Functional microbes

功能性微生物
  • 文章类型: Journal Article
    芳香化合物是酱香(茅台味)白酒中花香和果香的主要来源,构成其风味特征的骨架成分。然而,酱香大曲中这些化合物的形成机理和关键香气产生酶(发酵剂,SFD)仍然难以捉摸。这里,我们结合了宏基因组学,元蛋白质组学,代谢组学,和关键酶活性,以验证芳香族化合物的生物合成途径并确定关键酶,基因,和SFD中的特征性微生物。结果表明,发酵后期对SFD中芳香族化合物的产生至关重要。对各种代谢物中潜在的关键酶和谱进行了现场验证,为SFD中芳香族化合物的主要合成途径提供了全面的证据。值得注意的是,我们的结果表明,一级胺氧化酶(PrAO)和醛脱氢酶(ALDH)是促进芳香化合物合成的两个关键酶。此外,在SFD发酵过程中,通过蛋白质和相关代谢产物之间的相关性分析,确定了两个潜在的调节芳香族化合物生成的关键功能基因,结合体外扩增试验。此外,从SFD中成功分离出具有高PrAO和ALDH产量的原始功能菌株(黄曲霉C10和黑曲霉IN2),从而验证宏基因组学和元蛋白质组学分析的结果。本研究全面阐明了SFD中芳香族化合物形成的途径,蛋白质组学,酶,和代谢组学水平,为白酒关键风味物质的研究提供新思路。此外,这些发现为芳香族化合物生成的调控机制提供了有价值的见解。
    Aromatic compounds serve as the primary source of floral and fruity aromas in sauce-flavor (Maotai flavor) baijiu, constituting the skeleton components of its flavor profile. Nevertheless, the formation mechanism of these compounds and key aroma-producing enzymes in sauce-flavor Daqu (fermentation agent, SFD) remain elusive. Here, we combined metagenomics, metaproteomics, metabolomics, and key enzyme activity to verify the biosynthesis pathway of aromatic compounds and to identify key enzymes, genes, and characteristic microorganisms in SFD. The results showed that the later period of fermentation was critical for the generation of aromatic compounds in SFD. In-situ verification was conducted on the potential key enzymes and profiles in various metabolites, providing comprehensive evidence for the main synthetic pathways of aromatic compounds in SFD. Notably, our results showed that primary amine oxidase (PrAO) and aldehyde dehydrogenase (ALDH) emerged as two key enzymes promoting aromatic compound synthesis. Additionally, two potential key functional genes regulating aromatics generation were identified during SFD fermentation through correlation analysis between proteins and relevant metabolites, coupled with in vitro amplification test. Furthermore, original functional strains (Aspergillus flavus-C10 and Aspergillus niger-IN2) exhibiting high PrAO and ALDH production were successfully isolated from SFD, thus validating the results of metagenomics and metaproteomics analyses. This study comprehensively elucidates the pathway of aromatic compound formation in SFD at the genetic, proteomic, enzymatic, and metabolomic levels, providing new ideas for the investigation of key flavor substances in baijiu. Additionally, these findings offer valuable insights into the regulatory mechanisms of aromatic compounds generation.
