Machine learning predicts the impact of antibiotic properties on the composition and functioning of bacterial community in aquatic habitats

Kang, Jian; Zhang, Zhenyan; Zhou, Zhigao; Zhang, Jinfeng; Xu, Nuohan; Zhang, Qi; Lu, Tao; Peijnenburg, Willie J.G.M.; Qian, Haifeng

doi:10.1016/j.scitotenv.2022.154412

Cited by 14 publications

(1 citation statement)

References 71 publications

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“…Also, the average relative abundance of Acinetobacter decreased from 10.16% in System-1 down to 3.06% in System-2. This phenomenon indicated that different types of antibiotics might have different effects on shaping the microbial communities of aquatic systems [44,45].…”

Section: Impact Of Ciprofloxacin On Microbial Community Composition I...mentioning

confidence: 98%

Low Concentrations of Antibiotics Alter Microbial Communities and Induce High Abundances of Antibiotic-Resistant Genes in Ornamental Water

Tian,

Fang,

Mao

et al. 2023

Water

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Antibiotic resistance poses a significant threat to the public health domain. A favorable platform for generating and disseminating antibiotic-resistant genes (ARGs) and antibiotic-resistant bacteria (ARB) is provided by landscaped fish ponds created by urbanization. This research delved into the effects exerted by different concentrations of specific antibiotics, namely tetracycline and ciprofloxacin, on the microbial community composition present in water samples obtained from a landscape pond. Additionally, we analyzed the abundance of ARGs and the class 1 integron-integrase gene (intI1), and identified potential hosts of ARGs. The results indicated that the consistent administration of antibiotics significantly influenced the microbial community structure, resulting in variations within both bacterial communities and functionalities. Furthermore, the absolute quantities of ARGs, including tetA, tetC, qnrA, and qnrS, as well as the integrase gene intI1, exhibited augmentation in response to varying types and concentrations of antibiotics. Notably, the regular input of low concentrations of antibiotics produced higher levels of abundance of ARGs than the regular input of higher concentrations of antibiotics. The use of different types of antibiotics led to diverse host bacteria structures.

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Section: Impact Of Ciprofloxacin On Microbial Community Composition I...mentioning

confidence: 98%

Low Concentrations of Antibiotics Alter Microbial Communities and Induce High Abundances of Antibiotic-Resistant Genes in Ornamental Water

Tian,

Fang,

Mao

et al. 2023

Water

View full text Add to dashboard Cite

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Shaping effects of rice, wheat, maize, and soybean seedlings on their rhizosphere microbial community

Zhang

et al. 2022

Environ Sci Pollut Res

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Impact of antibiotics on microbial community in aquatic environment and biodegradation mechanism: a review and bibliometric analysis

Huang

Ohore

et al. 2023

Environ Sci Pollut Res

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Machine learning predicts the impact of antibiotic properties on the composition and functioning of bacterial community in aquatic habitats

Cited by 14 publications

References 71 publications

Low Concentrations of Antibiotics Alter Microbial Communities and Induce High Abundances of Antibiotic-Resistant Genes in Ornamental Water

Low Concentrations of Antibiotics Alter Microbial Communities and Induce High Abundances of Antibiotic-Resistant Genes in Ornamental Water

Shaping effects of rice, wheat, maize, and soybean seedlings on their rhizosphere microbial community

Impact of antibiotics on microbial community in aquatic environment and biodegradation mechanism: a review and bibliometric analysis

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