Noticeably, a stable and reliable reporter system is essential for accurate analysis of promoter strength[20]. Currently, commonly used reporter systems for promoter analysis mainly include[19]: fluorescent proteins (generate fluorescence) and enzymes (generate chromogenic products), such as X-gluc (5-Bromo-4-chloro-3-indolyl-β-glucuronide). However, Y. lipolytica could generate severe fluorescence background[19], which interferes with the reliabilities of the fluorescent protein. On the other hand, the reporter system based on X-gluc also has several defects, such as being time-consuming, low efficiency, and labor-intensive. Specifically, Wong et al. developed a luciferase reporter system in Y. lipolytic with the advantage of being stable, efficient, and instant[19]. Therefore, we chose the luciferase reporter system developed by Wong et al.[19] for this study (Fig. 1).
We next verified the availability of the luciferase reporter system and characterized the strength of promoter PTEF without intron (PTEF). Consistent with the previous report[19], our results showed that promoter PTEF is a typical strong constitutive promoter and its strength reached 4.31×107. For the convenient analysis of the experimental results, we used the promoter PTEF as control and defined the strength of promoter PTEF as 100, while classifying the endogenous promoters into strong promoters (that strength is higher than 50), medium-strength promoters (that strength is from 10 to 50), and weak promoters (that strength is lower than 10).
Carbon metabolism
Glycolysis pathway
In the glycolysis pathway, we analyzed 10 promoters, including PHXK1 (YALI0B22308g), PGPI (YALI0F07711g), PPFK1 (YALI0D16357g), PFBA1 (YALI0E26004g), PTDH1 (YALI0C06369g), PPGK1 (YALI0D12400g), PGPM1 (YALI0B02728g), PENO1 (YALI0F16819g), PPYK1 (YALI0F09185g), and PTPI1 (YALI0F05214g). As shown in Fig. 2, our experimental results showed that PHXK1, PGPI, PPFK1, PFBA1, PTDH1, and PGPM1 are strong promoters, PENO1, PPYK1, and PTPI1 are medium-strength promoters, while PPGK1 is a weak promoter. Among of these promoters, PTDH1 has the highest strength and reached 5.47x107, which is 1.27-fold of the PTEF promoter. The promoter PTDH1 is responsible for the transcription of glyceraldehyde 3-phosphate dehydrogenase TDH1, which catalyzes the conversion of glyceraldehyde 3-phosphate to 3-phospho-glyceroyl phosphate, indicating its important role to maintain glycolysis. Interestingly, Hapeta et al. identified that the hexokinase HXK1 is a rate-limiting step for converting glucose to glucose 6-phosphate in Y. lipolytica[21]. And, overexpression of HXK1 by the PTEF promoter could significantly increase the carbon flux of glycolysis and improved lipid production[21]. It is reasonable because the transcriptional activity of PHXK1 is 2.16x107, 50.2% of the PTEF promoter. Moreover, the strength of other strong promoters PGPI, PPFK1, PFBA1, and PGPM1 reached 3.26x107, 3.00x107, 2.37x107, and 2.46x107, respectively, which were 75.83%, 69.62%, 55.08% and 57.31% of the PTEF promoter.
Most notably, the weakest promoter in glycolysis is PPGK1, reaching 5.74 x105, which is 1.3% of the activity of the PTEF promoter. The promoter PPGK1 is responsible for the transcription of phosphoglycerate kinase PGK1, which catalyzes 3-phospho-glyceroyl phosphate to 3-phospho-glycerate. However, the pathway analysis found that 3-phospho-glycerate could also be generated in the glyoxylate metabolism, suggesting that glycolysis is not the primary way for producing 3-phospho-glycerate in Y. lipolytica. In addition, the strength of medium-strength promoters PENO1 (transcribing enolase ENO1), PPYK1 (transcribing pyruvate kinase PYK1), and PTPI1 (transcribing triosephosphate isomerase TIP1) reached 1.22x107, 1.93x107 and 1.65x107, respectively, which were 28.24%, 44.71% and 38.27% of the PTEF promoter.