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  • 文章类型: Journal Article
    厌氧膜生物反应器(AnMBR)厌氧消化含酚废水,但是AnMBRs在处理高浓度含酚废水中的应用面临着与苯酚胁迫和膜污染相关的挑战。在这项研究中,开发了AnMBR与聚合氯化铝(PAC)的耦合,用于高效处理高浓度含酚废水。在苯酚浓度从1000mg/L逐渐增加到5000mg/L和喹啉浓度恒定为100mg/L时,该系统实现了对苯酚(99%)和喹啉(98%)的强大去除效率。PAC的投加量可以有效地控制膜污染速率,跨膜压力(TMP)增加速率低至0.17kPa/d。稳健的性能主要归因于通过膜截留对功能微生物的有利保留,而脉冲横流缓冲了苯酚应力,促进了滤饼层的去除。同时,富集的核心功能微生物,比如同步横纹肌,Syntrophus,Mesotoga和甲醇,在进一步减轻苯酚胁迫中起着至关重要的作用。值得注意的是,生物大分子降解剂的显著存在,比如Levilinea,有助于通过细胞外聚合物降解缓解膜污染。此外,PAC颗粒尺寸分布(PSD)的扩大有望减轻膜污染。本研究为高浓度含酚废水的可持续处理提供了一条有希望的途径。
    Anaerobic digestion of phenolic wastewater by anaerobic membrane bioreactor (AnMBR) has revealed increasing attractiveness, but the application of AnMBRs for treating high-strength phenolic wastewater faces challenges related to elevated phenol stress and membrane fouling. In this study, the coupling of AnMBR and polyaluminum chloride (PAC) was developed for efficient treatment of high-strength phenolic wastewater. The system achieved robust removal efficiencies of phenol (99%) and quinoline (98%) at a gradual increase of phenol concentration from 1000 to 5000 mg/L and a constant quinoline concentration of 100 mg/L. The dosing of PAC could effectively control the membrane fouling rate with the transmembrane pressure (TMP) increasing rate as low as 0.17 kPa/d. The robust performances were mainly attributed to the favorable retention of functional microbes through membrane interception, while pulse cross flow buffered against phenol stress and facilitated cake layer removal. Meanwhile, the enriched core functional microbes, such as Syntrophorhabdus, Syntrophus, Mesotoga and Methanolinea, played a crucial role in further reduction of phenol stress. Notably, the significant presence of biomacromolecule degrader, such as Levilinea, contributed to membrane fouling mitigation through extracellular polymer degradation. Moreover, the enlargement of particle size distribution (PSD) by PAC was expected to mitigate membrane fouling. This study provided a promising avenue for sustainable treatment of high-strength phenolic wastewater.
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  • 文章类型: Journal Article
    Msalais是一种传统葡萄酒,由中国自然发酵的本地葡萄汁制成。它具有特有的干果和焦糖气味,主要归因于芳香族化合物,如呋喃和5-甲基糠醛。然而,目前尚不清楚参与Msalais自然发酵的微生物如何促成这种特有的香气。这里,我们利用高通量测序和气相色谱-质谱法分析了Msalais自然发酵过程中形成的Msalais发酵微生物和芳香族化合物,分别。分析显示,酿酒酵母,Kazachstaniahumilis,植物乳杆菌,在Msalais发酵过程中产生大量呋喃和5-甲基糠醛的优势和关键功能物种。其中,在常规的葡萄酒发酵过程中很少检测到胡麻和羊草。鉴定的功能物种可用于控制Msalais的典型芳香特性。
    Msalais is a traditional wine produced from naturally fermented boiled local grape juice in China. It has characteristic dried fruit and caramel odors, mainly attributed to aromatic compounds, such as furaneol and 5-methylfurfural. However, it is unclear how microbes involved in the natural fermentation of Msalais contribute to this characteristic aroma. Here, we analyzed the Msalais-fermenting microbes and aromatic compounds formed during natural Msalais fermentation by using high-throughput sequencing and gas chromatography-mass spectrometry, respectively. The analysis revealed that Saccharomyces cerevisiae, Kazachstania humilis, Lactobacillus plantarum, and Lactobacillus farraginis are the dominant and key functional species that produce high amounts of furaneol and 5-methylfurfural during Msalais fermentation. Of these, K. humilis and L. farraginis are rarely detected during regular wine fermentation. The identified functional species could be used to control typical aromatic characteristics of Msalais.
