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The environmental fate of organic pollutants through the global microbial metabolism

机译:通过全球微生物代谢产生的有机污染物的环境命运

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摘要

The production of new chemicals for industrial or therapeutic applications exceeds our ability to generate experimental data on their biological fate once they are released into the environment. Typically, mixtures of organic pollutants are freed into a variety of sites inhabited by diverse microorganisms, which structure complex multispecies metabolic networks. A machine learning approach has been instrumental to expose a correlation between the frequency of 149 atomic triads (chemotopes) common in organo-chemical compounds and the global capacity of microorganisms to metabolise them. Depending on the type of environmental fate defined, the system can correctly predict the biodegradative outcome for 73–87% of compounds. This system is available to the community as a web server (). The application of this predictive tool to chemical species released into the environment provides an early instrument for tentatively classifying the compounds as biodegradable or recalcitrant. Automated surveys of lists of industrial chemicals currently employed in large quantities revealed that herbicides are the group of functional molecules more difficult to recycle into the biosphere through the inclusive microbial metabolism.
机译:用于工业或治疗用途的新化学品的生产超出了我们将其释放到环境中后就其生物命运产生实验数据的能力。通常,有机污染物的混合物被释放到各种微生物居住的各种场所,这些场所构成了复杂的多物种代谢网络。机器学习方法有助于揭示有机化学化合物中常见的149个原子三联体(化学表位)的频率与微生物代谢它们的整体能力之间的相关性。根据定义的环境归宿类型,系统可以正确预测73-87%的化合物的生物降解结果。该系统可以作为Web服务器()供社区使用。该预测工具对释放到环境中的化学物质的应用为将化合物暂定为可生物降解或难降解的化合物提供了一种早期手段。对目前大量使用的工业化学品清单的自动调查显示,除草剂是一类功能分子,更难以通过包容性微生物代谢循环到生物圈中。

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