Pentose phosphate pathway
The PPP pathway is the branch metabolism of glycolysis, which can completely oxidize glucose into 12 NADPH per glucose[5, 22]. Specifically, studies have demonstrated that NADPH supply is a rate-limiting step for fatty acid synthesis in Y. lipolytica, which affects the electron transfer efficiency to alter the titer and yield of fatty acid[5, 23]. However, Y. lipolytica owns multiple functional NADP+-specific dehydrogenases, such as malic enzyme, isocitrate dehydrogenase, and glutamate dehydrogenase, which can complement the PPP pathway[18]. Nonetheless, Wasylenko et al. used 13C Metabolic Flux Analysis to analyze strains with high/low fatty acid titer, and identified that NADPH for fatty acid synthesis is mainly supplied by the PPP pathway[24]. Herein, we investigated 6 promoters to understand the PPP pathway, including PZWF1 (YALI0E22649g), PGND2 (YALI0B15598g), PSOL2 (YALI0C19085g), PRPE1 (YALI0C11880g), PRKI1 (YALI0B06941g), and PTKL2 (YALI0D02277g).
Concretely, the metabolic reactions with generating NADPH are catalyzed by glucose-6-phosphate dehydrogenase ZWF1 (transcribed by PZWF1) and 6-phosphogluconate dehydrogenase GND1 (transcribed by PGND2)[18]. Our results (Fig. 2) showed that the strength of PZWF1 and PGND2 were 1.30x107 (29.98% of the PTEF promoter) and 8.27x106 (19.21% of the PTEF promoter), respectively, indicating that the intracellular NADPH can be increased by replacing the promoter. Consistent with our results, Yuzbasheva et al. enhanced the expression of ZWF1 to increase the carbon flux to the PPP pathway and improved the fatty acid synthesis[23]. Moreover, promoters PSOL2, PRPE1, and PTKL2 were medium-strength promoters, and their strengths reached 7.88x106, 8.04x106, and 8.74x106, respectively, which were 18.31%, 18.69%, and 20.3% of the PTEF promoter. Nevertheless, PRKI1 is a weak promoter with an activity of 2.86 x106, indicating that ribose 5-phosphate isomerase RKI1 is a rate-limiting step in the PPP pathway.
Pyruvate metabolism and tricarboxylic acid cycle
Pyruvate is the end metabolite of glycolysis, which could be oxidized to acetyl-CoA or converted to byproducts, such as acetate, ethanol, and lactate[25]. Here, we characterized 8 promoters in the pyruvate metabolism, including PLPD1 (YALI0D20768g), PLAT1 (YALI0D23683g), PPDB1 (YALI0E27005g), PPDC1 (YALI0D06930g), PPDC2 (YALI0D10131g), PADH1 (YALI0A15147g), PADH2 (YALI0A16379g), and PADH3 (YALI0F09603g). As shown in Fig. 2, the promoter PLPD1 is the strongest promoter, reaching 2.80x107, which is 56.58% of the PTEF promoter. The promoter PPDB1, PPDC1, PPDC2, PADH2, and PADH3 are medium-strength promoters, and their strengths are 9.88x106, 5.04x106, 5.57x106, 4.65x106 and 1.07x107, respectively, which were 22.96%, 11.73%, 12.95%, 10.80% and 24.96% of the PTEF promoter. Moreover, the promoter PADH1 is a weak promoter with a strength of 4.63x105, indicating alcohol dehydrogenase ADH1 is not a primary alcohol dehydrogenase or a condition induced alcohol dehydrogenase in Y. lipolytica. Surprisingly, the transcriptional activity of the pyruvate dehydrogenase LAT1 promoter, PLAT1, displays a low strength, reaching 2.53x106, 5.90% of the PTEF promoter. This result is beyond our expectations because LAT1 is an indispensable step in the oxidative reaction of pyruvate to acetyl-CoA.
Undoubtedly, the TCA cycle plays a significant role in cellular metabolisms, such as maintaining energy metabolism and generating precursors for cell biomass synthesis[26]. We investigated the promoters of ATP citrate lyase ACL, citrate synthase CIT1, aconitate hydratase ACO1, and isocitrate dehydrogenase IDP2. The promoter PACL (YALI0D24431g) and PCIT1 (YALI0E00638g) are both medium-strength promoters and are responsible for the transcription of citrate lyase ACL and citrate synthase CIT1, respectively. Most strikingly, citrate lyase ACL and citrate synthase CIT1 both catalyze oxaloacetate to citrate. Specifically, it was reported that cellular AMP levels would decrease when nitrogen is depleted, further causing the decline of the isocitrate dehydrogenase activity to accumulate citrate for fatty acid synthesis[27]. Analogously, we found that the activity of PACO1 (YALI0D09361g, driving the expression of aconitate hydratase to produce isocitrate) was significantly lower than PACL and PCIT1, indicating the promoter PACO1 is also strongly regulated by nitrogen starvation. In addition, the promoter PIDP2 (YALI0F04095g), driving isocitrate dehydrogenase, is a medium-strength promoter and displays an increasing transcriptional activity at the exponential stage.
