A Two-Level Factorial Design for Screening Factors that Influence the Growth of Pseudomonas sp. Strain Dry135 on Acrylamide

M.F. Rahman, M. E. Khayat, A. Abubakar, H. Yakasai, M. Shukor
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Abstract

Polyacrylamide is one of the most important sources of acrylamide in soil because it degrades into acrylamide over time. The breakdown of acrylamide by bacteria has experienced a steady but consistent increase in interest all over the world as a bioremediation technique. In this investigation, a previously obtained molybdenum-reducing bacterium with amide-degrading capabilities was found on critical parameters leading to optimum growth on acrylamide utilizing a two-level factorial design. The two-level factorial design was used in the screening of five independent parameters impacting the bacterium's growth on acrylamide. These variables include pH, temperature, incubation period, acrylamide concentration, and ammonium sulphate concentration. The two-factor factorial design was successful in identifying major contributing parameters in the growth of this bacterium on acrylamide, which were acrylamide concentration, pH, and incubation time (p<0.05), which can be further optimized using RSM in future research. ANOVA, Pareto's chart, pertubation's plot, and other diagnostic plots were used to analyze the significant contributing components or parameters. Diagnostic plots such as half-normal, Cook's distance, residual vs runs, leverage vs runs, Box-Cox, DFFITS, and DFBETAS all supported the two-level factorial result. The acrylamide range used in this study was well within the range reported to being tolerated by the majority of acrylamide-degrading bacteria. Incubation time is an expected finding because longer incubation time allows for higher growth, and incubation time ranging from two to five days for optimized growth has been documented in numerous acrylamide-degrading bacteria. Most acrylamide-degrading microorganisms grow well in near-neutral environments, and the results obtained in this investigation are consistent with published literature trends.
影响假单胞菌Dry135在丙烯酰胺上生长的因子筛选的两水平析因设计
聚丙烯酰胺是土壤中丙烯酰胺最重要的来源之一,因为它会随着时间的推移降解成丙烯酰胺。细菌分解丙烯酰胺作为一种生物修复技术,在世界范围内得到了稳定而持续的关注。在本研究中,利用双水平析因设计,在导致丙烯酰胺最佳生长的关键参数上发现了先前获得的具有酰胺降解能力的钼还原细菌。采用双水平析因设计筛选影响细菌在丙烯酰胺上生长的5个独立参数。这些变量包括pH值、温度、潜伏期、丙烯酰胺浓度和硫酸铵浓度。双因素析因设计确定了丙烯酰胺浓度、pH和培养时间对该菌生长的影响(p<0.05),可在后续研究中采用RSM进一步优化。采用方差分析、帕累托图、摄动图和其他诊断图来分析显著贡献成分或参数。诊断图,如半正态、库克距离、残差vs运行、杠杆vs运行、Box-Cox、DFFITS和DFBETAS均支持两水平析因结果。本研究中使用的丙烯酰胺范围完全在大多数丙烯酰胺降解细菌所能耐受的范围内。培养时间是预期的发现,因为更长的培养时间允许更高的生长,并且在许多丙烯酰胺降解细菌中记录的最佳生长的培养时间从2到5天不等。大多数丙烯酰胺降解微生物在接近中性的环境中生长良好,本研究获得的结果与已发表的文献趋势一致。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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