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Kinetics-based development of two-stage continuous fermentation of 1,3-propanediol from crude glycerol by Clostridium butyricum 基于动力学的丁酸梭菌从粗甘油中提取 1,3-丙二醇的两阶段连续发酵技术开发。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-03-07 DOI: 10.1186/s13068-024-02486-5
Xiao-Li Wang, Ya-Qin Sun, Duo-Tao Pan, Zhi-Long Xiu

Background

Glycerol, as a by-product, mainly derives from the conversion of many crops to biodiesel, ethanol, and fatty ester. Its bioconversion to 1,3-propanediol (1,3-PDO) is an environmentally friendly method. Continuous fermentation has many striking merits over fed-batch and batch fermentation, such as high product concentration with easy feeding operation, long-term high productivity without frequent seed culture, and energy-intensive sterilization. However, it is usually difficult to harvest high product concentrations.

Results

In this study, a three-stage continuous fermentation was firstly designed to produce 1,3-PDO from crude glycerol by Clostridium butyricum, in which the first stage fermentation was responsible for providing the excellent cells in a robust growth state, the second stage focused on promoting 1,3-PDO production, and the third stage aimed to further boost the 1,3-PDO concentration and reduce the residual glycerol concentration as much as possible. Through the three-stage continuous fermentation, 80.05 g/L 1,3-PDO as the maximum concentration was produced while maintaining residual glycerol of 5.87 g/L, achieving a yield of 0.48 g/g and a productivity of 3.67 g/(L·h). Based on the 14 sets of experimental data from the first stage, a kinetic model was developed to describe the intricate relationships among the concentrations of 1,3-PDO, substrate, biomass, and butyrate. Subsequently, this kinetic model was used to optimize and predict the highest 1,3-PDO productivity of 11.26 g/(L·h) in the first stage fermentation, while the glycerol feeding concentration and dilution rate were determined to be 92 g/L and 0.341 h−1, separately. Additionally, to achieve a target 1,3-PDO production of 80 g/L without the third stage fermentation, the predicted minimum volume ratio of the second fermenter to the first one was 11.9. The kinetics-based two-stage continuous fermentation was experimentally verified well with the predicted results.

Conclusion

A novel three-stage continuous fermentation and a kinetic model were reported. Then a simpler two-stage continuous fermentation was developed based on the optimization of the kinetic model. This kinetics-based development of two-stage continuous fermentation could achieve high-level production of 1,3-PDO. Meanwhile, it provides a reference for other bio-chemicals production by applying kinetics to optimize multi-stage continuous fermentation.

Graphical Abstract

背景:甘油作为一种副产品,主要来自于许多作物转化为生物柴油、乙醇和脂肪酯的过程。将其生物转化为 1,3-丙二醇(1,3-PDO)是一种环境友好型方法。与间歇式发酵和分批式发酵相比,连续式发酵具有许多显著的优点,如产品浓度高且进料操作简便、无需频繁培养种子即可获得长期的高生产率,以及灭菌耗能低等。然而,通常很难收获高浓度的产品:本研究首先设计了一种三阶段连续发酵方法,利用丁酸梭菌从粗甘油中生产 1,3-PDO,其中第一阶段发酵负责提供生长旺盛的优良细胞,第二阶段重点促进 1,3-PDO的生产,第三阶段旨在进一步提高 1,3-PDO的浓度并尽可能降低残余甘油的浓度。通过三阶段连续发酵,在保持残留甘油 5.87 g/L 的情况下,生产出最大浓度为 80.05 g/L 的 1,3-PDO,产量为 0.48 g/g,生产率为 3.67 g/(L-h)。根据第一阶段的 14 组实验数据,建立了一个动力学模型来描述 1,3-PDO、底物、生物量和丁酸盐浓度之间的复杂关系。随后,利用该动力学模型优化并预测了第一阶段发酵中 1,3-PDO 的最高生产率为 11.26 g/(L-h),而甘油进料浓度和稀释率分别确定为 92 g/L 和 0.341 h-1。此外,为了在不进行第三阶段发酵的情况下实现 1,3-PDO 产量达到 80 g/L 的目标,预测第二发酵罐与第一发酵罐的最小容积比为 11.9。基于动力学的两段式连续发酵经实验验证与预测结果吻合:结论:报告了一种新型的三级连续发酵和动力学模型。然后,在优化动力学模型的基础上开发了一种更简单的两阶段连续发酵。这种以动力学为基础开发的两段式连续发酵可以实现 1,3-PDO 的高水平生产。同时,通过应用动力学优化多级连续发酵,为其他生物化学品的生产提供了参考。
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引用次数: 0
Development of a CRISPR/Cas9-mediated gene-editing method to isolate a mutant of the unicellular green alga Parachlorella kessleri strain NIES-2152 with improved lipid productivity 开发 CRISPR/Cas9 介导的基因编辑方法,以分离出具有更高脂质生产率的单细胞绿色藻类 Parachlorella kessleri 菌株 NIES-2152 突变体
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-03-05 DOI: 10.1186/s13068-024-02484-7
Yuki Kasai, Satsuki Takagi, Shuhei Ota, Kotaro Ishii, Tsuyoshi Takeshita, Shigeyuki Kawano, Shigeaki Harayama

Background

Previously, we isolated a mutant of Parachlorella kessleri named strain PK4 that accumulated higher concentrations of lipids than the wild-type strain. Resequencing of the PK4 genome identified mutations in three genes which may be associated with the high-lipid phenotype. The first gene, named CDMT1, encodes a protein with a calcium-dependent membrane association domain; the second gene, named DMAN1, encodes endo-1,4-β-mannanase, while the third gene, named AATPL1, encodes a plastidic ATP/ADP antiporter-like protein.