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  • 文章类型: Journal Article
    土壤中多环芳烃(PAHs)的生物利用度有限,对其生物降解提出了挑战。我们假设皂草(SaponariaofficinalisL.)是原位提供生物表面活性剂的工厂,能有效促进外源或天然功能微生物对BaP的去除。进行了Rhizo-box和微观实验,以分析皂草的植物微生物修复机理,一种分泌生物表面活性剂的植物,被称为皂苷,并结合两种外源菌株(P.黄孢子菌和/或枯草芽孢杆菌)用于苯并[a]芘(BaP)污染的土壤。结果表明,自然衰减处理(CK)BaP在100天后仅达到15.90%的BaP去除率。相比之下,皂草(SP),肥皂菌(SPB),皂草真菌(SPF),皂草-细菌-真菌(SPM)介导的根际土壤处理的去除率为40.48%,42.42%,52.37%,62.57%,分别。对微生物群落结构的分析表明,皂草刺激了引入和天然功能微生物,比如根瘤菌,微球菌,和梭菌,这有助于通过代谢途径去除BaP。此外,高效的BaP去除归因于皂苷,氨基酸,和碳水化合物,这促进了动员,BaP的增溶,和微生物活动。总之,我们的研究强调了皂草和特定微生物菌株有效修复PAH污染土壤的潜力。
    The limited bioavailability of polycyclic aromatic hydrocarbons (PAHs) in soils poses a challenge for their biodegradation. We hypotheses soapwort (Saponaria officinalis L.) as a factory in-situ providing biosurfactant, which could effectively promote the BaP removal by exogenous or native functional microbes. Rhizo-box and microcosm experiments were conducted to analyze the phyto-microbial remediation mechanism of soapwort, a plant that excretes biosurfactants known as saponins, and combined with two exogenous strains (P. chrysosporium and/or B. subtilis) for benzo[a]pyrene (BaP)-contaminated soils. The results revealed that the natural attenuation treatment (CK) BaP achieved only a 15.90% BaP removal rate after 100 days. In contrast, soapwort (SP), soapwort-bacteria (SPB), soapwort-fungus (SPF), soapwort- bacteria - fungus (SPM) mediated rhizosphere soils treatments yielded removal rates of 40.48%, 42.42%, 52.37%, and 62.57%, respectively. The analysis of the microbial community structure suggested that soapwort stimulated the introduction and native functional microorganisms, such as Rhizobiales, Micrococcales, and Clostridiales, which contributed to BaP removal via metabolic pathways. Furthermore, the efficient BaP removal was attributed to saponins, amino acids, and carbohydrates, which facilitated mobilization, solubilization of BaP, and microbial activity. In conclusion, our study highlights the potential of soapwort and specific microbial strains to effectively remediate PAH-contaminated soils.
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  • 文章类型: Journal Article
    建立了添加生物炭的人工湿地(CWs),以研究污染物的去除效率。一氧化二氮(N2O)排放特性,氮转化的生物学机制。结果表明,添加生物炭提高了氨(NH4+-N)的平均去除率,总氮,和化学需氧量4.03-18.5%,2.90-4.99%,和2.87-5.20%,同时减少25.85-83.41%的N2O排放。基于15N稳定同位素示踪,发现硝化作用,反硝化,同时硝化和反硝化是N2O排放的主要过程。生物炭的添加导致71.50%的最大还原率,80.66%,这三个过程为73.09%,分别。氮转化微生物的相对丰度,如氮螺旋体,脱氯单胞菌,和脱衣瘤,添加生物炭后增加,促进脱氮和减少N2O排放。添加生物炭可以增加负责氮转化的功能基因拷贝数和酶活性,这有助于实现有效的NH4+-N氧化和消除亚硝酸盐积累,从而减少N2O排放。
    Constructed wetlands (CWs) added with biochar were built to study pollutant removal efficiencies, nitrous oxide (N2O) emission characteristics, and biological mechanisms in nitrogen transformation. The results showed that biochar addition enhanced the average removal rates of ammonium (NH4+-N), total nitrogen, and chemical oxygen demand by 4.03-18.5%, 2.90-4.99%, and 2.87-5.20% respectively while reducing N2O emissions by 25.85-83.41%. Based on 15N stable isotope tracing, it was found that nitrification, denitrification, and simultaneous nitrification and denitrification were the main processes contributing to N2O emission. The addition of biochar resulted in maximum reduction rates of 71.50%, 80.66%, and 73.09% for these three processes, respectively. The relative abundance of nitrogen-transforming microbes, such as Nitrospira, Dechloromonas, and Denitratisoma, increased after the addition of biochar, promoting nitrogen removal and reducing N2O emissions. Adding biochar could increase the functional gene copy number and enzyme activity responsible for nitrogen conversion, which helped achieve efficient NH4+-N oxidation and eliminate nitrite accumulation, thereby reducing N2O emissions.
