Enhanced biodegradation of phenol under Cr(VI) stress by microbial collaboration and potential application of machine learning for phenol biodegradation.

IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL
Water Science and Technology Pub Date : 2024-05-01 Epub Date: 2024-05-07 DOI:10.2166/wst.2024.147
Wenrong Bing, Xinyu Li, Mingzhao Liang, Xu Zhou, Jianfeng Zhang, Jing Liang
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引用次数: 0

Abstract

Cr(VI) and phenol commonly coexist in wastewater, posing a great threat to the environment and human health. However, it is still a challenge for microorganisms to degrade phenol under high Cr(VI) stress. In this study, the phenol-degrading strain Bacillus cereus ZWB3 was co-cultured with the Cr(VI)-reducing strain Bacillus licheniformis MZ-1 to enhance phenol biodegradation under Cr(Ⅵ) stress. Compared with phenol-degrading strain ZWB3, which has weak tolerance to Cr(Ⅵ), and Cr(Ⅵ)-reducing strain MZ-1, which has no phenol-degrading ability, the co-culture of two strains could significantly increase the degraded rate and capacity of phenol. In addition, the co-cultured strains exhibited phenol degradation ability over a wide pH range (7-10). The reduced content of intracellular proteins and polysaccharides produced by the co-cultured strains contributed to the enhancement of phenol degradation and Cr(Ⅵ) tolerance. The determination coefficients R2, RMSE, and MAPE showed that the BP-ANN model could predict the degradation of phenol under various conditions, which saved time and economic cost. The metabolic pathway of microbial degradation of phenol was deduced by metabolic analysis. This study provides a valuable strategy for wastewater treatment containing Cr(Ⅵ) and phenol.

微生物协作增强六价铬压力下苯酚的生物降解,以及机器学习在苯酚生物降解中的潜在应用。
六价铬和苯酚通常共存于废水中,对环境和人类健康构成严重威胁。然而,微生物如何在高六价铬压力下降解苯酚仍是一个挑战。本研究将降解苯酚的蜡样芽孢杆菌 ZWB3 与还原 Cr(Ⅵ)的地衣芽孢杆菌 MZ-1 共同培养,以提高苯酚在 Cr(Ⅵ)胁迫下的生物降解能力。与对Cr(Ⅵ)耐受性较弱的苯酚降解菌株ZWB3和无苯酚降解能力的Cr(Ⅵ)还原菌株MZ-1相比,两种菌株共培养可显著提高苯酚的降解率和降解能力。此外,共培养菌株在较宽的 pH 值范围(7-10)内都表现出降解苯酚的能力。共培养菌株产生的细胞内蛋白质和多糖含量减少,有助于提高苯酚降解能力和对 Cr(Ⅵ)的耐受性。测定系数R2、RMSE和MAPE表明,BP-ANN模型可以预测不同条件下苯酚的降解情况,从而节省了时间和经济成本。通过代谢分析,推导出了微生物降解苯酚的代谢途径。这项研究为含铬(Ⅵ)和苯酚废水的处理提供了一种有价值的策略。
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来源期刊
Water Science and Technology
Water Science and Technology 环境科学-工程:环境
CiteScore
4.90
自引率
3.70%
发文量
366
审稿时长
4.4 months
期刊介绍: Water Science and Technology publishes peer-reviewed papers on all aspects of the science and technology of water and wastewater. Papers are selected by a rigorous peer review procedure with the aim of rapid and wide dissemination of research results, development and application of new techniques, and related managerial and policy issues. Scientists, engineers, consultants, managers and policy-makers will find this journal essential as a permanent record of progress of research activities and their practical applications.
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