Human gut resistome can be country-specific.

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2019-03-21 eCollection Date: 2019-01-01 DOI:10.7717/peerj.6389
Yao Xia, Yanshan Zhu, Qier Li, Jiahai Lu
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引用次数: 10

Abstract

The emergence and spread of antibiotic resistance have become emerging threats to human health. The human gut is a large reservoir for antibiotic resistance genes. The gut resistome may be influenced by many factors, but the consumption of antibiotics at both individual and country level should be one of the most significant factors. Previous studies have suggested that the gut resistome of different populations may vary, but lack quantitative characterization supported with relatively large datasets. In this study, we filled the gap by analyzing a large gut resistome dataset of 1,267 human gut samples of America, China, Denmark, and Spain. We built a stacking machine-learning model to determine whether the gut resistome can act as the sole feature to identify the nationality of an individual reliably. It turned out that the machine learning method could successfully identify American, Chinese, Danish, and Spanish populations with F1 score of 0.964, 0.987, 0.971, and 0.986, respectively. Our finding does highlight the significant differences in the composition of the gut resistome among different nationalities. Our study should be valuable for policy-makers to look into the influences of country-specific factors of the human gut resistome.

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人类肠道耐药性可能因国家而异。
抗生素耐药性的出现和传播已成为对人类健康的新威胁。人类肠道是抗生素耐药性基因的巨大宿主。肠道耐药性可能受到许多因素的影响,但个人和国家层面的抗生素消费应该是最重要的因素之一。先前的研究表明,不同人群的肠道耐药性可能有所不同,但缺乏相对较大的数据集支持的定量表征。在这项研究中,我们通过分析美国、中国、丹麦和西班牙的1267个人类肠道样本的大型肠道耐药性数据集来填补这一空白。我们建立了一个堆叠机器学习模型,以确定肠道抵抗体是否可以作为可靠识别个人国籍的唯一特征。结果表明,机器学习方法可以成功识别美国、中国、丹麦和西班牙人群,F1得分分别为0.964、0.987、0.971和0.986。我们的发现确实突出了不同民族之间肠道耐药性组成的显著差异。我们的研究对政策制定者研究人类肠道抵抗的特定国家因素的影响应该很有价值。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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