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  • 文章类型: Journal Article
    电集成垂直流人工湿地(E-VFCW)去除氯霉素(CAP)的性能,微生物群落结构的变化,并评估了抗生素抗性基因(ARGs)的命运。E-VFCW系统中的CAP去除率为92.73%±0.78%(种植)和90.80%±0.61%(未种植),两者均高于控制系统的68.17%±1.27%。厌氧阴极室对CAP去除的贡献高于好氧阳极室。反应器中的植物理化指标显示,电刺激增加了氧化酶活性。电刺激增强了E-VFCW系统电极层中ARGs的富集(floR除外)。E-VFCW中的植物ARGs和intI1水平高于控制系统中的水平,表明电刺激诱导植物吸收ARGs,减少湿地中的ARGs。intI1和sul1基因在植物中的分布表明,水平转移可能是ARGs在植物中分散的主要机制。高通量测序分析揭示了电刺激选择性富集的CAP降解功能细菌(Geobacter和三氯杆菌)。细菌群落与ARGs之间的定量相关性分析证实,ARGs的丰度与潜在宿主和可移动遗传元件的分布有关(intI1)。E-VFCW可有效处理抗生素废水,然而,ARGs可能会积累。
    The performance of an electric-integrated vertical flow constructed wetland (E-VFCW) for chloramphenicol (CAP) removal, changes in microbial community structure, and the fate of antibiotic resistance genes (ARGs) were evaluated. CAP removal in the E-VFCW system was 92.73% ± 0.78% (planted) and 90.80% ± 0.61% (unplanted), both were higher than the control system which was 68.17% ± 1.27%. The contribution of anaerobic cathodic chambers in CAP removal was higher than the aerobic anodic chambers. Plant physiochemical indicators in the reactor revealed electrical stimulation increased oxidase activity. Electrical stimulation enhanced the enrichment of ARGs in the electrode layer of the E-VFCW system (except floR). Plant ARGs and intI1 levels were higher in the E-VFCW than in the control system, suggesting electrical stimulation induces plants to absorb ARGs, reducing ARGs in the wetland. The distribution of intI1 and sul1 genes in plants suggests that horizontal transfer may be the main mechanism dispersing ARGs in plants. High throughput sequencing analysis revealed electrical stimulation selectively enriched CAP degrading functional bacteria (Geobacter and Trichlorobacter). Quantitative correlation analysis between bacterial communities and ARGs confirmed the abundance of ARGs relates to the distribution of potential hosts and mobile genetic elements (intI1). E-VFCW is effective in treating antibiotic wastewater, however ARGs potentially accumulate.
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  • 文章类型: Journal Article
    UNASSIGNED:烟草发酵技术的主要目标是最大程度地减少生物碱含量,同时提高风味物质含量。
    UNASSIGNED:本研究通过高通量测序和相关性分析揭示了雪茄叶发酵过程中的微生物群落结构及其代谢功能,并在体外分离和生物强化发酵的基础上评价了功能微生物的发酵性能。
    UNASSIGNED:在发酵过程中,葡萄球菌和曲霉的相对丰度先增加后下降,占据细菌和真菌群落的主导地位,分别,在第21天。相关分析预测曲霉,葡萄球菌和丝状菌可能有助于糖类化合物的形成,芽孢杆菌可能对含氮物质有降解作用。特别是,念珠菌,作为发酵后期的共生分类群和生物标志物,不仅可以降解含氮底物和合成风味物质,还有助于维持微生物群落的稳定。此外,基于体外分离和生物强化接种,研究发现,近平滑念珠菌和近平滑念珠菌能显著降低烟叶中生物碱的含量,增加烟叶中风味成分的含量。
    UNASSIGNED:本研究通过高通量测序和生物强化接种,发现并验证了念珠菌在雪茄烟叶发酵中的关键作用,这将有助于指导微生物发酵剂的开发和雪茄烟叶质量的定向调控。
    UNASSIGNED: The main goal of tobacco fermentation technology is to minimize the alkaloid content while improving flavor substance content.
    UNASSIGNED: This study revealed the microbial community structure and their metabolic functions during cigar leaf fermentation by high-throughput sequencing and correlation analysis, and evaluated the fermentation performance of functional microbes based on in vitro isolation and bioaugmentation fermentation.
    UNASSIGNED: The relative abundance of Staphylococcus and Aspergillus increased first but then decreased during the fermentation, and would occupy the dominant position of bacterial and fungal communities, respectively, on the 21st day. Correlation analysis predicted that Aspergillus, Staphylococcus and Filobasidium could contribute to the formation of saccharide compounds, Bacillus might have degradation effects on nitrogenous substances. In particular, Candida, as a co-occurring taxa and biomarker in the later stage of fermentation, could not only degrade nitrogenous substrates and synthesize flavor substances, but also contribute to maintaining the stability of microbial community. Moreover, based on in vitro isolation and bioaugmentation inoculation, it was found that Candida parapsilosis and Candida metapsilosis could significantly reduce the alkaloids content and increase the content of flavor components in tobacco leaves.
