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Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science

Mendel proposed an experimentally verifiable paradigm of particle-based heredity that has been influential for over 150 years. The historical arguments have been reflected in the near past as Mendel’s concept has been diversified by new types of omics data. As an effect of the accumulation of omics...

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Autor principal: Huminiecki, Łukasz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8774939/
https://www.ncbi.nlm.nih.gov/pubmed/35052043
http://dx.doi.org/10.3390/e24010017
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author Huminiecki, Łukasz
author_facet Huminiecki, Łukasz
author_sort Huminiecki, Łukasz
collection PubMed
description Mendel proposed an experimentally verifiable paradigm of particle-based heredity that has been influential for over 150 years. The historical arguments have been reflected in the near past as Mendel’s concept has been diversified by new types of omics data. As an effect of the accumulation of omics data, a virtual gene concept forms, giving rise to genetical data science. The concept integrates genetical, functional, and molecular features of the Mendelian paradigm. I argue that the virtual gene concept should be deployed pragmatically. Indeed, the concept has already inspired a practical research program related to systems genetics. The program includes questions about functionality of structural and categorical gene variants, about regulation of gene expression, and about roles of epigenetic modifications. The methodology of the program includes bioinformatics, machine learning, and deep learning. Education, funding, careers, standards, benchmarks, and tools to monitor research progress should be provided to support the research program.
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spelling pubmed-87749392022-01-21 Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science Huminiecki, Łukasz Entropy (Basel) Review Mendel proposed an experimentally verifiable paradigm of particle-based heredity that has been influential for over 150 years. The historical arguments have been reflected in the near past as Mendel’s concept has been diversified by new types of omics data. As an effect of the accumulation of omics data, a virtual gene concept forms, giving rise to genetical data science. The concept integrates genetical, functional, and molecular features of the Mendelian paradigm. I argue that the virtual gene concept should be deployed pragmatically. Indeed, the concept has already inspired a practical research program related to systems genetics. The program includes questions about functionality of structural and categorical gene variants, about regulation of gene expression, and about roles of epigenetic modifications. The methodology of the program includes bioinformatics, machine learning, and deep learning. Education, funding, careers, standards, benchmarks, and tools to monitor research progress should be provided to support the research program. MDPI 2021-12-23 /pmc/articles/PMC8774939/ /pubmed/35052043 http://dx.doi.org/10.3390/e24010017 Text en © 2021 by the author. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Huminiecki, Łukasz
Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title_full Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title_fullStr Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title_full_unstemmed Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title_short Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science
title_sort virtual gene concept and a corresponding pragmatic research program in genetical data science
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8774939/
https://www.ncbi.nlm.nih.gov/pubmed/35052043
http://dx.doi.org/10.3390/e24010017
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