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Predicting bacterial functional traits from whole genome sequences using random forest

机译:用随机林预测全基因组序列的细菌功能性状

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Microbes are the most abundant and diverse biota on earth. Despite their small size, they have a huge impact in many essential ecosystem services and overall global health. However, due to the complexity of microbial communities and the fact that most of the members cannot be cultured, the molecular and ecological details as well as influencing factors of these processes are still poorly understood [1]. An important question in ecological biology is how biodiversity influences ecosystem functioning [2]. In general, it is thought that biodiversity maximizes potential either through greater chances of containing highly successful individuals and/or poorly understood processes that benefit communities [3]–[5]. Underlying this is the relationship between the presence of individual organism and specific functional traits.
机译:微生物是地球上最丰富和多样化的生物群。尽管尺寸小,但它们对许多基本生态系统服务和整体全球健康产生了巨大影响。然而,由于微生物社区的复杂性以及大多数成员不能培养的事实,分子和生态细节以及这些过程的影响因素仍然不明显[1]。生态生物学中的一个重要问题是生物多样性如何影响生态系统的功能[2]。一般来说,据认为,生物多样性可以通过含有高度成功的个人和/或益处社区的流程来最大化潜在的潜力[3] - [5]。潜在的是个体生物体存在与特定功能性状之间的关系。

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