Fatty acids synthesis
The accumulated citrate would be transported from mitochondria into cytoplasm for cleaving into acetyl-CoA[28]. Acetyl-CoA, a direct precursor, provides the basic building block for acetyl-ACPs synthesis[1]. Most notably, acetyl-ACPs are required to be transported into the endoplasmic reticulum for elongation or desaturation to synthesize fatty acids[1, 28]. Next, we investigated 20 promoters (Table 1) in the fatty acids synthesis metabolism. As a result, 1 strong promoter, 11 medium-strength promoters and 6 weak promoters were characterized.
Table 1
The characterized promoters in the lipogenic metabolism
Pathway | Name | Gene | Enzyme | Strength | Value |
The fatty acids synthesis | PFAA1 | YALI0B20196g | fatty acid elongase | Weak | 4.05x106 |
PFOX2 | YALI0C19965g | 3-oxoacyl reductase | Medium | 9.79x106 |
PETR1 | YALI0C19624g | trans-2-enoyl-CoA reductase | Medium | 1.08x107 |
PACL2 | YALI0D24431g | ATP citrate lyase | Medium | 2.01x107 |
PACC1 | YALI0C11407g | acetyl-CoA carboxylase | Weak | 5.74x105 |
PFAS1 | YALI0B15059g | fatty acid synthase | Medium | 4.93x106 |
PFAS2 | YALI0B19382g | fatty acid synthase | Medium | 1.79x107 |
PSCT1 | YALI0C00209g | glycerol-3-phosphate acyltransferase | Medium | 7.86x106 |
PDGA1 | YALI0E32769g | diacylglycerol acyltransferase | Medium | 5.08x106 |
PMCT1 | YALI0E18590g | S-malonyltransferase | Weak | 2.71x106 |
PPPT | YALI0F14135g | palmitoyl-protein thioesterase | Weak | 5.64x105 |
PELO1 | YALI0B20196g | fatty acid elongase | Strong | 2.77x107 |
PYBR159 | YALI0A06787g | 17beta-estradiol 17-dehydrogenase | Medium | 8.50x106 |
PPHS1 | YALI0F11935g | 3-hydroxyacyl-CoA dehydratase | Weak | 2.87x106 |
PTER | YALI0A04983g | enoyl-CoA reductase | Medium | 7.83x106 |
PECH2 | YALI0B10406g | enoyl-CoA hydratase | Weak | 2.03x106 |
POLE1 | YALI0C05951g | stearoyl-CoA desaturas | Medium | 1.00x107 |
PFAD2 | YALI0B10153g | omega-6 fatty acid desaturase | Medium | 6.77x106 |
PGPD1 | YALI0B02948g | glycerol-3-phosphate dehydrogenase | Medium | 5.23x106 |
PSCT1 | YALI0C00209g | dihydroxyacetone phosphate acyltransferase | Medium | 7.86x106 |
The fatty acids degradation | PERG10 | YALI0B08536g | acetyl-CoA acetyltransferase | Medium | 4.95x106 |
PPOT1 | YALI0E18568g | acetyl-CoA acyltransferase | Medium | 1.38x107 |
PPOX1 | YALI0E32835g | acyl-CoA oxidase | Weak | 8.27x105 |
PPOX2 | YALI0F10857g | acyl-CoA oxidase | Weak | 3.59x106 |
PPOX4 | YALI0E27654g | acyl-CoA oxidase | Weak | 1.53x106 |
PPOX6 | YALI0C23859g | acyl-CoA oxidase | Weak | 7.71x105 |
PPOX3 | YALI0C24750g | acyl-CoA oxidase | Weak | 2.04x105 |
PICL1 | YALI0C16885g | isocitrate lyase | Medium | 1.44x107 |
PYAT1 | YALI0F21197g | carnitine acetyltransferase | Weak | 4.05x106 |
Noticeably, acetyl-CoA conversion to malonyl-CoA is a pivotal step in fatty acids synthesis, catalyzed by acetyl-CoA carboxylase ACC1[29]. However, our results found that the transcriptional expression level of PACC1, transcribing enolase ACC1, is relatively low, only 5.73x105, which is 1.33% of the PTEF promoter, suggesting acetyl-CoA carboxylase ACC1 is a rate-limiting step. Therefore, overexpression of acetyl-CoA carboxylase ACC1 could effectively increase the production of the malonyl-CoA derivatives[2, 8]. Specifically, the promoter of fatty acid elongase ELO1, PELO1, displayed the highest strength, reaching 2.77x107, 64.41% of the PTEF promoter. Moreover, we found that the transcript level of FAS1 (fatty acid synthase 1) was significantly lower than that of FAS2 (fatty acid synthase 2) during the whole fermentation process. Mainly, the transcriptional activities of desaturases, including POLE1 (transcribing stearoyl-CoA desaturase OLE1) and PFAD2 (transcribing omega-6 fatty acid desaturase FAD2), also have been investigated. As shown in Fig. 3, POLE1 and PFAD2 are both medium-strength promoters, but the activity of POLE1 is dramatically higher. These results may be a guideline for directing the engineering of Y. lipolytica to produce unsaturated and polyunsaturated fatty acids.