Results

To determine which of these mutant genes are directly responsible for the phenotype of strain PK4, we delivered Cas9-gRNA ribonucleoproteins targeting each of the three genes into the wild-type cells by electroporation and successfully disrupted these three genes separately. The lipid productivity in the disruptants of CDMT1 and DMAN1 was similar to and lower than that in the wild-type strain, while the disruptants of AATPL1 exhibited > 30% higher lipid productivity than the wild-type strain under diurnal conditions.

Conclusions

We succeeded in improving the lipid productivity of P. kessleri by CRISPR/Cas9-mediated gene disruption of AATPL1. The effective gene-editing method established in this study will be useful to improve Parachlorella strains for industrial applications.

此前,我们分离出了一种名为 PK4 的伞藻突变体,它比野生型菌株积累了更高浓度的脂质。对 PK4 基因组的重测序发现了三个基因的突变,这三个基因可能与高脂表型有关。第一个基因名为 CDMT1,编码一种具有钙依赖性膜关联结构域的蛋白质;第二个基因名为 DMAN1,编码内-1,4-β-甘露聚糖酶;第三个基因名为 AATPL1,编码一种类质体 ATP/ADP 反载体蛋白。为了确定哪一个突变基因直接导致了菌株PK4的表型,我们通过电穿孔将针对这三个基因的Cas9-gRNA核糖核蛋白分别传递到野生型细胞中,并成功地分别破坏了这三个基因。在昼夜条件下,CDMT1和DMAN1干扰株的脂质生产率与野生型相似,甚至低于野生型,而AATPL1干扰株的脂质生产率比野生型高出30%以上。我们成功地通过CRISPR/Cas9介导的AATPL1基因干扰提高了P. kessleri的脂质生产率。本研究中建立的有效基因编辑方法将有助于改善工业应用中的伞藻菌株。
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引用次数: 0
Enhanced bacterial cellulose production in Komagataeibacter sucrofermentans: impact of different PQQ-dependent dehydrogenase knockouts and ethanol supplementation Komagataeibacter sucrofermentans 细菌纤维素生产的增强:不同 PQQ 依赖性脱氢酶基因敲除和乙醇补充的影响。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-29 DOI: 10.1186/s13068-024-02482-9
Pedro Montenegro-Silva, Tom Ellis, Fernando Dourado, Miguel Gama, Lucília Domingues

Background

Bacterial cellulose (BC) is a biocompatible material with unique mechanical properties, thus holding a significant industrial potential. Despite many acetic acid bacteria (AAB) being BC overproducers, cost-effective production remains a challenge. The role of pyrroloquinoline quinone (PQQ)-dependent membrane dehydrogenases (mDH) is crucial in the metabolism of AAB since it links substrate incomplete oxidation in the periplasm to energy generation. Specifically, glucose oxidation to gluconic acid substantially lowers environmental pH and hinders BC production. Conversely, ethanol supplementation is known to enhance BC yields in Komagataeibacter spp. by promoting efficient glucose utilization.

Results

K. sucrofermentans ATCC 700178 was engineered, knocking out the four PQQ-mDHs, to assess their impact on BC production. The strain KS003, lacking PQQ-dependent glucose dehydrogenase (PQQ-GDH), did not produce gluconic acid and exhibited a 5.77-fold increase in BC production with glucose as the sole carbon source, and a 2.26-fold increase under optimal ethanol supplementation conditions. In contrast, the strain KS004, deficient in the PQQ-dependent alcohol dehydrogenase (PQQ-ADH), showed no significant change in BC yield in the single carbon source experiment but showed a restrained benefit from ethanol supplementation.

Conclusions

The results underscore the critical influence of PQQ-GDH and PQQ-ADH and clarify the effect of ethanol supplementation on BC production in K. sucrofermentans ATCC 700178. This study provides a foundation for further metabolic pathway optimization, emphasizing the importance of diauxic ethanol metabolism for high BC production.

背景:细菌纤维素(BC)是一种生物相容性材料,具有独特的机械性能,因此具有巨大的工业潜力。尽管许多醋酸菌(AAB)都能生产过量的纤维素,但要生产出具有成本效益的纤维素仍是一项挑战。依赖吡咯喹啉醌(PQQ)的膜脱氢酶(mDH)在醋酸细菌的新陈代谢中起着至关重要的作用,因为它将底物在周质中的不完全氧化与能量生成联系在一起。具体来说,葡萄糖氧化成葡萄糖酸会大大降低环境 pH 值,阻碍 BC 的产生。相反,已知乙醇补充可通过促进葡萄糖的有效利用来提高 Komagataeibacter 属的 BC 产量:结果:对 K. sucrofermentans ATCC 700178 进行了改造,敲除了四个 PQQ-mDHs,以评估它们对 BC 生产的影响。缺乏 PQQ 依赖性葡萄糖脱氢酶(PQQ-GDH)的菌株 KS003 不产生葡萄糖酸,在以葡萄糖为唯一碳源的条件下,其 BC 产量增加了 5.77 倍,在最佳乙醇补充条件下增加了 2.26 倍。相比之下,缺乏 PQQ 依赖性乙醇脱氢酶(PQQ-ADH)的菌株 KS004 在单一碳源实验中 BC 产量没有显著变化,但从乙醇补充中获益有限:结果强调了 PQQ-GDH 和 PQQ-ADH 的关键影响,并阐明了乙醇补充对蔗糖球菌 ATCC 700178 BC 产量的影响。这项研究为进一步优化代谢途径奠定了基础,强调了双乙醇代谢对高产萃取物的重要性。
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引用次数: 0
Biocatalytic cascade to polysaccharide amination 多糖胺化的生物催化级联。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-27 DOI: 10.1186/s13068-024-02477-6
Xuebin Feng, Siyi Hong, Hongbo Zhao, Thu V. Vuong, Emma R. Master

Background

Chitin, the main form of aminated polysaccharide in nature, is a biocompatible, polycationic, and antimicrobial biopolymer used extensively in industrial processes. Despite the abundance of chitin, applications thereof are hampered by difficulties in feedstock harvesting and limited structural versatility. To address these problems, we proposed a two-step cascade employing carbohydrate oxidoreductases and amine transaminases for plant polysaccharide aminations via one-pot reactions. Using a galactose oxidase from Fusarium graminearum for oxidation, this study compared the performance of CvATA (from Chromobacterium violaceum) and SpATA (from Silicibacter pomeroyi) on a range of oxidized carbohydrates with various structures and sizes. Using a rational enzyme engineering approach, four point mutations were introduced on the SpATA surface, and their effects on enzyme activity were evaluated.

