Effect of osmotic pressure regulation on lincomycin production in flask
Most microorganisms have their own preferred osmotic pressure suitable for growth. In this research, 5, 10, 15, 25 and 50 g/L of NaCl was added at the beginning of fermentation to examine the optimal osmotic pressure for lincomycin A production and the fermentation without NaCl addition was used as control. The osmotic pressure corresponded to the concentration of NaCl, which was between 0.86 and 2.49 Osmol/kg in flasks. The results showed that the appropriate initial osmotic pressure for lincomycin fermentation was between 0.860 and 1.355 Osmol/kg, equal to 0-15g/L NaCl (Table 1). When osmotic pressure was over 1.355 Osmol/kg, the cell growth was greatly inhibited and the titer of lincomycin decreased significantly (Fig. 1). The results also showed that lincomycin B decreased with the rise of osmotic pressure in the range between 0% and 4.04%. The content of lincomycin B with 10 g/L NaCl was 0.75% and the titer of lincomycin A titer reached 4465 U/ml, which was an 80% decrease of lincomycin B content and a 26% increase of lincomycin A titer compared to the control (P<0.01).
Influence of osmotic pressure regulation on lincomycin production in 15 L bioreactor
Based on the result of flask fermentation, osmotic pressure had a positive effect on reducing lincomycin B content and improving lincomycin A production. Thus, fermentation was carried out in 15 L bioreactors to study the osmotic influence on fermentation process (Fig. 2). The result showed that the osmotic pressure in bioreactors was lower compared to that in flask fermentation for the difference of culture medium between flask and bioreactor in composition and concentration. The initial osmotic pressure in bioreactor was 0.561 Osmol/kg without NaCl addition while adding 10 g/L NaCl the osmotic pressure increased to 0.976 Osmol/kg. Osmotic pressure dropped rapidly for the reason of substrate consumption during the first 40 h of fermentation process. After that, the osmotic pressure became stable at about 0.6 Osm/kg compared to 0.3 Osm/kg of the control. The titer reached 7267 U/mL with 10 g/l NaCl addition, whereas the control’s titer was 7099 U/ml. NaCl addition kept a positive effect on lincomycin A until 90 h, but the promotion tendency almost ceased after 90 h. The content of lincomycin B with NaCl addition was 5.78%, decreased 29.51% compared to the control (p<0.01). The result of bioreactor fermentation was consistent with the result in flask, which indicated that adding NaCl to increase osmotic pressure was beneficial to reducing the content of lincomycin B.
Influence of osmotic regulation on fermentation process parameters
The trend of lincomycin fermentation with or without NaCl addition in 15 L bioreactor was studied (Fig 3.). The cell kept growing until 50 h (without NaCl) reaching the maximum PMV of 50%, while the cell grew to 42% at 60 h (with NaCl). Addition of NaCl greatly influenced the growth, a 16% reduction compared to the control. The pH with NaCl addition was slightly higher than that of the control, which suggested that osmotic pressure caused the change of cell metabolism such as the utilization of amnio acids which may produce more alkaline substances. The glucose consumption rate with or without NaCl addition were similar during cell growth phase before 40 h. However, the rate without NaCl addition was higher at about 70 h probably because of better cell growth. Amino nitrogen concentration indicated that addition of NaCl promoted the utilization of amino nitrogen.
Influence of osmotic pressure regulation on the intracellular accumulation of sulfur-containing metabolites
Sulfur is critical to microorganism and it is everywhere in life system. In microorganisms sulfur exists mainly in the form of cysteine, methionine, SAM and small- molecular thiols (Slobodkin et al. 2019). Lincomycin is a sulfur containing substance, of which sulfur moiety is derived from small-molecule thiols. Both EGT and MSH directly participate in the biosynthesis of lincomycin, acting as carrier and sulfur donor, respectively (Zhao et al. 2015). Lincomycin has three methyl groups, which are N-, C-, S- methylation. Among them, the transfer of methyl group is from SAM, which is synthesized from methionine and ATP. In order to study the influence of osmotic regulation on intracellular sulfur-containing metabolites, we studied the change of cysteine (Cys), homocysteine (Hcys), ergothioneine (EGT) and S-adenosylmethionine (SAM) concentration during the fermentation process. (Fig. 4)
The concentration of Cys increased gradually during the growth phase (20-40 h), with similar trend with or without NaCl addition. During the production phase, the difference of the Cys concentration was apparent: it was much lower with NaCl addition than that without NaCl addition. But the sample was 41% higher (1.320 μmol/gDCW) than that of the control (0.935μmol/gDCW) at 140h, meaning the less utilization of Cys at late fermentation phase.
