Plackett-Burman design

Plackett - burman 设计
  • 文章类型: Journal Article
    在这项研究中,四种海藻的干生物量,即紫菜sp.,格racilariabursa-pastoris,裙带菜和海带。,筛选了它们从水溶液中去除亚甲基蓝(MB)染料的能力。采用Plackett-Burman设计(PBD)和Box-Behnken设计(BBD)的统计方法来优化不同的环境条件,以实现龙舌兰的最大MB去除百分比。利用FTIR对吸附前后的生物吸附剂进行了表征,XRD和SEM分析。此外,等温线,进行了动力学和热力学研究,以研究吸附剂的吸附行为。结果表明,与96.5%相比,江草达到了最高的染料去除效率(98.5%),裙带菜占93.5%和93.9%,紫菜。和海带sp.,分别。PBD分析表明,搅拌速度,pH值,发现和生物量剂量是影响将MB去除到龙须菜干燥生物量上的重要参数。根据BBD结果,在132rpm的搅拌速度下获得最大染料去除百分比(99.68%),pH为7,生物量剂量为7.5g/LFTIR,XRD和SEM分析显示了几种官能团参与吸附过程,并且在染料吸附之后,吸附剂的细胞表面形态发生了变化。吸附等温线比Langmuir更符合Freundlich模型(R2=0.9891),Temkin,还有Dubinin-Radushkevich模型.吸附动力学最好用伪二级模型(R2=0.9999)描述,表明染料离子和藻类生物量之间的化学相互作用。热力学参数表明,龙须菜干生物质对MB的吸附是自发的,可行,吸热和随机。这些结果表明,江草干生物量是一个有吸引力的,环保,从环境排放中去除MB染料的廉价和有效的试剂。
    In this study, the dried biomass of four marine algae, namely Porphyra sp., Gracilaria bursa-pastoris, Undaria pinnatifida and Laminaria sp., were screened for their ability to remove methylene blue (MB) dye from aqueous solutions. Statistical approaches of the Plackett-Burman Design (PBD) and Box-Behnken Design (BBD) were applied to optimize different environmental conditions in order to achieve the maximum MB removal percentage by Gracilaria bursa-pastoris. The biosorbent was characterized before and after adsorption process using FTIR, XRD and SEM analysis. Additionally, isotherms, kinetics and thermodynamics studies were conducted to investigate the adsorption behavior of the adsorbent. The results showed that Gracilaria bursa-pastoris achieved the highest dye removal efficiency (98.5 %) compared to 96.5 %, 93.5 % and 93.9 % for Undaria pinnatifida, Porphyra sp. and Laminaria sp., respectively. PBD analysis revealed that the agitation speed, pH, and biomass dose were found to be the significant parameters affecting MB removal onto Gracilaria dried biomass. According to the BBD results, the maximum dye removal percentage (99.68 %) was obtained at agitation speed of 132 rpm, pH 7 and biomass dose of 7.5 g/L. FTIR, XRD and SEM analysis demonstrated the participation of several functional groups in the adsorption process and changes in the cell surface morphology of the adsorbent following the dye adsorption. The adsorption isotherms showed better fit to Freundlich model (R2 = 0.9891) than the Langmuir, Temkin, and Dubinin-Radushkevich models. The adsorption kinetics were best described by the pseudo-second-order model (R2 = 0.9999), suggesting the chemical interactions between dye ions and the algal biomass. The thermodynamic parameters indicated that the adsorption of MB onto Gracilaria dried biomass was spontaneous, feasible, endothermic and random. These results indicate that dried biomass of Gracilaria bursa-pastoris is an attractive, environmentally friendly, cheap and effective agent for MB dye removal from environmental discharges.