Results

Herein, a quantitative colorimetric assay was developed to enable simple and accurate time-course measurement of the yield of transamination reactions. With higher operational stability, SpATA produced higher product yields in 36 h reactions despite its lower initial activity. Successful amination of oxidized galactomannan by SpATA was confirmed using a deuterium labeling method; higher aminated carbohydrate yields achieved with SpATA compared to CvATA were verified using HPLC and XPS. By balancing the oxidase and transaminase loadings, improved operating conditions were identified where the side product formation was largely suppressed without negatively impacting the product yield. SpATA mutants with multiple alanine substitutions besides E407A showed improved product yield. The E407A mutation reduced SpATA activity substantially, supporting its predicted role in maintaining the dimeric enzyme structure.

Conclusions

Using oxidase–amine transaminase cascades, the study demonstrated a fully enzymatic route to polysaccharide amination. Although the activity of SpATA may be further improved via enzyme engineering, the low operational stability of characterized amine transaminases, as a result of low retention of PMP cofactors, was identified as a key factor limiting the yield of the designed cascade. To increase the process feasibility, future efforts to engineer improved SpATA variants should focus on improving the cofactor affinity, and thus the operational stability of the enzyme.

Graphical Abstract

背景:甲壳素是自然界中主要的胺化多糖形式,是一种生物相容性、多阳离子性和抗菌性生物聚合物,被广泛应用于工业流程中。尽管甲壳素资源丰富,但其应用却因原料采集困难和结构多样性有限而受到阻碍。为了解决这些问题,我们提出了一种采用碳水化合物氧化还原酶和胺转氨酶的两步级联法,通过一锅反应进行植物多糖胺化。本研究使用来自禾本科镰刀菌的半乳糖氧化酶进行氧化,比较了 CvATA(来自 Chromobacterium violaceum)和 SpATA(来自 Silicibacter pomeroyi)在一系列不同结构和大小的氧化碳水化合物上的表现。利用合理的酶工程方法,在 SpATA 表面引入了四个点突变,并评估了它们对酶活性的影响:结果:在这里,我们开发了一种定量比色测定法,能够简单而准确地对转氨酶反应的产率进行时程测量。尽管 SpATA 的初始活性较低,但其操作稳定性较高,在 36 小时的反应中产生的产物产量较高。使用氘标记法证实了 SpATA 能成功胺化氧化半乳甘露聚糖;使用 HPLC 和 XPS 验证了与 CvATA 相比,SpATA 能获得更高的胺化碳水化合物产率。通过平衡氧化酶和转氨酶的负荷,确定了改进的操作条件,在这种条件下,副产品的形成在很大程度上被抑制,而不会对产品产量产生负面影响。除 E407A 外,具有多个丙氨酸置换的 SpATA 突变体也提高了产物产量。E407A 突变大大降低了 SpATA 的活性,支持了其在维持二聚酶结构中的作用:该研究利用氧化酶-胺转氨酶级联,证明了多糖胺化的全酶解途径。虽然 SpATA 的活性可通过酶工程进一步提高,但由于 PMP 辅因子的保留率低,已表征的胺转氨酶的操作稳定性较低,这是限制所设计级联产量的一个关键因素。为了提高工艺的可行性,今后设计改进型 SpATA 变体的工作应侧重于提高辅助因子的亲和力,从而提高酶的操作稳定性。
{"title":"Biocatalytic cascade to polysaccharide amination","authors":"Xuebin Feng,&nbsp;Siyi Hong,&nbsp;Hongbo Zhao,&nbsp;Thu V. Vuong,&nbsp;Emma R. Master","doi":"10.1186/s13068-024-02477-6","DOIUrl":"10.1186/s13068-024-02477-6","url":null,"abstract":"<div><h3>Background</h3><p>Chitin, the main form of aminated polysaccharide in nature, is a biocompatible, polycationic, and antimicrobial biopolymer used extensively in industrial processes. Despite the abundance of chitin, applications thereof are hampered by difficulties in feedstock harvesting and limited structural versatility. To address these problems, we proposed a two-step cascade employing carbohydrate oxidoreductases and amine transaminases for plant polysaccharide aminations via one-pot reactions. Using a galactose oxidase from <i>Fusarium graminearum</i> for oxidation, this study compared the performance of CvATA (from <i>Chromobacterium violaceum</i>) and SpATA (from <i>Silicibacter pomeroyi</i>) on a range of oxidized carbohydrates with various structures and sizes. Using a rational enzyme engineering approach, four point mutations were introduced on the SpATA surface, and their effects on enzyme activity were evaluated.</p><h3>Results</h3><p>Herein, a quantitative colorimetric assay was developed to enable simple and accurate time-course measurement of the yield of transamination reactions. With higher operational stability, SpATA produced higher product yields in 36 h reactions despite its lower initial activity. Successful amination of oxidized galactomannan by SpATA was confirmed using a deuterium labeling method; higher aminated carbohydrate yields achieved with SpATA compared to CvATA were verified using HPLC and XPS. By balancing the oxidase and transaminase loadings, improved operating conditions were identified where the side product formation was largely suppressed without negatively impacting the product yield. SpATA mutants with multiple alanine substitutions besides E407A showed improved product yield. The E407A mutation reduced SpATA activity substantially, supporting its predicted role in maintaining the dimeric enzyme structure.</p><h3>Conclusions</h3><p>Using oxidase–amine transaminase cascades, the study demonstrated a fully enzymatic route to polysaccharide amination. Although the activity of SpATA may be further improved via enzyme engineering, the low operational stability of characterized amine transaminases, as a result of low retention of PMP cofactors, was identified as a key factor limiting the yield of the designed cascade. To increase the process feasibility, future efforts to engineer improved SpATA variants should focus on improving the cofactor affinity, and thus the operational stability of the enzyme.</p><h3>Graphical Abstract</h3><div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":494,"journal":{"name":"Biotechnology for Biofuels","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://biotechnologyforbiofuels.biomedcentral.com/counter/pdf/10.1186/s13068-024-02477-6","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139974982","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bioprocess optimization for enhanced xylitol synthesis by new isolate Meyerozyma caribbica CP02 using rice straw 优化生物工艺,提高新分离菌 Meyerozyma caribbica CP02 利用稻草合成木糖醇的能力。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-24 DOI: 10.1186/s13068-024-02475-8
Saumya Singh, Shailendra Kumar Arya, Meena Krishania

