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On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome

BACKGROUND: Understanding the genome, with all of its components and intrinsic relationships, is a great challenge. Conceptual modeling techniques have been used as a means to face this challenge. The heterogeneity and idiosyncrasy of genomic use cases mean that conceptual modeling techniques are us...

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Autores principales: García S., Alberto, Casamayor, Juan Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8482561/
https://www.ncbi.nlm.nih.gov/pubmed/34592923
http://dx.doi.org/10.1186/s12859-021-04237-x
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author García S., Alberto
Casamayor, Juan Carlos
author_facet García S., Alberto
Casamayor, Juan Carlos
author_sort García S., Alberto
collection PubMed
description BACKGROUND: Understanding the genome, with all of its components and intrinsic relationships, is a great challenge. Conceptual modeling techniques have been used as a means to face this challenge. The heterogeneity and idiosyncrasy of genomic use cases mean that conceptual modeling techniques are used to generate conceptual schemes that focus on too specific scenarios (i.e., they are species-specific conceptual schemes). Our research group developed two different conceptual schemes. The first one is the Conceptual Schema of the Human Genome, which is intended to improve Precision Medicine and genetic diagnosis. The second one is the Conceptual Schema of the Citrus Genome, which is intended to identify the genetic cause of relevant phenotypes in the agri-food field. METHODS: Our two conceptual schemes have been ontologically compared to identify their similarities and differences. Based on this comparison, several changes have been performed in the Conceptual Schema of the Human Genome in order to obtain the first version of a species-independent Conceptual Schema of the Genome. Identifying the different genome information items used in each genomic case study has been essential in achieving our goal. The changes needed to provide an expanded, more generic version of the Conceptual Schema of the Human Genome are analyzed and discussed. RESULTS: This work presents a new CS called the Conceptual Schema of the Genome that is ready to be adapted to any specific working genome-based context (i.e., species-independent). CONCLUSION: The generated Conceptual Schema of the Genome works as a global, generic element from which conceptual views can be created in order to work with any specific species. This first working version can be used in the human use case, in the citrus use case, and, potentially, in more use cases of other species.
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spelling pubmed-84825612021-09-30 On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome García S., Alberto Casamayor, Juan Carlos BMC Bioinformatics Research BACKGROUND: Understanding the genome, with all of its components and intrinsic relationships, is a great challenge. Conceptual modeling techniques have been used as a means to face this challenge. The heterogeneity and idiosyncrasy of genomic use cases mean that conceptual modeling techniques are used to generate conceptual schemes that focus on too specific scenarios (i.e., they are species-specific conceptual schemes). Our research group developed two different conceptual schemes. The first one is the Conceptual Schema of the Human Genome, which is intended to improve Precision Medicine and genetic diagnosis. The second one is the Conceptual Schema of the Citrus Genome, which is intended to identify the genetic cause of relevant phenotypes in the agri-food field. METHODS: Our two conceptual schemes have been ontologically compared to identify their similarities and differences. Based on this comparison, several changes have been performed in the Conceptual Schema of the Human Genome in order to obtain the first version of a species-independent Conceptual Schema of the Genome. Identifying the different genome information items used in each genomic case study has been essential in achieving our goal. The changes needed to provide an expanded, more generic version of the Conceptual Schema of the Human Genome are analyzed and discussed. RESULTS: This work presents a new CS called the Conceptual Schema of the Genome that is ready to be adapted to any specific working genome-based context (i.e., species-independent). CONCLUSION: The generated Conceptual Schema of the Genome works as a global, generic element from which conceptual views can be created in order to work with any specific species. This first working version can be used in the human use case, in the citrus use case, and, potentially, in more use cases of other species. BioMed Central 2021-09-30 /pmc/articles/PMC8482561/ /pubmed/34592923 http://dx.doi.org/10.1186/s12859-021-04237-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
García S., Alberto
Casamayor, Juan Carlos
On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title_full On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title_fullStr On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title_full_unstemmed On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title_short On how to generalize species-specific conceptual schemes to generate a species-independent Conceptual Schema of the Genome
title_sort on how to generalize species-specific conceptual schemes to generate a species-independent conceptual schema of the genome
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8482561/
https://www.ncbi.nlm.nih.gov/pubmed/34592923
http://dx.doi.org/10.1186/s12859-021-04237-x
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