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首页> 外文期刊>Journal of clinical periodontology >Automatic mining of the literature to generate new hypotheses for the possible link between periodontitis and atherosclerosis: lipopolysaccharide as a case study.
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Automatic mining of the literature to generate new hypotheses for the possible link between periodontitis and atherosclerosis: lipopolysaccharide as a case study.

机译:自动挖掘文献以产生关于牙周炎和动脉粥样硬化之间可能联系的新假设:以脂多糖为例。

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Aim: The aim of the current report was to generate and explore new hypotheses into how, in a pathophysiological sense, atherosclerosis and periodontitis could be linked. Material and Methods: Two different biomedical informatics techniques were used: an association-based technique that generated a ranked list of genes associated with the diseases, and a natural language processing tool that extracted the relationships between the retrieved genes and lipopolysaccharide (LPS). Results: This combined approach of association-based and natural language processing-based literature mining identified a hit list of 16 candidate genes, with PON1 as the primary candidate. Conclusions: Further study of the literature prompted the hypothesis that PON1 might connect periodontitis with atherosclerosis in both an LPS-dependent and a non-LPS-dependent manner. Furthermore, the resulting genes not only confirmed already known associations between the two diseases, but also provided genes or gene products that have only been investigated separately in the two disease states, and genes or gene products previously reported to be involved in atherosclerosis. These findings remain to be investigated through clinical studies. This example of multidisciplinary research illustrates how collaborative efforts of investigators from different fields of expertise can result in the discovery of new hypotheses.
机译:目的:本报告的目的是就病理生理意义上的动脉粥样硬化和牙周炎如何联系产生和探索新的假设。材料和方法:使用了两种不同的生物医学信息学技术:一种基于关联的技术,该技术生成与疾病相关的基因的排名列表;以及一种自然语言处理工具,其提取检索到的基因与脂多糖(LPS)之间的关系。结果:这种基于关联和基于自然语言处理的文献挖掘相结合的方法确定了16个候选基因的命中列表,其中PON1为主要候选基因。结论:进一步的文献研究提出了这样的假设,即PON1可能以LPS依赖性和非LPS依赖性两种方式将牙周炎与动脉粥样硬化联系起来。此外,所得的基因不仅证实了两种疾病之间的已知关联,而且还提供了仅在两种疾病状态下分别进行过研究的基因或基因产物,以及先前报道过参与动脉粥样硬化的基因或基因产物。这些发现仍有待通过临床研究进行调查。这个多学科研究的例子说明了来自不同专业领域的研究人员的共同努力如何能够导致发现新的假设。

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