The present work models the fermentation process parameters of the newly isolated, Meyerozyma caribbica CP02 for enhanced xylitol production and its fermentability study on rice straw hydrolysate. The study examined the impact of each of the process variables by one variable at a time optimization followed by statistical validation. Temperature of 32 °C, pH of 3.5, agitation of 200 rpm, 1.5% (v/v) inoculum, 80 gL−1 initial xylose was optimized. Subsequently, a sequential two-stage agitation approach was adopted for fermentation. At these optimized conditions, xylitol yield of 0.77 gg−1 and 0.64 gg−1 was achieved using media containing commercial and rice straw derived xylose, respectively. For scale up, in 3L batch bioreactor, the highest xylitol yield (0.63 gg−1) was attained at 72 h with rice straw hydrolysate media containing initial xylose (59.48 ± 0.82 gL−1) along with inhibitors (1.55 ± 0.10 gL−1 aliphatic acids, 0.0.048 ± 0.11 gL−1 furans, 0.64 ± 0.23 gL−1 total phenols). The results imply that even under circumstances characterized by an acidic pH and elevated initial xylose level, M. caribbica CP02, as an isolate, displays robustness and shows favorable fermentability of rice straw hydrolysate. Therefore, isolate CP02 has potential to be used in bio-refineries for high yield xylitol production with minimal hydrolysate processing requirements.

Graphical Abstract

本研究建立了新分离的 Meyerozyma caribbica CP02 的发酵工艺参数模型,以提高木糖醇产量,并对其在稻草水解物上的发酵性进行了研究。该研究通过每次优化一个变量,然后进行统计验证,来检验每个工艺变量的影响。对温度 32 °C、pH 值 3.5、搅拌 200 rpm、接种物 1.5%(v/v)、初始木糖 80 gL-1 进行了优化。随后,采用了两阶段顺序搅拌法进行发酵。在这些优化条件下,使用含有商用木糖和稻草衍生木糖的培养基,木糖醇产量分别达到 0.77 gg-1 和 0.64 gg-1。为了扩大规模,在 3L 批次生物反应器中,使用含有初始木糖(59.48 ± 0.82 gL-1)和抑制剂(1.55 ± 0.10 gL-1 脂肪酸、0.0.048 ± 0.11 gL-1 呋喃、0.64 ± 0.23 gL-1 总酚)的稻草水解物培养基 72 小时后,木糖醇产量最高(0.63 gg-1)。这些结果表明,即使在酸性 pH 值和初始木糖水平升高的情况下,M. caribbica CP02 作为一种分离物也能表现出强大的生命力,并显示出对水稻秸秆水解物的良好发酵性。因此,分离物 CP02 有潜力用于生物精炼厂,以最低的水解物加工要求生产高产木糖醇。
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引用次数: 0
Identification of lipid synthesis genes in Schizochytrium sp. and their application in improving eicosapentaenoic acid synthesis in Yarrowia lipolytica 鉴定 Schizochytrium sp. 中的脂质合成基因及其在改善 Yarrowia lipolytica 中二十碳五烯酸合成中的应用。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-24 DOI: 10.1186/s13068-024-02471-y
Yu-Lei Jia, Qing-Ming Zhang, Fei Du, Wen-Qian Yang, Zi-Xu Zhang, Ying-Shuang Xu, Wang Ma, Xiao-Man Sun, He Huang

Background

Eicosapentaenoic acid (EPA) is widely used in the functional food and nutraceutical industries due to its important benefits to human health. Oleaginous microorganisms are considered a promising alternative resource for the production of EPA lipids. However, the storage of EPA in triglyceride (TG) becomes a key factor limiting its level.

Results

This study aimed to incorporate more EPA into TG storage through metabolic engineering. Firstly, key enzymes for TG synthesis, the diacylglycerol acyltransferase (DGAT) and glycerol-3-phosphate acyltransferase (GPAT) genes from Schizochytrium sp. HX-308 were expressed in Yarrowia lipolytica to enhance lipid and EPA accumulation. In addition, engineering the enzyme activity of DGATs through protein engineering was found to be effective in enhancing lipid synthesis by replacing the conserved motifs “HFS” in ScDGAT2A and “FFG” in ScDGAT2B with the motif “YFP”. Notably, combined with lipidomic analysis, the expression of ScDGAT2C and GPAT2 enhanced the storage of EPA in TG. Finally, the accumulation of lipid and EPA was further promoted by identifying and continuing to introduce the ScACC, ScACS, ScPDC, and ScG6PD genes from Schizochytrium sp., and the lipid and EPA titer of the final engineered strain reached 2.25 ± 0.03 g/L and 266.44 ± 5.74 mg/L, respectively, which increased by 174.39% (0.82 ± 0.02 g/L) and 282.27% (69.70 ± 0.80 mg/L) compared to the initial strain, respectively.

Conclusion

This study shows that the expression of lipid synthesis genes from Schizochytrium sp. in Y. lipolytica effectively improves the synthesis of lipids and EPA, which provided a promising target for EPA-enriched microbial oil production.

