State Key Laboratory of Environmental Aquatic Chemistry, Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences, Beijing 100085, PR China; National Engineering Laboratory for VOCs Pollution Control Material & Technology, University of Chinese Academy of Sciences, Beijing 101408, PR China.
School of Resources and Environmental Engineering, Ludong University, Yantai 264025, PR China.
J Hazard Mater. 2020 Jun 5;391:122256. doi: 10.1016/j.jhazmat.2020.122256. Epub 2020 Feb 7.
Bacteria and fungi are abundant and ubiquitous in bioaerosols from wastewater treatment plants (WWTPs). However, the specificity and interactions of bioaerosol microorganism, particularly of potential pathogens, from WWTPs are still poorly understood. In this study, we investigated 9 full-scale WWTPs in different areas of China for 3 years, and found microbial variations in bioaerosols to be associated with regions, seasons, and processes. Relative humidity, total suspended particulates, wind speed, temperature, total organic carbon, NH, Cl and Ca were the major factors influencing this variation, and meteorological factors were more strongly associated with the variation than chemical composition. In total, 95 and 22 potential bacterial and fungal pathogens were detected in bioaerosols, respectively. The linear discriminant analysis effect size method suggested that Serratia, Yersinia, Klebsiella, and Bacillus were discriminative genera in bioaerosols on the whole, and were also hub niches in the interactions within potential bacterial pathogens, based on network analysis. Strong co-occurrences such as Serratia-Bacillus and Staphylococcus-Candida, and co-exclusions such as Rhodotorula-Cladosporium and Pseudomonas-Candida, were found within and between potential bacterial and fungal pathogens in bioaerosols from WWTPs. This study furthers understanding of the biology and ecology of bioaerosols from WWTPs, and offers a theoretical basis for determining bioaerosol control.
细菌和真菌在污水处理厂(WWTP)的生物气溶胶中大量存在且无处不在。然而,WWTP 中生物气溶胶微生物,特别是潜在病原体的特异性和相互作用仍知之甚少。在这项研究中,我们对中国不同地区的 9 个全规模 WWTP 进行了为期 3 年的调查,发现生物气溶胶中的微生物变化与区域、季节和处理过程有关。相对湿度、总悬浮颗粒物、风速、温度、总有机碳、NH₃、Cl 和 Ca 是影响这种变化的主要因素,气象因素与变化的相关性强于化学成分。共在生物气溶胶中检测到 95 种和 22 种潜在细菌和真菌病原体。线性判别分析效应大小方法表明,鞘氨醇单胞菌属、耶尔森菌属、克雷伯氏菌属和芽孢杆菌属是生物气溶胶中的鉴别属,并且基于网络分析,也是潜在细菌病原体相互作用中的枢纽生态位。在 WWTP 生物气溶胶中的潜在细菌和真菌病原体中,发现了强烈的共现关系,如鞘氨醇单胞菌属-芽孢杆菌属和葡萄球菌属-假丝酵母属,以及排除关系,如红酵母属-链格孢菌属和假单胞菌属-假丝酵母属。本研究进一步了解了 WWTP 生物气溶胶的生物学和生态学特性,为确定生物气溶胶控制提供了理论依据。