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  • 文章类型: Journal Article
    产油酵母在废水处理中可以在降解苯酚的同时产生脂质。在这项研究中,采用Plackett-Burman(PB)设计,使用Rtoruloides9564T确定苯酚降解和脂质生产的关键因素。而温度,接种物大小,和搅拌对这两个过程都很显著(p<0.05),pH值和培养对脂质生产有重要意义,和苯酚去除,分别。来自四个因素的结果(pH,温度,接种物大小,和潜伏期)使用中央复合旋转设计(CCD)实验来建立二次和遗传算法优化的ANN模型。在训练集上,苯酚降解(R2:0.993)和脂质生产(R2:0.958)的简化二次模型略低于ANN模型(分别为R2:0.999、0.982)。同等重要的多目标优化表明苯酚降解在106.4-108.76%之间,脂质产量为0.864-0.903g/L,通过多项式和人工神经网络模型。在pH6.07,接种物大小14.68%v/v时,在脂质生产中获得了完全的苯酚降解(100%)和3.35倍的增加(0.918g/L),在29.5°C下进行92.17h的实验。
    Oleaginous yeast can produce lipids while degrading phenol in wastewater treatment. In this study, a Plackett-Burman Design (PBD) was adopted to identify key factors of phenol degradation and lipid production using R toruloides 9564T. While temperature, inoculum size, and agitation were significant for both the processes (p < 0.05), pH and incubation were significant for lipid production, and phenol removal, respectively. Results from four factors (pH, temperature, inoculum size, and incubation period) central composite design (CCD) experiment were used to formulate quadratic and genetic algorithm-optimized ANN models. The reduced quadratic model for phenol degradation (R2: 0.993) and lipid production (R2: 0.958) were marginally inferior to ANN models (R2: 0.999, 0.982, respectively) on training sets. Multi-objective optimization with equal importance suggests phenol degradation between 106.4 and 108.76%, and lipid production of 0.864-0.903 g/L, by polynomial and ANN models. Complete phenol degradation (100%) and 3.35-fold increment (0.918 g/L) in lipid production were obtained at pH 6.07, inoculum size 14.68% v/v, at 29.5 °C in 92.17 h experimentally.
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  • 文章类型: Journal Article
    从废水中回收氨具有积极的环境效益,避免富营养化,降低生产能耗,这是管理废水中养分的最有效方法之一。具体来说,膜蒸馏法回收氨由于其对挥发性物质的优良分离性能而逐渐被采用。然而,没有尝试对直接接触膜蒸馏(DCMD)操作参数进行全局优化以最大化氨回收效率(ARE)。在这项工作中,影响氨回收的三个关键操作因素,即,进料氨浓度,饲料pH值,和DCMD运行时间,从八个因素中确定,由两级Plackett-Burman设计(PBD)。随后,响应面法(RSM)下的Box-Behnken设计(BBD)用于建模和优化影响氨回收率的重要操作参数,尽管通过PBD识别DCMD并通过方差分析(ANOVA)进行统计验证。结果表明,该模型具有较高的确定系数(R2=0.99),NH4Cl浓度与饲料pH的交互作用对ARE有显著影响。DCMD的最佳操作参数如下:NH4Cl浓度为0.46g/L,进料pH为10.6,DCMD运行时间为11.3h,ARE的最大值为98.46%。在优化条件下,达到98.72%,与预测值匹配,验证了DCMD工艺氨回收优化模型的有效性和可靠性。
    Ammonia recovery from wastewater has positive environmental benefits, avoiding eutrophication and reducing production energy consumption, which is one of the most effective ways to manage nutrients in wastewater. Specifically, ammonia recovery by membrane distillation has been gradually adopted due to its excellent separation properties for volatile substances. However, the global optimization of direct contact membrane distillation (DCMD) operating parameters to maximize ammonia recovery efficiency (ARE) has not been attempted. In this work, three key operating factors affecting ammonia recovery, i.e., feed ammonia concentration, feed pH, and DCMD running time, were identified from eight factors, by a two-level Plackett-Burman Design (PBD). Subsequently, Box-Behnken design (BBD) under the response surface methodology (RSM) was used to model and optimize the significant operating parameters affecting the recovery of ammonia though DCMD identified by PBD and statistically verified by analysis of variance (ANOVA). Results showed that the model had a high coefficient of determination value (R2 = 0.99), and the interaction between NH4Cl concentration and feed pH had a significant effect on ARE. The optimal operating parameters of DCMD as follows: NH4Cl concentration of 0.46 g/L, feed pH of 10.6, DCMD running time of 11.3 h, and the maximum value of ARE was 98.46%. Under the optimized conditions, ARE reached up to 98.72%, which matched the predicted value and verified the validity and reliability of the model for the optimization of ammonia recovery by DCMD process.