Hcys is an intermediate metabolite of cysteine to methionine. It was found that Hcys concentration increased from 20 to 40 h and then maintained at a constant concentration in both conditions. The final concentration was 1.074 μmol/gDCW when adding NaCl, whereas 0.565 μmol/gDCW without NaCl, almost doubling the amount. The ratio of Hcys to Cys reflects the level of methylation. The results showed that the ratio of Hcys: Cys in NaCl addition experiment was always higher than that of the control, except for the early fermentation period. These results suggested that high osmotic pressure resulted more Hcys synthesis and the increased Hcys concentration might sustaine more SAM synthesis from methionine.
SAM is the methyl donor of many transmethylation reactions, which are involved in many important biochemical processes. In the process of lincomycin biosynthesis, SAM is the direct methyl donor of lincomycin, including C-methylation, N-methylation and S-methylation. Among the three methylation, C-methylation determines whether the product is lincomycin A or lincomycin B and sufficient SAM supply can lower the content of lincomycin B (Pang et al. 2015). The results showed that adding NaCl caused higher intracellular SAM concentration, which may be the reason of reduced lincomycin B production.
Overview of changes in the transcriptome of Streptomyces lincolnensis in response to osmotic stress
RNA-Seq data analysis was performed to provide a better understanding of the response of S. lincolnensis to osmotic pressure. We got 44.41-50.15 MB of raw data from four libraries which are fermentation in bioreactor with or without NaCl at 41 h and 89 h. After filtering of low-quality sequences and removing the redundant reads, we obtained 41.17-48.31 MB clean reads. The ratio of total mapped reads in four libraries were over 97 % and the ratio of coverage of genome were over 93 %, indicating a full statistic coverage and good quality of the result. After differential expression genes analysis, 60 and 103 genes were up-regulated at 41 h and 89 h, respectively, while 124 and 325 genes were down-regulated at 41 h and 89 h, respectively (Fig. 5).
The significantly enriched Gene Ontology (GO) terms were associated with differential expressed genes. The GO term analysis detected a total of 112 GO terms significantly overrepresented at 41 h, with a p-value <0.05, 75 terms referring to molecular function, 32 referring to biological processes and only 5 referring to cellular components. At 89 h, the total number was 101. Among them 50, 39, and 12 referred to molecular function, biological processes, and cellular components, respectively.
Among the most significant terms, we selected the first 20 terms (Fig. 6). The up-regulated genes, which include genes involved in oxidation-reduction process(6,7-dihyfropteridine reductase activity, nitric oxide dioxygenase activity、oxygen carrier activity), oxidoreductase activity, cofactor binding , sulfate metabolism and ectoine metabolic & biosynthetic process, molybdenum ion binding. At 89h, cation binding, metal ion binding, carbohydrate metabolic process, carbohydrate binding, and intracellular part were significantly enriched, other enriched terms included biological adhesion, intracellular part, intracellular organelle, sulfate assimilation, triglyceride lipase activity, oxidoreductase activity, GTPase activity, hydrolase activity(acting on glycosyl bonds, hydrolyzing O-glycosyl compound) and so on.
Differential expressed genes involved in central carbon metabolism
Although lincomycin is the product of secondary metabolism, its synthesis is closely related to primary metabolism in which glucose is the main carbon source in the lincomycin fermentation. The differential expression genes in central carbon metabolism and sulfur metabolism as well as some important precursors supplement were studied (Fig. 7).
Embden-Meyerhof pathway (EMP), Hexose Monophosphate Pathway (HMP), and Tricarboxylic acid cycle (TCA) are the main pathways that cells utilize glucose and synthesize abundant precursors for cell growth, sulfur assimilation and lincomycin synthesis. As Fig. 7 showed, glk which encodes glucokinase was up-regulated and so was pfk. Because these are the key enzymes, the activity of these enzymes has a large impact on the activity of EMP. gap which encodes phosphoglycerate mutase responsible for the synthesis of glyceraldehyde-3-P, was down-regulated, inferring that the osmotic stress might lead to more carbon flux to HMP. At 89 h, the expression of gap decreased by 13 folds in the EMP pathway. The number of differentially expressed genes in EMP was less at 89 h than that at 41 h, indicating that the cells might have adapted to the osmotic change.
HMP provides important precursors for the synthesis of lincomycin. Among them are areribose-5-P and sedoheptulose-7-P for MTL, NADPH for reduction, erythrose 4-P for tyrosine and PPL. Thus, the HMP was very important for lincomycin production. Zhuang et al. has showed that addition of calcium gluconate improved lincomycin production (Zhuang et al. 2019). At 41 h, tktA2 and rpe were up-regulated while tktB was down-regulated. Both tktA2 and tktB are the encoding genes for transketolase. The genes gntk and zwf, encoding the proteins for synthesizing glucose -6-P, were down-regulated. At 89 h, gene rpe was up-regulated and tktB was down-regulated, while zwf was down-regulated, which catalyzes the first rate-limiting step of HMP, causing the decrease of HMP rate. These results indicated that the precursors and reducing power may not be sufficient at the late fermentation period, causing the inhabitation of lincomycin production.
