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Modelling the bioinformatics tertiary analysis research process

BACKGROUND: With the advancements of Next Generation Techniques, a tremendous amount of genomic information has been made available to be analyzed by means of computational methods. Bioinformatics Tertiary Analysis is a complex multidisciplinary process that represents the final step of the whole bi...

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Autores principales: Pidò, Sara, Crovari, Pietro, Garzotto, Franca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8482564/
https://www.ncbi.nlm.nih.gov/pubmed/34592928
http://dx.doi.org/10.1186/s12859-021-04310-5
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author Pidò, Sara
Crovari, Pietro
Garzotto, Franca
author_facet Pidò, Sara
Crovari, Pietro
Garzotto, Franca
author_sort Pidò, Sara
collection PubMed
description BACKGROUND: With the advancements of Next Generation Techniques, a tremendous amount of genomic information has been made available to be analyzed by means of computational methods. Bioinformatics Tertiary Analysis is a complex multidisciplinary process that represents the final step of the whole bioinformatics analysis pipeline. Despite the popularity of the subject, the Bioinformatics Tertiary Analysis process has not yet been specified in a systematic way. The lack of a reference model results into a plethora of technological tools that are designed mostly on the data and not on the human process involved in Tertiary Analysis, making such systems difficult to use and to integrate. METHODS: To address this problem, we propose a conceptual model that captures the salient characteristics of the research methods and human tasks involved in Bioinformatics Tertiary Analysis. The model is grounded on a user study that involved bioinformatics specialists for the elicitation of a hierarchical task tree representing the Tertiary Analysis process. The outcome was refined and validated using the results of a vast survey of the literature reporting examples of Bioinformatics Tertiary Analysis activities. RESULTS: The final hierarchical task tree was then converted into an ontological representation using an ontology standard formalism. The results of our research provides a reference process model for Tertiary Analysis that can be used both to analyze and to compare existing tools, or to design new tools. CONCLUSIONS: To highlight the potential of our approach and to exemplify its concrete applications, we describe a new bioinformatics tool and how the proposed process model informed its design. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04310-5.
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spelling pubmed-84825642021-09-30 Modelling the bioinformatics tertiary analysis research process Pidò, Sara Crovari, Pietro Garzotto, Franca BMC Bioinformatics Research BACKGROUND: With the advancements of Next Generation Techniques, a tremendous amount of genomic information has been made available to be analyzed by means of computational methods. Bioinformatics Tertiary Analysis is a complex multidisciplinary process that represents the final step of the whole bioinformatics analysis pipeline. Despite the popularity of the subject, the Bioinformatics Tertiary Analysis process has not yet been specified in a systematic way. The lack of a reference model results into a plethora of technological tools that are designed mostly on the data and not on the human process involved in Tertiary Analysis, making such systems difficult to use and to integrate. METHODS: To address this problem, we propose a conceptual model that captures the salient characteristics of the research methods and human tasks involved in Bioinformatics Tertiary Analysis. The model is grounded on a user study that involved bioinformatics specialists for the elicitation of a hierarchical task tree representing the Tertiary Analysis process. The outcome was refined and validated using the results of a vast survey of the literature reporting examples of Bioinformatics Tertiary Analysis activities. RESULTS: The final hierarchical task tree was then converted into an ontological representation using an ontology standard formalism. The results of our research provides a reference process model for Tertiary Analysis that can be used both to analyze and to compare existing tools, or to design new tools. CONCLUSIONS: To highlight the potential of our approach and to exemplify its concrete applications, we describe a new bioinformatics tool and how the proposed process model informed its design. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04310-5. BioMed Central 2021-09-30 /pmc/articles/PMC8482564/ /pubmed/34592928 http://dx.doi.org/10.1186/s12859-021-04310-5 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
Pidò, Sara
Crovari, Pietro
Garzotto, Franca
Modelling the bioinformatics tertiary analysis research process
title Modelling the bioinformatics tertiary analysis research process
title_full Modelling the bioinformatics tertiary analysis research process
title_fullStr Modelling the bioinformatics tertiary analysis research process
title_full_unstemmed Modelling the bioinformatics tertiary analysis research process
title_short Modelling the bioinformatics tertiary analysis research process
title_sort modelling the bioinformatics tertiary analysis research process
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8482564/
https://www.ncbi.nlm.nih.gov/pubmed/34592928
http://dx.doi.org/10.1186/s12859-021-04310-5
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