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  • 文章类型: Journal Article
    人为活动已导致从天然燃料到需要热稳定纤维素酶的替代可再生能源储备的急剧转变。纤维二糖水解酶是纤维素酶中不可或缺的成员,在纤维素生物质的降解中起着至关重要的作用。本文详细介绍了使用pET-21a()表达载体从嗜热细菌Caldicellulosiruptorbescii克隆纤维二糖水解酶基因并在大肠杆菌(BL21)CondonPlusDE3-(RIPL)中表达的过程。多重比对和结构建模研究表明,重组CbCBH包含保守的纤维素结合结构域III。酶的催化位点包括Asp-372和Glu-620,它们参与底物或金属结合。纯化的CbCBH,分子量为91.8kDa,在65°C和pH6.0时显示出针对pNPC的峰值活性(167.93U/mg)。此外,它在较宽的温度范围(60-80°C)内8小时表现出显著的稳定性。Plackett-Burman实验模型用于评估CbCBH预处理的甘蔗渣的糖化,旨在评估栽培条件。优化后的参数,包括6.0的pH值,55°C的温度,24小时的潜伏期,底物浓度为1.5%(w/v),酶活性为120U,结果观察到的糖化效率为28.45%。这一发现表明重组CbCBH在生物燃料领域具有有希望的潜力。
    Anthropogenic activities have led to a drastic shift from natural fuels to alternative renewable energy reserves that demand heat-stable cellulases. Cellobiohydrolase is an indispensable member of cellulases that play a critical role in the degradation of cellulosic biomass. This article details the process of cloning the cellobiohydrolase gene from the thermophilic bacterium Caldicellulosiruptor bescii and expressing it in Escherichia coli (BL21) CondonPlus DE3-(RIPL) using the pET-21a(+) expression vector. Multi-alignments and structural modeling studies reveal that recombinant CbCBH contained a conserved cellulose binding domain III. The enzyme\'s catalytic site included Asp-372 and Glu-620, which are either involved in substrate or metal binding. The purified CbCBH, with a molecular weight of 91.8 kDa, displayed peak activity against pNPC (167.93 U/mg) at 65°C and pH 6.0. Moreover, it demonstrated remarkable stability across a broad temperature range (60-80°C) for 8 h. Additionally, the Plackett-Burman experimental model was employed to assess the saccharification of pretreated sugarcane bagasse with CbCBH, aiming to evaluate the cultivation conditions. The optimized parameters, including a pH of 6.0, a temperature of 55°C, a 24-hour incubation period, a substrate concentration of 1.5% (w/v), and enzyme activity of 120 U, resulted in an observed saccharification efficiency of 28.45%. This discovery indicates that the recombinant CbCBH holds promising potential for biofuel sector.
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  • 文章类型: Journal Article
    据报道,一种可靠且绿色的常规提取方法可用于测定大豆中的农药残留。这种新颖的方法将经典的QuEChERS萃取方法与DLLME(分散液液微萃取)步骤相结合,利用低共熔溶剂(DES)-樟脑:己酸(1:1摩尔比)-作为微萃取溶剂。这种DES从未用于复杂基质如大豆的气相色谱-质谱法的农药分析中。Plackett-Burman筛选设计用于优化QuEChERS的样品制备变量(氯化钠和硫酸镁的量,和PSA和C18吸附剂的量)和DLLME(培养基的pH,氯化钠的量,和微萃取溶剂的体积)。此设计允许系统评估每个参数对方法性能的影响。使用经认证的参考材料和大豆的商业样品评估了优化的方法。该方法对所研究的大多数分析物具有很高的准确性和精密度,证明其适用于大豆中农药残留分析。为了评估所开发方法的绿色性和实用性,采用分析绿色度(AGREE)和蓝色适用性等级指数(BAGI)度量系统,分别。总的来说,拟议的使用DES溶剂的QuEChERS-DLLME方法是测定大豆中农药残留的常规提取方法的可靠且绿色的替代方法。它的高性能,再加上它的环境友好性,使其成为食品安全分析的有前途的工具。
    A reliable and greener alternative to the usual extraction methods is reported for the determination of pesticide residues in soybeans. This novel approach combines the classical QuEChERS extraction method with a DLLME (dispersive liquid-liquid microextraction) step, utilizing a deep eutectic solvent (DES) - camphor: hexanoic acid (1:1 molar ratio) - as the microextraction solvent. This DES has never been employed in pesticide analysis by gas chromatography-mass spectrometry of complex matrices like soybeans. A Plackett-Burman screening design was employed to optimize sample preparation variables of QuEChERS (amount of sodium chloride and magnesium sulfate, and amount of PSA and C18 sorbents) and DLLME (pH of medium, amount of sodium chloride, and volume of microextraction solvent). This design allowed for a systematic evaluation of the impact of each parameter on the method\'s performance. The optimized method was evaluated using a certified reference material