背景:二十碳五烯酸(EPA)因其对人体健康的重要益处而被广泛应用于功能性食品和营养保健品行业。油脂微生物被认为是生产 EPA 脂类的一种有前途的替代资源。然而,EPA 在甘油三酯(TG)中的储存成为限制其含量的关键因素:本研究旨在通过代谢工程将更多的 EPA 储存在甘油三酯中。首先,在脂肪分解酵母(Yarrowia lipolytica)中表达甘油三酯合成的关键酶,即来自裂殖酵母(Schizochytrium sp. HX-308)的二酰甘油酰基转移酶(DGAT)和甘油-3-磷酸酰基转移酶(GPAT)基因,以提高脂质和 EPA 的积累。此外,还发现通过蛋白质工程改造 DGATs 的酶活性,将 ScDGAT2A 中的保守基团 "HFS "和 ScDGAT2B 中的保守基团 "FFG "替换为基团 "YFP",可有效提高脂质合成。值得注意的是,结合脂质体分析,ScDGAT2C 和 GPAT2 的表达增强了 EPA 在 TG 中的储存。最后,通过从 Schizochytrium sp.中鉴定并继续引入 ScACC、ScACS、ScPDC 和 ScG6PD 基因,进一步促进了脂质和 EPA 的积累、最终工程菌株的脂质和 EPA 滴度分别达到 2.25 ± 0.03 g/L 和 266.44 ± 5.74 mg/L,与初始菌株相比分别提高了 174.39% (0.82 ± 0.02 g/L) 和 282.27% (69.70 ± 0.80 mg/L):本研究表明,在溶脂酵母中表达 Schizochytrium sp.的脂质合成基因可有效提高脂质和 EPA 的合成,这为富含 EPA 的微生物油脂生产提供了一个很有前景的目标。
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引用次数: 0
In silico design of multipoint mutants for enhanced performance of Thermomyces lanuginosus lipase for efficient biodiesel production 硅学设计多点突变体,提高兰氏热霉菌脂肪酶的性能,以高效生产生物柴油。
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-24 DOI: 10.1186/s13068-024-02478-5
Jinsha Huang, Xiaoman Xie, Wanlin Zheng, Li Xu, Jinyong Yan, Ying Wu, Min Yang, Yunjun Yan

Background

Biodiesel, an emerging sustainable and renewable clean energy, has garnered considerable attention as an alternative to fossil fuels. Although lipases are promising catalysts for biodiesel production, their efficiency in industrial-scale application still requires improvement.

Results

In this study, a novel strategy for multi-site mutagenesis in the binding pocket was developed via FuncLib (for mutant enzyme design) and Rosetta Cartesian_ddg (for free energy calculation) to improve the reaction rate and yield of lipase-catalyzed biodiesel production. Thermomyces lanuginosus lipase (TLL) with high activity and thermostability was obtained using the Pichia pastoris expression system. The specific activities of the mutants M11 and M21 (each with 5 and 4 mutations) were 1.50- and 3.10-fold higher, respectively, than those of the wild-type (wt–TLL). Their corresponding melting temperature profiles increased by 10.53 and 6.01 °C, (T_{50}^{15}) (the temperature at which the activity is reduced to 50% after 15 min incubation) increased from 60.88 to 68.46 °C and 66.30 °C, and the optimum temperatures shifted from 45 to 50 °C. After incubation in 60% methanol for 1 h, the mutants M11 and M21 retained more than 60% activity, and 45% higher activity than that of wt–TLL. Molecular dynamics simulations indicated that the increase in thermostability could be explained by reduced atomic fluctuation, and the improved catalytic properties were attributed to a reduced binding free energy and newly formed hydrophobic interaction. Yields of biodiesel production catalyzed by mutants M11 and M21 for 48 h at an elevated temperature (50 °C) were 94.03% and 98.56%, respectively, markedly higher than that of the wt–TLL (88.56%) at its optimal temperature (45 °C) by transesterification of soybean oil.

Conclusions

An integrating strategy was first adopted to realize the co-evolution of catalytic efficiency and thermostability of lipase. Two promising mutants M11 and M21 with excellent properties exhibited great potential for practical applications for in biodiesel production.

