Fig. 2a). G6PDH catalyzes the oxidation of glucose-6-phosphate to 6-phosphogluconolactone, accompanied by the production of NADPH, which is considered to be the metabolic node between glycolysis and PPP [26]. The transcription level of G6PDH in ΔALDOA strain presented the similar change to CLF compared with that of wild-type strain (Fig. 4d), falling first and then rising, which indicates that the knockout of ALDOA enhances the metabolic flow of PPP, thus providing more reducing power for cell metabolism, which is conducive to PUFAs synthesis [27, 28].
PA can be converted into diacylglycerol (DAG) by hydrolyzation of phosphatidic acid phosphatase (PAP), and DAG is subsequently catalyzed by diacylglycerol acyltransferase (DGAT) to produce TAG. The decrease of PAP and DGAT transcription levels (Fig. 4e and 4f) indicates that ALDOA knockout blocks the Kennedy pathway and eventually leads to the decreased glycerides accumulation due to the inhibited synthesis of DHAP. Phospholipid diacylglycerol choline phosphate transferase (PDAT) catalyzes the transacylation reaction of PC and DAG to produce TAG [29]. Previous studies have elucidated that DHA is first bound to PC after synthesis, and then transferred to TAG for storage by PDAT catalysis [11, 12]. Figure 4g showed that the transcription level of PDAT was apparently increased in the ΔALDOA strain, indicating that ALDOA knockout promotes the migration of DHA from PC to TAG. Zhang found that the increase of PDAT transcription level made more PC converted into glycerides, which may be an important factor leading to the increase of PUFAs proportion [30]. Lysophosphatidylcholine acyltransferase (LPCAT) is responsible for the acylation of LPC to PC in the GPC acylation pathway and is believed to mainly catalyze the acylation of PUFAs [31]. The profound improvement of the transcription level of LPCAT in the ΔALDOA strain (Fig. 4h) illustrates that the GPC acylation pathway is enhanced to produce PC, which is conducive to the binding of DHA to PC. It is consistent with the increase of the proportion of PC and LPC in PLs content after ALDOA knockout observed in Fig. 3. Hence, it is speculated that the knockout of ALDOA weakens the synthesis of TAG by the Kennedy pathway and strengthens the PDAT catalytic pathway to synthesize TAG through the PC pathway. Due to PC mainly binds to PUFAs such as DHA, it enhances the transferring process of DHA and eventually facilitates the accumulation of DHA in TAG (Table 2).
2.6 Analysis of reactive oxygen species in ΔALDOA strain
PUFAs are easily oxidized by free radicals in cells. The content of reactive oxygen species (ROS) in cells was shown in Fig. 5, and the fluorescence intensity reflected the degree of oxidative damage in cells. After ALDOA knockout, the intracellular fluorescence intensity decreased in both time points, indicating a decrease of ROS content. In addition, the ROS content of the two strains in the early growth stage was lower than that in the late growth stage, which may be related to the rich nutrients in the initial culture medium. Liu found that under nitrogen limitation conditions, oleaginous microalgae can induce oxidative stress and redistribute lipids and fatty acids [32]. The lower oxidative stress environment is conducive to cell metabolism and reduces the oxidation of PUFAs, which increases the proportion of PUFAs in ΔALDOA strain.
2.7 Metabolomic analysis of ΔALDOA strain
After comparing the tested results with the NIST 2.2 database, 35 related metabolites were identified, which were normalized by Z-value conversion and the heat map was drawn. Figure 6 showed the difference in metabolism of S. limacinum SR21 after ALDOA knockout, mainly involving the glycolytic pathway, the tricarboxylic acid (TCA) cycle, the PPP, the fatty acid synthesis pathway, and the synthesis of amino acids, carbohydrates and sterols. According to the position of the identified different metabolites corresponding to the genome encyclopedia (KEGG), some metabolic processes in S. limacinum SR21 were mapped in Fig. 7, so as to analyze and discuss the effect of ALDOA knockout on cell metabolism.
The glucose content in the ALDOA knockout strain showed no clear change at 72 h and a decrease at 120 h. Combining with the remaining glucose in the fermentation process shown in Fig. 2B, it can be seen that the intake and utilization of glucose in ΔALDOA strain is faster than that of wild-type strain in the early growth stage, which makes the other metabolites at this stage exhibit the corresponding increase. It may be due to the fact that cells enhances the overall metabolism to resist the effect of ALDOA knockout. With the prolongation of fermentation time, the glycolysis pathway and TCA cycle in the mutant strain decreased, accompanied by the reduced glucose utilization, making the intake and intracellular content of glucose slightly lower than that of the wild-type strain. The content of G3P was also lower than that of the wild-type strain at the late stage of fermentation (120 h), because the knockout of ALDOA directly resulted in a decrease in its precursor, which affects the flux distribution of carbon metabolism in Schizochytrium.
Knockout of ALDOA enhanced the content of metabolites in the PPP, of which arabitol and ribitol increased by 4.06 times and 7.84 times at 120 h (p < 0.05), respectively, indicating that the enhanced PPP in ΔALDOA strain could provide more reducing power of NADPH for cell growth and fatty acids synthesis of Schizochytrium [27, 28]. SFAs presented a decrease and DHA displayed an increase at 120 h in ΔALDOA strain compared with the wild-type strain. In addition, the inositol content in the knockout strain was 3.00 times higher than that in the wild-type strain (p < 0.05) at 120 h. Inositol is a signal molecule against oxidative stress and regulates cell metabolism [33]. Liu found that the lipid and DHA production was greatly increased after exogenous addition of inositol during the culture of Schizochytrium limacinum [34]. Mannitol was also 1.23 times higher than that of the wild-type strain (p < 0.05). Mannitol can scavenge hydroxyl radicals and protect cells from oxidative stress [35]. Han added mannitol exogenously during the culture of Schizochytrium limacinum [36], and found that ROS content decreased, and cell biomass and lipid content increased. What’s more, the content of glycine increased, which can provide precursors for the synthesis of glutathione and enhance the antioxidant capacity of cells [23]. It’s consistent with the results of Fig. 5.
2.7 Proposed metabolic mechanism of ALDOA knockout in S. limacinum SR21
After ALDOA knockout, the cell growth and total lipid synthesis of Schizochytrium were inhibited (Fig. 2a). As constructed in Fig. 8, the suppressed glycolysis pathway in ΔALDOA strain greatly reduces the production of GAP and DHAP, which attenuates the metabolic flow of the Kennedy pathway, thereby reducing TAG synthesis (Fig. 2 and Fig. 4) and weakening the CDP-DAG phospholipid synthesis of PG, PI and PS to inhibit cell growth (Fig. 3 and Fig. 4). Accordingly, ALDOA knockout facilitates the carbon flux of the PPP, providing more reducing power for PUFAs synthesis and reducing the production of ROS to inhibit the oxidative decomposition of PUFAs (Fig. 4–6). In addition, the decrease of phospholipids synthesis from the Kennedy pathway induces the synthesis of PC by the GPC acylation pathway (Figs. 3 and 4). PC can not only regulate cell membrane function to maintain cell growth, but also contribute to DHA binding to PC and migration of DHA from PC to TAG by PDAT catalysis. It eventually improves the content of PUFAs and DHA in ΔALDOA strain.