and commercial samples of soybeans. The method exhibited high accuracy and precision for most of the analytes under study, demonstrating its applicability for pesticide residue analysis in soybeans. To assess the greenness and practicality of the developed method, the Analytical Greenness (AGREE) and Blue Applicability Grade Index (BAGI) metric systems were employed, respectively. Overall, the proposed QuEChERS-DLLME method using a DES solvent is a reliable and greener alternative to conventional extraction methods for the determination of pesticide residues in soybeans. Its high performance, coupled with its environmental friendliness, makes it a promising tool for food safety analysis.
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  • 文章类型: Journal Article
    在这项研究中,具有不同功能部分的聚合物离子液体用作直接浸入式固相微萃取(DI-SPME)中的吸附剂涂层,用于从基于a的食品中提取2-甲基咪唑(2-MI)和4-甲基咪唑(4-MI),然后进行气相色谱-质谱(GC-MS)分析。使用顺序实验设计优化了分析方法。GC-MS中使用的变量,如解吸时间,以及SPME-DI,包括提取时间,提取温度,提取的孵育时间,提取物中的NaCl量,和搅拌速率,进行了优化。通过矩阵匹配校准曲线的线性度(R2≥0.9921)验证了该方法的适用性,足够的回收率(81.7-89.7%),和精密度(相对标准偏差≤11.2%)。该方法适用于25个基于açaí的食品样品。在四个样品中发现4-MI,而在检测限以上未检测到2-MI。该方法适用于质量控制分析。
    In this study, polymeric ionic liquids featuring different functional moieties were applied as sorbent coatings in direct-immersion solid-phase microextraction (DI-SPME) for the extraction of 2-methylimidazole (2-MI) and 4-methylimidazole (4-MI) from açaí-based food products followed by gas chromatography-mass spectrometry (GC-MS) analysis. The analytical method was optimized using a sequential experimental design. Variables used in GC-MS such as desorption time, as well as for SPME-DI, including extraction time, extraction temperature, incubation time of extraction, amount of NaCl in the extract, and stirring rate, were optimized. The fitness-for-purpose of the method was verified by the linearity of matrix-matched calibration curves (R2 ≥ 0.9921), adequate recoveries (81.7-89.7 %), and precision (relative standard deviations ≤11.2 %). The method was applied to twenty-five samples of açaí-based food products. 4-MI was found in four samples whereas 2-MI was not detected above the limit of detection. The method was found to be suitable for quality control analysis.
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  • 文章类型: Journal Article
    从锡金不同栖息地收集的牦牛粪便样品中分离出纤维素分解细菌,印度。从Yumthang谷样品中分离出的YE16显示出最高的酶活性,为7.68U/mL,并被鉴定为芽孢杆菌属。,与维氏芽孢杆菌的序列相似性为96.15%。一次一个因素(OFAT)分析表明,在37°C的温度下,酸性pH为5对于孵育36小时后的最大酶产量是最佳的(13.88U/mL)。统计优化后进一步增加(34.70U/mL)。基于响应面法的培养基优化预测,羧甲基纤维素(CMC)和MgSO4在浓度为30g/L和0.525g/L时,分别,在pH5.5下显示30.612U/mL的CMCase活性,与30.25U/mL的观测值一致,证实了该模型。该粗酶还能有效地水解碱性预处理的甘蔗渣,释放7.09g/L的葡萄糖当量,乙醇产量为3.05g。
    Cellulolytic bacteria were isolated from yak dung samples collected from different habitats of Sikkim, India. Isolate YE16 from the Yumthang Valley sample showed highest enzyme activity of 7.68 U/mL and was identified as Bacillus sp., which has a sequence similarity of 96.15% with B. velezensis. One factor at a time (OFAT) analysis revealed that an acidic pH of 5 with 37 °C temperature was optimum for maximum enzyme production after 36 hrs of incubation (13.88 U/mL), which was further increased after statistical optimization (34.70 U/mL). Media optimization based on response surface methodology predicted that Carboxymethyl cellulose (CMC) and MgSO4 at concentrations of 30 g/L and 0.525 g/L, respectively, at pH 5.5 to show CMCase activity of 30.612 U/mL, which was consistent with the observed value of 30.25 U/mL and confirmed the model. The crude enzyme also efficiently hydrolyzed alkaline pretreated sugarcane bagasse, releasing 7.09 g/L of glucose equivalent with an ethanol production of 3.05 g.
