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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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8774939 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT huminieckiłukasz virtualgeneconceptandacorrespondingpragmaticresearchprogramingeneticaldatascience |