Fatty acids degradation
In Y. lipolytica, lipogenesis involves the dynamic balance of fatty acid biosynthesis and degradation[18, 29]. Specifically, accumulated fatty acids would be degraded to maintain cellular metabolism by β-oxidation when carbon substrates are depleted[1, 30]. For example, two acetyl-CoA generated from β-oxidation are converted to C4 dicarboxylates (malate, succinate) for replenishing TCA intermediates by the glyoxylate shunt pathway in peroxisome[31]. Besides, Dulermo et al. demonstrated that inactivation of genes POX1-6 in β-oxidation could improve fatty acids production, increasing to 65–75% of the dry cell weight[32]. Therefore, β-oxidation is a vital branch of fatty acids metabolism that cannot be ignored in Y. lipolytica. At that point, we surveyed 9 promoters (Table 1).
Interestingly, our results showed that five promoters of acyl-CoA oxidase (POX) are all weak promoters, and their strengths ranged from 7.71x105 to 3.59x106 (Fig. 3). Notably, it has been demonstrated that the promoter PPOX2 is induced by fatty acids, and PPOX1 and PPOX5 are induced by alkanes[33]. Specifically, the core sequences of a promoter in fungi are about 200–300 bp[18]. Nevertheless, we truncated 1500 bp sequences before ATG site of the desired gene as the corresponding promoter, suggesting that promoters obtained in this study should contain regulatory sequences of transcription factors. Therefore, it is believable that promoters PPOX1 (YALI0E32835g), PPOX2 (YALI0F10857g), and PPOX5 (YALI0C23859g) still retain the inducible properties and, as a result, show a low activity under the condition without any additional inducers. Unexpectedly, the promoter PERG10 (YALI0B08536g, transcribing stearoyl-CoA desaturase OLE1) and PPOT1 (YALI0E18568g, transcribing stearoyl-CoA desaturase OLE2) displayed the high transcriptional activities with the strength of 4.95x106 and 1.38x107, respectively. In addition, the promoter PYAT1 (YALI0F21197g) transcribes carnitine acetyltransferase YAT1, and its strength reached 1.44x107. The carnitine acetyltransferase YAT1 participates in the carnitine shuttle that transports the peroxisomal acetyl-CoA into mitochondria[34, 35]. The high strength of PYAT1 suggests that the carnitine shuttle is active in Y. lipolytica.
Other carbon metabolism
Moreover, we also analyzed several promoters in gluconeogenesis and other carbon utilization pathways, including PFBP1 (YALI0A15972g), PPGM2 (YALI0E02090g), PSOU1 (YALI0B16192g), and PMnDH2 (YALI0D18964g). We found that PFBP1 is a medium-strength promoter with the strength of 5.80x106 and promoters, namely PPGM2 and PSOU1 are weak, while PMnDH2 is the strongest promoter in this study, 1.6-fold of the strength of the PTEF promoter, reaching 6.87x107.
