دورية أكاديمية

A Model Integration Pipeline for the Improvement of Human Genome-Scale Metabolic Reconstructions

التفاصيل البيبلوغرافية
العنوان: A Model Integration Pipeline for the Improvement of Human Genome-Scale Metabolic Reconstructions
المؤلفون: Vieira Vítor, Ferreira Jorge, Rodrigues Rúben, Liu Filipe, Rocha Miguel
المصدر: Journal of Integrative Bioinformatics, Vol 16, Iss 1, Pp 559-71 (2018)
بيانات النشر: De Gruyter, 2018.
سنة النشر: 2018
المجموعة: LCC:Biotechnology
مصطلحات موضوعية: genome-scale metabolic models, human metabolism, omics databases, database integration, Biotechnology, TP248.13-248.65
الوصف: Metabolism has been a major field of study in the last years, mainly due to its importance in understanding cell physiology and certain disease phenotypes due to its deregulation. Genome-scale metabolic models (GSMMs) have been established as important tools to help achieve a better understanding of human metabolism. Towards this aim, advances in systems biology and bioinformatics have allowed the reconstruction of several human GSMMs, although some limitations and challenges remain, such as the lack of external identifiers for both metabolites and reactions. A pipeline was developed to integrate multiple GSMMs, starting by retrieving information from the main human GSMMs and evaluating the presence of external database identifiers and annotations for both metabolites and reactions. Information from metabolites was included into a graph database with omics data repositories, allowing clustering of metabolites through their similarity regarding database cross-referencing. Metabolite annotation of several older GSMMs was enriched, allowing the identification and integration of common entities. Using this information, as well as other metrics, we successfully integrated reactions from these models. These methods can be leveraged towards the creation of a unified consensus model of human metabolism.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1613-4516
العلاقة: https://doaj.org/toc/1613-4516Test
DOI: 10.1515/jib-2018-0068
الوصول الحر: https://doaj.org/article/41218589ecc54979b78c9e8cfbed3b29Test
رقم الانضمام: edsdoj.41218589ecc54979b78c9e8cfbed3b29
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:16134516
DOI:10.1515/jib-2018-0068