背景:生物柴油是一种新兴的可持续和可再生的清洁能源,作为化石燃料的替代品已引起广泛关注。尽管脂肪酶是生物柴油生产的理想催化剂,但其在工业规模应用中的效率仍有待提高:结果:本研究通过 FuncLib(用于突变酶设计)和 Rosetta Cartesian_ddg(用于自由能计算)开发了一种在结合袋中进行多位点突变的新策略,以提高脂肪酶催化生物柴油生产的反应速率和产量。利用 Pichia pastoris 表达系统获得了具有高活性和热稳定性的热霉菌脂肪酶(TLL)。突变体 M11 和 M21(分别有 5 个和 4 个突变)的比活性分别是野生型(wt-TLL)的 1.50 倍和 3.10 倍。它们相应的熔融温度曲线分别升高了 10.53 和 6.01 °C,[计算公式:见正文](孵育 15 分钟后活性降低到 50%的温度)从 60.88 °C升高到 68.46 °C和 66.30 °C,最适温度从 45 °C升高到 50 °C。在 60% 的甲醇中孵育 1 小时后,突变体 M11 和 M21 的活性保持在 60% 以上,比 wt-TLL 的活性高 45%。分子动力学模拟表明,热稳定性的提高可归因于原子波动的减少,而催化性能的改善则归因于结合自由能的降低和新形成的疏水相互作用。突变体 M11 和 M21 在高温(50 °C)下催化生物柴油生产 48 小时的产量分别为 94.03% 和 98.56%,明显高于 wt-TLL 在最佳温度(45 °C)下通过酯交换大豆油生产生物柴油的产量(88.56%):首先采用了一种整合策略来实现脂肪酶催化效率和耐热性的共同进化。M11和M21这两个突变体具有优异的性能,在生物柴油生产中具有巨大的实际应用潜力。
{"title":"In silico design of multipoint mutants for enhanced performance of Thermomyces lanuginosus lipase for efficient biodiesel production","authors":"Jinsha Huang,&nbsp;Xiaoman Xie,&nbsp;Wanlin Zheng,&nbsp;Li Xu,&nbsp;Jinyong Yan,&nbsp;Ying Wu,&nbsp;Min Yang,&nbsp;Yunjun Yan","doi":"10.1186/s13068-024-02478-5","DOIUrl":"10.1186/s13068-024-02478-5","url":null,"abstract":"<div><h3>Background</h3><p>Biodiesel, an emerging sustainable and renewable clean energy, has garnered considerable attention as an alternative to fossil fuels. Although lipases are promising catalysts for biodiesel production, their efficiency in industrial-scale application still requires improvement.</p><h3>Results</h3><p>In this study, a novel strategy for multi-site mutagenesis in the binding pocket was developed via FuncLib (for mutant enzyme design) and Rosetta Cartesian_ddg (for free energy calculation) to improve the reaction rate and yield of lipase-catalyzed biodiesel production. <i>Thermomyces lanuginosus</i> lipase (TLL) with high activity and thermostability was obtained using the <i>Pichia pastoris</i> expression system. The specific activities of the mutants M11 and M21 (each with 5 and 4 mutations) were 1.50- and 3.10-fold higher, respectively, than those of the wild-type (wt–TLL). Their corresponding melting temperature profiles increased by 10.53 and 6.01 °C, <span>(T_{50}^{15})</span> (the temperature at which the activity is reduced to 50% after 15 min incubation) increased from 60.88 to 68.46 °C and 66.30 °C, and the optimum temperatures shifted from 45 to 50 °C. After incubation in 60% methanol for 1 h, the mutants M11 and M21 retained more than 60% activity, and 45% higher activity than that of wt–TLL. Molecular dynamics simulations indicated that the increase in thermostability could be explained by reduced atomic fluctuation, and the improved catalytic properties were attributed to a reduced binding free energy and newly formed hydrophobic interaction. Yields of biodiesel production catalyzed by mutants M11 and M21 for 48 h at an elevated temperature (50 °C) were 94.03% and 98.56%, respectively, markedly higher than that of the wt–TLL (88.56%) at its optimal temperature (45 °C) by transesterification of soybean oil.</p><h3>Conclusions</h3><p>An integrating strategy was first adopted to realize the co-evolution of catalytic efficiency and thermostability of lipase. Two promising mutants M11 and M21 with excellent properties exhibited great potential for practical applications for in biodiesel production.</p></div>","PeriodicalId":494,"journal":{"name":"Biotechnology for Biofuels","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://biotechnologyforbiofuels.biomedcentral.com/counter/pdf/10.1186/s13068-024-02478-5","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139944785","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel AA14 LPMO from Talaromyces rugulosus with bifunctional cellulolytic/hemicellulolytic activity boosted cellulose hydrolysis 具有双功能纤维素分解/半纤维素分解活性的塔拉酵母菌新型 AA14 LPMO 可促进纤维素水解
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-23 DOI: 10.1186/s13068-024-02474-9
Kaixiang Chen, Xu Zhao, Peiyu Zhang, Liangkun Long, Shaojun Ding

Background

The recently discovered PcAA14A and B from white-rot basidiomycete Pycnoporus coccineus enriched our understanding of the oxidative degradation of xylan in fungi, however, the unusual mode of action of AA14 LPMOs has sparked controversy. The substrate specificity and functionality of AA14 LPMOs still remain enigmatic and need further investigation.

Results

In this study, a novel AA14 LPMO was characterized from the ascomycete Talaromyces rugulosus. TrAA14A has a broad substrate specificity with strong oxidative activity on pure amorphous cellulose and xyloglucan. It could simultaneously oxidize cellulose, xylan and xyloglucan in natural hemi/cellulosic substrate such as fibrillated eucalyptus pulp, and released native and oxidized cello-oligosaccharides, xylo-oligosaccharides and xyloglucan oligosaccharides from this substrate, but its cellulolytic/hemicellulolytic activity became weaker as the contents of xylan increase in the alkaline-extracted hemi/cellulosic substrates. The dual cellulolytic/hemicellulolytic activity enables TrAA14A to possess a profound boosting effect on cellulose hydrolysis by cellulolytic enzymes. Structure modelling of TrAA14A revealed that it exhibits a relatively flat active-site surface similar to the active-site surfaces in AA9 LPMOs but quite distinct from PcAA14B, despite TrAA14A is strongly clustered together with AA14 LPMOs. Remarkable difference in electrostatic potentials of L2 and L3 surfaces was also observed among TrAA14A, PcAA14B and NcLPMO9F. We speculated that the unique feature in substrate-binding surface might contribute to the cellulolytic/hemicellulolytic activity of TrAA14A.

Conclusions

The extensive cellulolytic/hemicellulolytic activity on natural hemi/cellulosic substrate indicated that TrAA14A from ascomycete is distinctively different from previously characterized xylan-active AA9 or AA14 LPMOs. It may play as a bifunctional enzyme to decompose some specific network structures formed between cellulose and hemicellulose in the plant cell walls. Our findings shed new insights into the novel substrate specificities and biological functionalities of AA14 LPMOs, and will contribute to developing novel bifunctional LPMOs as the booster in commercial cellulase cocktails to efficiently break down the hemicellulose-cellulose matrix in lignocellulose.