Nitrogen metabolism
Nitrogen metabolism and its regulatory pathways play an essential role in the synthesis and catabolism of amino acids, proteins, and other nitrogen-containing substances, impacting the overall cellular metabolism[36]. Here, we investigated 14 promoters (Table 2), including 1 strong promoter that is PAAT1, 7 medium-strength promoters that include PAAT2, PAR08, PAR09, PHPD, PUGA2, PLEU2, and PHPD1, and 6 weak promoters that include PALT1, PHIS5, PGAD1, PEHD3, PGLT1, and PGLN1, revealing the complicated regulation of the nitrogen metabolism. Notably, studies have shown that nitrogen metabolism in yeast mainly starts from glutamate and its derivative glutamine[37]. Specifically, glutamate could be converted from α-ketoglutarate, a metabolite in the TCA cycle, by glutamate synthase GLT1, glutamine synthetase GLN1, alanine transaminase ATL1, and cytoplasmic aspartate aminotransferase AAT1, and mitochondrial aspartate aminotransferase AAT2 in Y. lipolytica, which serves as a bridge linking the carbon and nitrogen metabolism. Our results (Fig. 4) showed that the strength of promoter PAAT1, PAAT2, PGLT1, PGLN1, and PATL1 are 2.50x107, 1.45x107, 2.23x106, 1.51x106, and 3.88x106, respectively, which are 58.10%, 33.69%, 5.20%, 3.52%, and 9.01% of the PTEF promoter. Generally, the muscular strength of PAAT1 and PAAT2 indicates that the synthetic metabolism of glutamate is mainly catalyzed by aspartate aminotransferase.
Table 2
The characterized promoters in the nitrogen metabolism
Pathway | Name | Gene | Enzyme | Strength | Value |
Nitrogen metabolism | PAAT2 | YALI0B02178g | aspartate aminotransferase | Medium | 1.45x107 |
PAAT1 | YALI0F29337g | aspartate aminotransferase | Strong | 2.50x107 |
PUGA2 | YALI0F26191g | succinate-semialdehyde dehydrogenase | Medium | 7.63x106 |
PLEU2 | YALI0C00407g | 3-isopropylmalate dehydrogenase | Medium | 1.76x107 |
PHPD1 | YALI0F02607g | 3-hydroxyisobutyrate | Medium | 4.93x106 |
PEHD3 | YALI0D06215g | 3-hydroxyisobutyryl-CoA hydrolase | Weak | 1.79x106 |
PGLT1 | YALI0B19998g | glutamate synthase | Weak | 2.24x106 |
PGLN1 | YALI0D13024g | glutamine synthetase | Weak | 1.51x106 |
PGAD1 | YALI0C16753g | glutamate decarboxylase | Weak | 1.39x106 |
PALT1 | YALI0D06325g | alanine transaminase | Weak | 3.88x106 |
PAR08 | YALI0E20977g | aromatic amino acid aminotransferase | Medium | 6.69x106 |
PAR09 | YALI0C05258g | aromatic amino acid aminotransferase | Medium | 6.03x106 |
PHPD | YALI0B21846g | 4-hydroxyphenylpyruvate dioxygenase | Medium | 2.03x107 |
PHIS5 | YALI0E01254g | histidinol-phosphate aminotransferase | Weak | 2.27x106 |
Moreover, aromatic amino acids can be used to synthesize several high-value compounds, such as p-coumaric acid, violacein, and flavonoids[9]. The transcriptional analysis showed that there were 3 medium-strength promoters, namely PAR08, PAR09, and PHPD, and 1 weak promoter, namely PHIS5, in the aromatic amino acid derivatives metabolism. The transcriptional activities of PAR08, PAR09, PHPD, and PHIS5 are 6.69x106, 6.03x106, 2.03x107, and 2.27x106, respectively.
Other metabolisms
Apart from the carbon and nitrogen metabolism, several promoters of carriers, ribosomes, signaling proteins, and unknown-function proteins also have been analyzed. As shown in Fig. 4, the promoter PRSM7 (YALI0D08470g) transcribes ribosomal protein, which is a strong promoter with the strength of 2.50x107, 58.18% of the PTEF promoter. The signaling proteins promoters PSLY1 (YALI0D20416g), PMDR1 (YALI0A18700g), and PARP4 (YALI0E18986g) have the strength of 7.22x106, 2.23x107, and 2.54x107, respectively, which are 16.79%, 58.18%, and 59.09%. In addition, unknown-function proteins promoters P2034 (YALI0C12034g) and P8272 (YALI0D08272g) are strong promoters with the strength of 4.77x107 (110.87% of the PTEF promoter) and 2.29x107 (55.50% of the PTEF promoter), while P27533 (YALI0F27533g) is a medium-strength promoter with the strength of 6.45x107 (14.99% of the PTEF promoter). Particularly, the promoter PPHO89 (YALI0E23859g) is the weakest found in this study, with a 0.06% strength of the PTEF promoter, which is responsible for transcribing sodium-dependent phosphate transporter.