The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction

Abstract Background With the rapid increase in the amount of Protein-Protein Interaction (PPI) data, the establishment of an event-centered PPI ontology that contains temporal and spatial vocabularies is urgently needed to clarify PPI biological annotations. In this paper, we propose a precisely des...

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Autores principales: Mansheng Li, Qiang He, Chunyuan Yang, Jie Ma, Fuchu He, Tao Chen, Yunping Zhu
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Lenguaje:EN
Publicado: BMC 2021
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Acceso en línea:https://doaj.org/article/a84b411caaf246c595069b6c4e5e75e8
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spelling oai:doaj.org-article:a84b411caaf246c595069b6c4e5e75e82021-11-21T12:26:23ZThe protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction10.1186/s12864-021-07827-41471-2164https://doaj.org/article/a84b411caaf246c595069b6c4e5e75e82021-11-01T00:00:00Zhttps://doi.org/10.1186/s12864-021-07827-4https://doaj.org/toc/1471-2164Abstract Background With the rapid increase in the amount of Protein-Protein Interaction (PPI) data, the establishment of an event-centered PPI ontology that contains temporal and spatial vocabularies is urgently needed to clarify PPI biological annotations. In this paper, we propose a precisely designed schema - PPIO (PPI Ontology) for representing the biological context of PPIs. Results Inspired by the event model and the distinct characteristics of PPI events, PPIO consists of six core aspects of the information required for reporting a PPI event, including the interactor (who), the biological process (when), the subcellular location (where), the interaction type (how), the biological function (what) and the detection method (which). PPIO is implemented through the integration of appropriate terms from the corresponding vocabularies/ontologies, e.g., Gene Ontology, Protein Ontology, PSI-MI/MOD, etc. To assess PPIO, an approach based on PPIO in developed to extract PPI biological annotations from an open standard corpus “BioCreAtIvE-PPI”. The experiment results demonstrate PPIO’s high performance, a precision of 0.69, a recall of 0.72 and an F-score of 0.70. Conclusions PPIO is a well-constructed essential ontology in the interpretation of PPI biological context. The results of the experiments conducted on the BioCreAtIvE corpus demonstrate that PPIO is able to facilitate PPI annotation extraction from biomedical literature effectively and enrich essential annotation for PPIs.Mansheng LiQiang HeChunyuan YangJie MaFuchu HeTao ChenYunping ZhuBMCarticleProtein-protein InteractionPPI OntologyPPI AnnotationPPI Annotation ExtractionBiotechnologyTP248.13-248.65GeneticsQH426-470ENBMC Genomics, Vol 22, Iss S5, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Protein-protein Interaction
PPI Ontology
PPI Annotation
PPI Annotation Extraction
Biotechnology
TP248.13-248.65
Genetics
QH426-470
spellingShingle Protein-protein Interaction
PPI Ontology
PPI Annotation
PPI Annotation Extraction
Biotechnology
TP248.13-248.65
Genetics
QH426-470
Mansheng Li
Qiang He
Chunyuan Yang
Jie Ma
Fuchu He
Tao Chen
Yunping Zhu
The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
description Abstract Background With the rapid increase in the amount of Protein-Protein Interaction (PPI) data, the establishment of an event-centered PPI ontology that contains temporal and spatial vocabularies is urgently needed to clarify PPI biological annotations. In this paper, we propose a precisely designed schema - PPIO (PPI Ontology) for representing the biological context of PPIs. Results Inspired by the event model and the distinct characteristics of PPI events, PPIO consists of six core aspects of the information required for reporting a PPI event, including the interactor (who), the biological process (when), the subcellular location (where), the interaction type (how), the biological function (what) and the detection method (which). PPIO is implemented through the integration of appropriate terms from the corresponding vocabularies/ontologies, e.g., Gene Ontology, Protein Ontology, PSI-MI/MOD, etc. To assess PPIO, an approach based on PPIO in developed to extract PPI biological annotations from an open standard corpus “BioCreAtIvE-PPI”. The experiment results demonstrate PPIO’s high performance, a precision of 0.69, a recall of 0.72 and an F-score of 0.70. Conclusions PPIO is a well-constructed essential ontology in the interpretation of PPI biological context. The results of the experiments conducted on the BioCreAtIvE corpus demonstrate that PPIO is able to facilitate PPI annotation extraction from biomedical literature effectively and enrich essential annotation for PPIs.
format article
author Mansheng Li
Qiang He
Chunyuan Yang
Jie Ma
Fuchu He
Tao Chen
Yunping Zhu
author_facet Mansheng Li
Qiang He
Chunyuan Yang
Jie Ma
Fuchu He
Tao Chen
Yunping Zhu
author_sort Mansheng Li
title The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
title_short The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
title_full The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
title_fullStr The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
title_full_unstemmed The protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
title_sort protein-protein interaction ontology: for better representing and capturing the biological context of protein interaction
publisher BMC
publishDate 2021
url https://doaj.org/article/a84b411caaf246c595069b6c4e5e75e8
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