    UNASSIGNED: This study found and validated the critical role of Candida in the fermentation of cigar tobacco leaves through high-throughput sequencing and bioaugmentation inoculation, which would help guide the development of microbial starters and directional regulation of cigar tobacco quality.
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  • 文章类型: Journal Article
    土壤微生物群落通常被认为是全球元素循环的关键参与者之一。此外,石油污染改变微生物群落结构的一个重要后果是可能导致碳排放增加。然而,对环境因素和生物群落之间复杂相互作用的理解明显滞后。在这里,它表明碳排放的通量增加了石油污染的土壤,最高13.64gC·(kg土壤)-1·h-1。这种现象主要是由于好氧层中稀有降解微生物的富集(例如,甲氧氯,马氏杆菌,假单胞菌,Alcanivorax,Yeosuana,HalomonasandMicrobulbifer),而不是厌氧层,更有利于甲烷的形成。此外,石油烃和环境因素在塑造微生物群落结构(生态稳定性)和功能性状(例如,脂肪酸代谢,由于微生物的生态敏感性不同,脂质代谢和氨基酸代谢)。因此,可以相信,稀有碳氢化合物降解微生物的变化比石油污染土壤中优势微生物的变化更令人担忧。毫无疑问,这项研究可以揭示介导碳排放的细菌群落的独特特征,并为理解石油污染土壤中碳储存向碳气体释放的转化提供证据。
    Soil microbial communities are usually regarded as one of the key players in the global element cycling. Moreover, an important consequence of oil contamination altering the structure of microbial communities is likely to result in an increased carbon emission. However, understanding of the complex interactions between environmental factors and biological communities is clearly lagging behind. Here it showed that the flux of carbon emissions increased in oil-contaminated soils, up to 13.64 g C·(kg soil)-1·h-1. This phenomenon was mainly driven by the enrichment of rare degrading microorganisms (e.g., Methylosinus, Marinobacter, Pseudomonas, Alcanivorax, Yeosuana, Halomonas and Microbulbifer) in the aerobic layer, rather than the anaerobic layer, which is more conducive to methane formation. In addition, petroleum hydrocarbons and environmental factors are equally important in shaping the structure of microbial communities (the ecological stability) and functional traits (e.g., fatty acid metabolism, lipid metabolism and amino acid metabolism) due to the different ecological sensitivities of microorganisms. Thus, it can be believed that the variability of rare hydrocarbon degrading microorganisms is of greater concern than changes in dominant microorganisms in oil-contaminated soil. Undoubtedly, this study could reveal the unique characterization of bacterial communities that mediate carbon emission and provide evidence for understanding the conversion from carbon stores to carbon gas release in oil-contaminated soils.
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  • 文章类型: Journal Article
    银纳米粒子(AgNPs)在人工湿地(CWs)基底中被广泛检测到,对CW的污染物去除效率构成威胁。然而,减轻AgNPs对CW的毒性的方法尚不清楚。在这项研究中,砾石(GR),生物炭(BC),选择黄铁矿(PY)和黄铁矿与生物炭基质(PYBC)作为底物,以恢复在暴露于环境(0.2mg/L)和AgNPs积累(10mg/L)浓度下CWs的污染物去除效率。结果表明,BC和PY的缓解作用有限,而PYBC可显着减轻毒性。特别是在暴露于积累浓度的AgNPs时,去除NH4+-N,TN,PYBC中COD和TP为10.2%,8.3%,比GR高出9.4%和10.7%,分别。机制分析证实,AgNPs转化为Ag-Fe-S核壳聚集体(尺寸>200nm),降低了生物利用度和对细胞膜的损伤。PYBC通过增加Nitrospira和Geothrix的丰度来恢复脱氮效率,这些细菌被定义为硝化菌和Feammox细菌。这项研究提供了一种有希望的策略,以减轻AgNPs对CW中污染物去除效率的毒性。
    Silver nanoparticles (AgNPs) has been widely detected in the substrates of constructed wetlands (CWs), posing threaten to pollutants removal efficiency of CWs. However, the way to alleviate the toxicity of AgNPs on CWs is unclear. In this study, the gravel (GR), biochar (BC), pyrite (PY) and pyrite coupled with biochar matrix (PYBC) were selected as substrates to restore the pollutants removal efficiency of CWs under the exposure to the environment (0.2 mg/L) and accumulation (10 mg/L) concentration of AgNPs. Results showed that the BC and PY showed limited mitigation effects, while the PYBC alleviated the toxicity significantly. Especially in the exposure to the accumulation concentration of AgNPs, the removal of NH4+-N, TN, COD and TP in the PYBC were 10.2%, 8.3%, 9.4% and 10.7% higher than that in the GR, respectively. Mechanism analysis verified that AgNPs were transformed into Ag-Fe-S core shell aggregates (size >200 nm) decreasing bioavailability and the damage to cytomembrane. The PYBC restored the nitrogen removal efficiency by increasing the abundance of Nitrospira and Geothrix, which these bacteria were defined as nitrifiers and Feammox bacteria. This study provides a promising strategy to mitigate AgNPs\' toxicity on the pollutant removal efficiency in CWs.
