在孟加拉国霍乱患者中,噬菌体捕食作为脱水严重程度决定因素的排名。

N Madi, Md Abu Sayeed, E T Cato, A Creasy-Marrazzo, K Islam, Md I Ul Khabir, Md T R Bhuiyan, Y Begum, E Freeman, A Vustepalli, L Brinkley, M Kamat, L S Bailey, K B Basso, F Qadri, A I Khan, B J Shapiro, E J Nelson
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引用次数: 0

摘要

噬菌体捕食与严重霍乱呈负相关,但相对于其他因素,其作为脱水严重程度决定因素的重要性尚不清楚。在这里,我们使用机器学习来评估和排名潜在的宿主、微生物和环境因素,这些因素是孟加拉国住院的霍乱患者严重脱水的决定因素。我们发现噬菌体与病原体的比例在分类特征中排名靠前,仅次于患者年龄和入院地点。我们主张噬菌体捕食是一个关键因素,包括在霍乱的表征科学,临床和流行病学应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ranked placement of phage predation as a determinant of dehydration severity among cholera patients in Bangladesh.

Phage predation is inversely associated with severe cholera yet its importance as a determinant of dehydration severity is unknown relative to other factors. Here we used machine learning to assess and rank potential host, microbial, and environmental factors as determinants of severe dehydration among a cohort of cholera patients enrolled at hospital admission across Bangladesh. We found the phage to pathogen ratio ranked among the top classifying features, placing just behind patient age and admission location. We advocate that phage predation is a key factor to include in the characterization of cholera for scientific, clinical and epidemiological applications.

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