背景最近从白腐基枝菌Pycnoporus coccineus中发现的PcAA14A和B丰富了我们对真菌中木质素氧化降解的认识,然而AA14 LPMOs不同寻常的作用模式引发了争议。结果在这项研究中,鉴定了一种新型 AA14 LPMO,它来自于无丝腔菌 Talaromyces rugulosus。TrAA14A 具有广泛的底物特异性,对纯无定形纤维素和木聚糖具有很强的氧化活性。它能同时氧化天然半纤维素/纤维素基质(如纤维化桉木浆)中的纤维素、木聚糖和木聚糖,并从该基质中释放出原生和氧化的纤维寡糖、木寡糖和木聚糖寡糖,但其纤维素分解/半纤维素分解活性随着碱提取半纤维素/纤维素基质中木聚糖含量的增加而减弱。纤维素分解/半纤维素分解的双重活性使 TrAA14A 对纤维素分解酶水解纤维素具有深远的促进作用。TrAA14A 的结构建模显示,尽管 TrAA14A 与 AA14 LPMOs 强烈地聚集在一起,但它表现出一个相对平坦的活性位点表面,与 AA9 LPMOs 的活性位点表面相似,但与 PcAA14B 截然不同。在 TrAA14A、PcAA14B 和 NcLPMO9F 中也观察到了 L2 和 L3 表面静电势的显著差异。结论 在天然半纤维素/纤维素基质上广泛的纤维素分解/半纤维素分解活性表明,来自子囊菌的 TrAA14A 与之前具有木聚糖活性的 AA9 或 AA14 LPMOs 有明显的不同。它可能是一种双功能酶,能分解植物细胞壁中纤维素和半纤维素之间形成的某些特定网络结构。我们的研究结果为了解 AA14 LPMOs 的新型底物特异性和生物功能提供了新的视角,并将有助于开发新型双功能 LPMOs 作为商业纤维素酶鸡尾酒的助推剂,以高效分解木质纤维素中的半纤维素-纤维素基质。
{"title":"A novel AA14 LPMO from Talaromyces rugulosus with bifunctional cellulolytic/hemicellulolytic activity boosted cellulose hydrolysis","authors":"Kaixiang Chen,&nbsp;Xu Zhao,&nbsp;Peiyu Zhang,&nbsp;Liangkun Long,&nbsp;Shaojun Ding","doi":"10.1186/s13068-024-02474-9","DOIUrl":"10.1186/s13068-024-02474-9","url":null,"abstract":"<div><h3>Background</h3><p>The recently discovered <i>Pc</i>AA14A and B from white-rot basidiomycete <i>Pycnoporus coccineus</i> enriched our understanding of the oxidative degradation of xylan in fungi, however, the unusual mode of action of AA14 LPMOs has sparked controversy. The substrate specificity and functionality of AA14 LPMOs still remain enigmatic and need further investigation.</p><h3>Results</h3><p>In this study, a novel AA14 LPMO was characterized from the ascomycete <i>Talaromyces rugulosus</i>. <i>Tr</i>AA14A has a broad substrate specificity with strong oxidative activity on pure amorphous cellulose and xyloglucan. It could simultaneously oxidize cellulose, xylan and xyloglucan in natural hemi/cellulosic substrate such as fibrillated eucalyptus pulp, and released native and oxidized cello-oligosaccharides, xylo-oligosaccharides and xyloglucan oligosaccharides from this substrate, but its cellulolytic/hemicellulolytic activity became weaker as the contents of xylan increase in the alkaline-extracted hemi/cellulosic substrates. The dual cellulolytic/hemicellulolytic activity enables <i>Tr</i>AA14A to possess a profound boosting effect on cellulose hydrolysis by cellulolytic enzymes. Structure modelling of <i>Tr</i>AA14A revealed that it exhibits a relatively flat active-site surface similar to the active-site surfaces in AA9 LPMOs but quite distinct from <i>Pc</i>AA14B, despite <i>Tr</i>AA14A is strongly clustered together with AA14 LPMOs. Remarkable difference in electrostatic potentials of L2 and L3 surfaces was also observed among TrAA14A, <i>Pc</i>AA14B and <i>Nc</i>LPMO9F. We speculated that the unique feature in substrate-binding surface might contribute to the cellulolytic/hemicellulolytic activity of <i>Tr</i>AA14A.</p><h3>Conclusions</h3><p>The extensive cellulolytic/hemicellulolytic activity on natural hemi/cellulosic substrate indicated that <i>Tr</i>AA14A from ascomycete is distinctively different from previously characterized xylan-active AA9 or AA14 LPMOs. It may play as a bifunctional enzyme to decompose some specific network structures formed between cellulose and hemicellulose in the plant cell walls. Our findings shed new insights into the novel substrate specificities and biological functionalities of AA14 LPMOs, and will contribute to developing novel bifunctional LPMOs as the booster in commercial cellulase cocktails to efficiently break down the hemicellulose-cellulose matrix in lignocellulose.</p></div>","PeriodicalId":494,"journal":{"name":"Biotechnology for Biofuels","volume":null,"pages":null},"PeriodicalIF":6.3,"publicationDate":"2024-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://biotechnologyforbiofuels.biomedcentral.com/counter/pdf/10.1186/s13068-024-02474-9","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139937230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identification of environment-insensitive genes for oil content by combination of transcriptome and genome-wide association analysis in rapeseed 通过结合转录组和全基因组关联分析鉴定油菜籽中对环境不敏感的含油量基因
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-22 DOI: 10.1186/s13068-024-02480-x
Min Yao, Dan He, Wen Li, Xinghua Xiong, Xin He, Zhongsong Liu, Chunyun Guan, Lunwen Qian

Background

The primary objective of rapeseed breeding is to enhance oil content, which is predominantly influenced by environmental factors. However, the molecular mechanisms underlying the impact of these environmental factors on oil accumulation remain inadequately elucidated. In this study, we used transcriptome data from two higher (HOC) and two lower oil content (LOC) inbred lines at 35 days after pollination (DAP) to investigate genes exhibiting stable expression across three different environments. Meanwhile, a genome-wide association study (GWAS) was utilized to detect candidate genes exhibiting significant associations with seed oil content across three distinct environments.

