Inria Paris, Aramis Project-Team, Paris 75013, France.
Institut du Cerveau et de la Moelle épinière, ICM, Paris 75013, France.
Database (Oxford). 2021 Feb 16;2021. doi: 10.1093/database/baab004.
Omics technologies offer great promises for improving our understanding of diseases. The integration and interpretation of such data pose major challenges, calling for adequate knowledge models. Disease maps provide curated knowledge about disorders' pathophysiology at the molecular level adapted to omics measurements. However, the expressiveness of disease maps could be increased to help in avoiding ambiguities and misinterpretations and to reinforce their interoperability with other knowledge resources. Ontology is an adequate framework to overcome this limitation, through their axiomatic definitions and logical reasoning properties. We introduce the Disease Map Ontology (DMO), an ontological upper model based on systems biology terms. We then propose to apply DMO to Alzheimer's disease (AD). Specifically, we use it to drive the conversion of AlzPathway, a disease map devoted to AD, into a formal ontology: Alzheimer DMO. We demonstrate that it allows one to deal with issues related to redundancy, naming, consistency, process classification and pathway relationships. Furthermore, we show that it can store and manage multi-omics data. Finally, we expand the model using elements from other resources, such as clinical features contained in the AD Ontology, resulting in an enriched model called ADMO-plus. The current versions of DMO, ADMO and ADMO-plus are freely available at http://bioportal.bioontology.org/ontologies/ADMO.
组学技术为增进我们对疾病的认识提供了巨大的潜力。此类数据的整合和解释带来了重大挑战,需要有足够的知识模型。疾病图谱提供了针对分子水平上疾病病理生理学的经过策展的知识,这些知识适用于组学测量。然而,疾病图谱的表达能力可以得到增强,以帮助避免歧义与误解,并加强其与其他知识资源的互操作性。本体论是通过其公理定义和逻辑推理特性来克服这一限制的合适框架。我们引入了疾病图谱本体(DMO),这是一个基于系统生物学术语的本体论上层模型。然后,我们提议将 DMO 应用于阿尔茨海默病(AD)。具体来说,我们使用它来驱动致力于 AD 的疾病图谱 AlzPathway 转换为正式的本体:Alzheimer DMO。我们证明,它允许人们处理与冗余、命名、一致性、过程分类和途径关系相关的问题。此外,我们还展示了它可以存储和管理多组学数据。最后,我们使用来自其他资源的元素扩展模型,例如包含在 AD 本体中的临床特征,从而得到一个名为 ADMO-plus 的丰富模型。当前版本的 DMO、ADMO 和 ADMO-plus 可在 http://bioportal.bioontology.org/ontologies/ADMO 上免费获取。