Quantitative Prediction of Sediment–Water Partition Coefficients for Tetracycline Antibiotics in a Typical Karst Wetland
Creators
- 1. Key Laboratory of Karst Dynamics, MNR&GZAR, Institute of Karst Geology, Chinese Academy of Geological Sciences, Guilin 541004, China
- 2. Technology Innovation Center for Natural Ecosystem Carbon Sink, Ministry of Natural Resources, Kunming 650111, China
- 3. International Research Centre on Karst Under the Auspices of UNESCO, National Center for International Research on Karst Dynamic System and Global Change, Guilin 541004, China
- 4. Pingguo Guangxi, Karst Ecosystem, National Observation and Research Station, Pingguo 531406, China
Description
The soil–water partition coefficient (Kd) of antibiotics is a critical indicator for assessing their migration potential in the environment. Currently, research on antibiotic Kd values in specific geological settings such as karst wetlands remains relatively limited. This study uniquely integrates partial least squares (PLS) regression with redundancy analysis (RDA), a hybrid approach that effectively handles complex environmental datasets prone to multicollinearity. The results identified Fe3+, NO3−, and PO43− in water, as well as clay content, organic matter, bulk density, and pH in sediments, as key factors influencing Kd through redundancy analysis. Using PLS, predictive models were developed for the logKd of four antibiotics: tetracycline (TC), doxycycline (DOX), chlortetracycline (CTC), and demeclocycline (DMC). The models demonstrated strong predictability with Q2cum values of 0.96, 0.93, 0.99, and 0.83, respectively, indicating excellent model convergence. These findings provide important insights into how soil and water physicochemical properties influence the distribution of antibiotics, support the prediction of antibiotic transport and fate, and contribute to the exposure and risk assessment of these emerging contaminants in aquatic ecosystems.
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DOI
10.3390/w17182670
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Funding
Financial Support
Guangxi Key Research and Development Program — Grant: GuikeAB25069394
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Guangxi Key Research and Development Program — Grant: GuikeAB25069410
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Guangxi Key Research and Development Program — Grant: 42402258
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Guangxi Key Research and Development Program — Grant: DD20250501408
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Guangxi Key Research and Development Program — Grant: CS2023D10
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National Natural Science Foundation of China — Grant: GuikeAB25069394
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National Natural Science Foundation of China — Grant: GuikeAB25069410
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National Natural Science Foundation of China — Grant: 42402258
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National Natural Science Foundation of China — Grant: DD20250501408
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National Natural Science Foundation of China — Grant: CS2023D10
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Geological survey projects from the China Geological Survey — Grant: GuikeAB25069394
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Geological survey projects from the China Geological Survey — Grant: GuikeAB25069410
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Geological survey projects from the China Geological Survey — Grant: 42402258
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Geological survey projects from the China Geological Survey — Grant: DD20250501408
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Geological survey projects from the China Geological Survey — Grant: CS2023D10
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Open Project of Technology Innovation Center for Natural Ecosystem Carbon Sink — Grant: GuikeAB25069394
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Open Project of Technology Innovation Center for Natural Ecosystem Carbon Sink — Grant: GuikeAB25069410
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Open Project of Technology Innovation Center for Natural Ecosystem Carbon Sink — Grant: 42402258
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Open Project of Technology Innovation Center for Natural Ecosystem Carbon Sink — Grant: DD20250501408
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Open Project of Technology Innovation Center for Natural Ecosystem Carbon Sink — Grant: CS2023D10
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