Results

The study found a total of 405 stable differentially expressed genes (DEGs), including 25 involved in lipid/fatty acid metabolism and 14 classified as transcription factors. Among these genes, BnBZIP10-A09, BnMYB61-A06, BnAPA1-A08, BnPAS2-A10, BnLCAT3-C05 and BnKASIII-C09 were also found to exhibit significant associations with oil content across multiple different environments based on GWAS of 50 re-sequenced semi-winter rapeseed inbred lines and previously reported intervals. Otherwise, we revealed the presence of additive effects among BnBZIP10-A09, BnKASIII-C09, BnPAS2-A10 and BnAPA1-A08, resulting in a significant increase in seed oil content. Meanwhile, the majority of these stable DEGs are interconnected either directly or indirectly through co-expression network analysis, thereby giving rise to an elaborate molecular network implicated in the potential regulation of seed oil accumulation and stability.

Conclusions

The combination of transcription and GWAS revealed that natural variation in six environment-insensitive gene regions exhibited significant correlations with seed oil content phenotypes. These results provide important molecular marker information for us to further improve oil content accumulation and stability in rapeseed.

背景油菜育种的主要目标是提高含油量,而含油量主要受环境因素的影响。然而,这些环境因素对油脂积累影响的分子机制仍未得到充分阐明。在本研究中,我们利用授粉后 35 天(DAP)两个含油量较高(HOC)和两个含油量较低(LOC)近交系的转录组数据,研究了在三种不同环境中表现出稳定表达的基因。结果该研究共发现了 405 个稳定的差异表达基因(DEGs),包括 25 个参与脂质/脂肪酸代谢的基因和 14 个转录因子。在这些基因中,BnBZIP10-A09、BnMYB61-A06、BnAPA1-A08、BnPAS2-A10、BnLCAT3-C05和BnKASIII-C09也被发现与多个不同环境中的含油量有显著关联,这些关联是基于50个重新测序的半冬油菜近交系的GWAS和之前报道的间隔。此外,我们还发现 BnBZIP10-A09、BnKASIII-C09、BnPAS2-A10 和 BnAPA1-A08 之间存在叠加效应,导致种子含油量显著增加。同时,通过共表达网络分析,这些稳定的 DEGs 大多直接或间接地相互关联,从而形成了一个复杂的分子网络,与种子含油量和稳定性的潜在调控有关。这些结果为我们进一步提高油菜籽含油量的积累和稳定性提供了重要的分子标记信息。
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引用次数: 0
Low CO2 concentration, a key environmental factor for developing plateau adapted rapeseed 低二氧化碳浓度是发展高原适应性油菜的关键环境因素
IF 6.3 1区 工程技术 Q1 Environmental Science Pub Date : 2024-02-21 DOI: 10.1186/s13068-024-02481-w
Sha Liu, Lin Tang, Jingyan Fu, Caixia Zhao, Ying Zhang, Meng Yin, Maolin Wang, Rui Wang, Yun Zhao

Background

Photosynthesis is a fundamental process that underlies the formation of crop yield, wherein light serves as the driving force and carbon dioxide (CO2) as the raw material. These two factors have a direct influence on the progress and efficiency of photosynthesis in crops. Rapeseed is one of the four major oilseed crops worldwide. Plateau rapeseed has now become a research hotspot. However, the lack of high-yielding rapeseed germplasm resources on the plateau and the highly efficient strategy for screening them severely affect the development of rapeseed industry in plateau.

Results

In the rapeseed experimental fields located on the plateau (Lhasa, Tibet), we measured abundant sunlight, characterized by an average daily photosynthetically active radiation (PAR) of 1413 μmol m−2 s−1. In addition, the atmospheric CO2 concentrations range from 300 to 400 ppm, which is only two-thirds of that in the plain (Chengdu, Sichuan). We found that under different measurement conditions of light intensity and CO2 concentration, different rapeseed genotypes showed significant differences in leaf photosynthetic efficiency during the seedling stage. Moreover, the rapeseed materials with high photosynthetic efficiency under low CO2 concentrations rather than high light intensity, exhibited significant advantages in biomass, yield, and oil content when cultivated on the plateau, indicating that the CO2 is the key environmental factor which limited rapeseed production in plateau. Based on photosynthetic efficiency screening under low CO2 concentrations, six rapeseed varieties SC3, SC10, SC25, SC27, SC29 and SC37, shown significantly higher yields in plateau environment compared to local control variety were obtained. In addition, the adaptability of rapeseed to plateau was found to be related to the activities of key Calvin cycle enzymes and the accumulation of photosynthetic products.

Conclusions

This study established a screening strategy for plateau high-yielding rapeseed materials, obtained six varieties which were suitable for plateau cultivation, explored the mechanism of rapeseed response to the plateau environment, and thus provides a feasible strategy for plateau-adapted rapeseed breeding.

背景光合作用是作物产量形成的基本过程,其中光是动力,二氧化碳(CO2)是原料。这两个因素直接影响作物光合作用的进度和效率。油菜籽是世界四大油料作物之一。高原油菜现已成为研究热点。结果在位于高原(西藏拉萨)的油菜试验田中,我们测得日照充足,日平均光合有效辐射(PAR)为 1413 μmol m-2 s-1。此外,大气中的二氧化碳浓度为 300 至 400 ppm,仅为平原地区(四川成都)的三分之二。我们发现,在不同的光照强度和二氧化碳浓度测量条件下,不同油菜基因型在幼苗期的叶片光合效率有显著差异。此外,在低二氧化碳浓度而非高光照强度条件下,光合效率高的油菜材料在高原栽培时在生物量、产量和含油量方面表现出显著优势,表明二氧化碳是限制高原油菜生产的关键环境因素。根据低二氧化碳浓度下的光合效率筛选,SC3、SC10、SC25、SC27、SC29 和 SC37 六个油菜品种在高原环境下的产量明显高于当地对照品种。结论 本研究建立了高原高产油菜材料筛选策略,获得了6个适合高原栽培的品种,探讨了油菜对高原环境的响应机理,为高原适应性油菜育种提供了可行的策略。
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引用次数: 0
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