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  • 文章类型: Journal Article
    在酱油发酵过程中,微生物在风味形成中起着至关重要的作用。不同的酱油发酵类型显著影响风味形成。然而,不同发酵类型之间的微生物群落和代谢产物的比较研究很少。这里,我们调查了微生物群落的变化,代谢物谱,日式(JP)和粤式(CP)发酵过程中的代谢途径。发酵类型之间的游离氨基酸和挥发性化合物分布差异显着,JP样品含有较高的酯含量(39.84%;p<0.05),120d发酵样品中的酒精含量(44.70%;p<0.05)。发酵类型之间的挥发性化合物分布差异显著,JP样品含有较高含量的酯,酒精,和游离氨基酸(p<0.05)。宏基因组分析表明,JP和CP群落均以四球菌为主,葡萄球菌,Weissella(细菌),和曲霉(真菌),但是随着时间的推移,这两个社区的变化有所不同。在JP发酵的整个发酵过程中,四球菌的丰度急剧增加(从0.02%到59.2%),在CP发酵中,四球菌(36.7%)和葡萄球菌(29.7%)在发酵120d时占主导地位。宏基因组功能谱显示,大多数与碳水化合物有关的基因的丰度,氨基酸,在发酵中后期,发酵类型之间的脂质代谢表现出显著差异(p<0.05)。此外,预测的挥发性物质生物合成的代谢途径在JP和CP发酵之间有所不同,可能解释了风味代谢物谱的差异。此外,与风味产生相关的大多数基因与四球菌属有关,Weissella,葡萄球菌,芽孢杆菌,和曲霉,这表明这些微生物在酱油发酵过程中的风味产生中起着重要作用。这项研究大大提高了我们对不同酱油发酵过程中微生物功能及其在风味形成中的代谢作用的理解。
    Microorganisms play essential roles in flavor formation during soy sauce fermentation. Different soy sauce fermentation types significantly affect flavor formation. However, comparisons of microbial communities and metabolites between different fermentation types have been little studied. Here, we investigated variation in microbial communities, metabolite profiles, and metabolic pathways during Japanese-type (JP) and Cantonese-type (CP) fermentation. Free amino acids and volatile compound profiles varied significantly between fermentation types, with JP samples containing higher contents of esters (39.84%; p < 0.05), alcohols (44.70%; p < 0.05) in the 120 d fermentation samples. Volatile compound profiles varied significantly between fermentation types, with JP samples containing higher contents of esters, alcohols, and free amino acids (p < 0.05). Metagenomic analysis indicated that both JP and CP communities were dominated by Tetragenococcus, Staphylococcus, Weissella (bacteria), and Aspergillus (fungi), but the two communities varied differently over time. Tetragenococcus drastically increased in abundance throughout the fermentation (from 0.02 to 59.2%) in JP fermentation, whereas Tetragenococcus (36.7%) and Staphylococcus (29.7%) dominated at 120 d of fermentation in CP fermentation. Metagenomic functional profiles revealed that the abundances of most genes involved with carbohydrate, amino acid, and lipid metabolism exhibited significant differences between fermentation types (p < 0.05) during the middle to late fermentation stages. Furthermore, predicted metabolic pathways for volatile substance biosynthesis differed between JP and CP fermentation, likely explaining the differences in flavor metabolite profiles. In addition, most of the genes associated with flavor generation were affiliated with Tetragenococcus, Weissella, Staphylococcus, Bacillus, and Aspergillus, suggesting that these microbes play important roles in flavor production during soy sauce fermentation. This study significantly improves our understanding of microbial functions and their metabolic roles in flavor formation during different soy sauce fermentation processes.
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