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An ontology for representing hematologic malignancies: the cancer cell ontology

机译:代表血液学恶性肿瘤的本体论:癌细胞本体论

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Within the cancer domain, ontologies play an important role in the integration and annotation of data in order to support numerous biomedical tools and applications. This work seeks to leverage existing standards in immunophenotyping cell types found in hematologic malignancies to provide an ontological representation of them to aid in data annotation and analysis for patient data. We have developed the Cancer Cell Ontology according to OBO Foundry principles as an extension of the Cell Ontology. We define classes in Cancer Cell Ontology by using a genus-differentia approach using logical axioms capturing the expression of cellular surface markers in order to represent types of hematologic malignancies. By adopting conventions used in the Cell Ontology, we have created human and computer-readable definitions for 300 classes of blood cancers, based on the EGIL classification system for leukemias, and relying upon additional classification approaches for multiple myelomas and other hematologic malignancies. We have demonstrated a proof of concept for leveraging the built-in logical axioms of the ontology in order to classify patient surface marker data into appropriate diagnostic categories. We plan to integrate our ontology into existing tools for flow cytometry data analysis to facilitate the automated diagnosis of hematologic malignancies.
机译:在癌症域中,本体在数据集成和注释中发挥着重要作用,以支持许多生物医学工具和应用。这项工作旨在利用血液学恶性肿瘤中发现的免疫胞间型细胞类型中的现有标准,以提供他们的本体论代表,以帮助患者数据的数据注释和分析。根据欧多铸造原则,我们开发了癌细胞本体论作为细胞本体的延伸。我们通过使用逻辑公理的不同途径方法来定义癌细胞本体中的类别,捕获细胞表面标记的表达以表示血液学恶性肿瘤的类型。通过采用细胞本体中使用的约定,我们基于白血病的EGIL分类系统,为300类血液癌产生了300类血液癌的惯例,并依赖于多个骨髓球菌和其他血液学恶性肿瘤的额外分类方法。我们展示了利用本体的内置逻辑公理的概念证明,以将患者表面标记数据分类为适当的诊断类别。我们计划将我们的本体集成到现有工具中进行流式细胞术数据分析,以促进血液学恶性肿瘤的自动诊断。

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