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  • 文章类型: Journal Article
    本研究旨在生产酶(使用重组大豆曲霉AsT3的β(β)-甘露聚糖酶和使用黑曲霉A42的菊粉酶)和寡糖(甘露寡糖(MOS),低聚果糖(FOS))使用咖啡废料,磨碎的咖啡,和咖啡提取物通过固态发酵(SSF)。Plackett-Burman设计(PBD)用于创建具有四个不同参数(温度,pH值,固液比(SLR),并与咖啡废料和研磨咖啡混合)。最高的β-甘露聚糖酶和菊粉酶活性分别为71.17和564.07U/mg蛋白质。统计学分析表明,温度对于两种酶的产生均具有统计学意义(P<0.05)。将产生的酶用于法国压制咖啡提取物中以产生寡糖。作为酶促水解的结果,最高的甘露半糖,甘露糖,甘露糖,总MOS水平为109.66、101.11、391.02和600.64ppm,分别。对于FOS生产,最大的1,1,1-酮五糖为38.34ppm。因此,这项研究表明,由咖啡废物和研磨咖啡产生的重组大豆曲霉AsT3β-甘露聚糖酶和黑曲霉A42菊粉酶可用于咖啡提取物中,以增加咖啡提取物中寡糖的含量。
    This study aimed to produce enzymes (beta (β)-mannanase using a recombinant Aspergillus sojae AsT3 and inulinase using Aspergillus niger A42) and oligosaccharides (mannooligosaccharides (MOS), fructooligosaccharides (FOS)) using coffee waste, ground coffee, and coffee extract by solid-state fermentation (SSF). Plackett-Burman Design (PBD) was used to create a design for enzyme production with four different parameters (temperature, pH, solid-to-liquid ratio (SLR), and mix with coffee wastes and ground coffee). The highest β-mannanase and inulinase activities were 71.17 and 564.07 U/mg of protein respectively. Statistical analysis showed that the temperature was statistically significant for the production of both enzymes (P < 0.05). The produced enzymes were utilized in French Pressed coffee extracts to produce oligosaccharides. As a result of the enzymatic hydrolyzation, the highest mannobiose, mannotriose, mannotetraose, and total MOS levels were 109.66, 101.11, 391.02, and 600.64 ppm, respectively. For the FOS production, the maximal 1,1,1-kestopentaose was 38.34 ppm. Consequently, this study demonstrates that a recombinant Aspergillus sojae AsT3 β-mannanase and Aspergillus niger A42 inulinase produced from coffee wastes and ground coffee can be used in coffee extracts to increase the amount of oligosaccharides in coffee extracts.