TCA is the source of precursors for many metabolism pathways such as amnio acids, glycerol and fatty acid. At 41 h, the expression of genes encoding the synthesis of acetyl coenzyme A was upregulated. This meant more pyruvate were produced to enter TCA cycle. Gene cs encoding citrate synthase which is the rate-limiting enzyme for TCA was down-regulated at 41 h and 89 h, indicating that high osmotic pressure could decrease TCA flux. In contrast, pckA upregulated 1.86 folds and 1.97 folds at 41 h and 89 h, respectively, indicating that more oxaloacetic acid were used to synthesize PEP, which is the precursor of tyrosine, the component of amino acid moiety for lincomycin biosynthesis.
Differential expressed genes involved in sulfur metabolism and biosynthesis pathway of MSH and EGT
The MSH, SAM, and EGT biosynthesis pathways and the related gene expression were studied (Fig. 8). Cysteine synthesis starts with glycerate-3-phosphate from EMP. Gene serA encoding D-glycerate-3-phosphate dehydrogenase was down-regulated. Gene related to sulfur assimilation, including cysD (encoding adenosine pyrophosphatase), cysC (encoding adenine-5- phosphoric sulfuric kinase) were up-regulated 3.05 and 3.03 folds respectively with NaCl addition at 41 h. This meant osmotic regulation could increase the transcription of sulfur assimilation so as to produce more sulfur containing metabolites.
The genes in the pathway of SAM biosynthesis were also up-regulated, such as metE and metH, encoding Hcys S-methyltransferase and methionine synthase, increased 3.45 folds and 2.55 folds, respectively, at 41 h. At the same time, the expression of metK encoding methionine adenosyltransferase which catalyzes the reaction from methionine to SAM increased almost two folds. Transcriptomics data showed that increased osmotic pressure enhanced the synthesis of SAM. SAM converts to S-Adenosyl-L-homocysteine (SAH) after it transfer methyl group to the receptor. SAH can be recycled by SahH, the adenosylcysteinase. It was showed that gene sahH up-regulated 1.2 folds at 41 h, but downregulated at 89 h, probably because the cells were adaptive to osmotic pressure at the late periods of fermentation.
MSH and EGT are the most important small-molecular thiols in actinomycetes. The functions of MSH are similar to that of GSH in B. subtilis and E. coli, which are protecting cells from osmotic stress, interacting with nucleophile and functioning as a reserve pool of Cys. The RNA-seq data showed that the genes in MSH biosynthesis pathway, such as mshB, mshC, and mshD up-regulated while mshA down-regulated. After the transsulfuration in lincomycin biosynthesis, MSH turns into GlcN-Ins, which could be turned back into MSH through a two-step reaction catalyzed by MshC and MshD. In the EGT biosynthesis pathway, egtA, egtD, egtB, egtC, egtE upregulated correspondingly. This result indicated that more EGT is synthesized at the early stage of fermentation with NaCl addition. The enhancement of MSH and EGT might be the reason for higher lincomycin production with NaCl addition, for producing more precursors.
In conclusion, it can be suggested that the enhancement of sulfur assimilation pathway by NaCl addition is beneficial to the synthesis of Cys, and then to MSH, EGT, and SAM. With more sulfur and methyl donors, the production of lincomycin A was improved and the production of lincomycin B was reduced.
Differential expressed genes involved in biosynthesis pathway of lincomycin A
There are three resistance genes in the lincomycin synthesis gene cluster (lmrA, lmrB, lmrC), two regulator genes(lmbU, lmbQ) and 23 structural genes.
At 41 h, the 23 structural genes significantly increased after NaCl addition compared to that of the control (log2foldchange>1,p<0.05) (Fig. 9). Among them, the expression of lmbB2 which catalyzes the first step of the PPL synthesis, upregulated 4.7 folds compared to that of the control. Moreover, lmbR which is a transaldolase catalyzing the first step of MTL synthesis was over expressed by 3.3 folds. These results contributed to the fact that the lincomycin synthesis rate with NaCl addition was consistently higher than that of the control. lmbW, which is related to S-methylation, increased 3 folds. This indicated that more methyl donor was supplemented, which may be the reason for the lower content of lincomycin B in the experimental group. The regulator genes, lmbU and lmbQ were upregulated by 2.70 and 3.00 folds, respectively.
At 89 h, the expression of resistance genes, lmrA (encodes transmembrane protein relevant to lincomycin secretion) and lmrC (encodes lincomycin output ABC protein) with NaCl addition upregulated by 2.60 and 2.20 folds compared to that of the control. MTL production related genes, lmbR, lmbN, lmbP, lmbK, lmbO, lmbL, lmbM, lmbS, lmbF, lmbZ, lmbT were down-regulated to varying degrees without NaCl addition. Among them, lmbO which is responsible for encoding guanosine transferase, catalyzing the synthesis of important intermediate metabolite for lincomycin, GDP-octose and lmbS which encodes NDP-hexanose amino acid transferase downregulated the most. This might be the reason for the production of lincomycin A which was not so much promoted with NaCl addition.