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  • 文章类型: Journal Article
    菌丝体产品增强了可食用蘑菇,符合未来的可持续性趋势。为了满足即将到来的市场需求,菌丝体颗粒的形态进行了优化,便于直接食用。在台湾的十种商业食用蘑菇中,Pleurotussp.选择其快速生长,并通过内部转录间隔序列鉴定。Plackett-Burman设计和Taguchi的L9(34)正交表的组合揭示了马铃薯葡萄糖肉汤的最佳配方(2.4%),橄榄油(2%),碳酸钙(0.5%),酵母提取物(0.75%),和大豆粉(0.5%)。这导致生物量增加到19.9±1.1g/L,导致产量增加2.17倍。为了细化形态,图像处理通过ImageJ量化球面特征。添加0.2至1.0%的吐温80将颗粒压实度提高了50%以上。介质的稀释提高了均匀性(0.85)和转化率(42%),产生直径为2.10±0.52mm的菌丝颗粒,产量为15.1±0.6g/L。这些发现提供了可食用菌丝体颗粒作为未来食品的替代评估和应用。
    Mycelia products enhance edible mushrooms in alignment with future sustainability trends. To meet forthcoming market demands, the morphology of mycelial pellets was optimized for direct consumption. Among ten commercial edible mushrooms in Taiwan, Pleurotus sp. was selected for its rapid growth and was identified via an internal transcribed spacer sequence. A combination of Plackett-Burman design and Taguchi\'s L9(34) orthogonal table revealed the optimal formula as potato dextrose broth (2.4%), olive oil (2%), calcium carbonate (0.5%), yeast extract (0.75%), and soy flour (0.5%). This led to a biomass increase to 19.9 ± 1.1 g/L, resulting in a 2.17-fold yield increase. To refine morphology, image processing by ImageJ quantified spherical characteristics. The addition of 0.2 to 1.0% Tween 80 enhanced pellet compaction by over 50%. Dilution of the medium improved uniformity (0.85) and conversion rate (42%), yielding mycelial pellets with 2.10 ± 0.52 mm diameters and a yield of 15.1 ± 0.6 g/L. These findings provide an alternative evaluation and application of edible mycelial pellets as future food.
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  • 文章类型: Journal Article
    盐生植物是盐碱环境的本地居民。它们的生物质可以被认为是生产微生物酶的潜在底物。本研究旨在可行地利用盐生植物生物质,Cressiacretica,使用耐盐和耐热细菌生产果胶酶,缬草芽孢杆菌MH10。来自C.cretica生物质的分级分离的数据显示在该野生生物质中存在17%果胶。七个不同的因素(温度,激动,pH值,接种物大小,蛋白胨浓度,底物浓度和孵育时间)影响果胶酶生产使用C.cretica通过统计工具进行评估,Plackett-Burman设计。因此,两个重要的因素(孵育时间和蛋白胨浓度)使用中央复合设计进行了优化。在优化条件下24小时后,该菌株产生了20IUmL-1的果胶酶。酶生产动力学数据还证实,24小时是果胶酶生产的最合适培养期。C.cretica生物质的傅里叶变换红外光谱和扫描电子显微镜确定了果胶的利用率和发酵后的结构变化。使用DEAE柱纯化果胶酶的比活性和纯化倍数分别为88.26IUmg-1和3.2。纯化的果胶酶具有>65kDa的分子量。这项研究提供了在经济和本地生长的底物存在下通过耐盐菌株大规模生产果胶酶的前景,这使该酶对各种工业操作都有价值。本文受版权保护。保留所有权利。
    Halophytes are the native inhabitants of saline environment. Their biomass can be considered as a potential substrate for the production of microbial enzymes. This study was intended at feasible utilization of a halophytic biomass, Cressia cretica, for pectinase production using a halo- and thermo-tolerant bacterium, Bacillus vallismortis MH 10. The data from fractionation of the C. cretica biomass revealed presence of 17% pectin in this wild biomass. Seven different factors (temperature, agitation, pH, inoculum size, peptone concentration, substrate concentration, and incubation time) affecting pectinase production using C. cretica were assessed through a statistical tool, Plackett-Burman design. Consequently, two significant factors (incubation time and peptone concentration) were optimized using the central composite design. The strain produced 20 IU mL-1 of pectinase after 24 h under optimized conditions. The enzyme production kinetics data also confirmed that 24 h is the most suitable cultivation period for pectinase production. Fourier transform infrared spectroscopy and scanning electron microscopy of C. cretica biomass ascertained utilization of pectin and structural changes after fermentation. The purification of pectinase by using DEAE column yielded specific activity and purification fold of 88.26 IU mg-1 and 3.2, respectively. The purified pectinase had a molecular weight of >65 kDa. This study offers prospects of large-scale production of pectinase by halotolerant strain in the presence of economical and locally grown substrate that makes the enzyme valuable for various industrial operations.
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