Virtual Gene Concept and a Corresponding Pragmatic Research Program in Genetical Data Science.
1Evolutionary, Computational, and Statistical Genetics, Department of Molecula Biology, Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Postępu 36A, Jastrzębiec, 05-552 Warsaw, Poland.
Entropy (Basel, Switzerland)
|January 21, 2022
Summary
The virtual gene concept integrates genetics, function, and molecular data, advancing genetical data science. This pragmatic approach fuels systems genetics research, exploring gene variants, expression, and epigenetics.
Area of Science:
- Genetics
- Bioinformatics
- Systems Biology
Background:
- Mendel's particle-based heredity paradigm has influenced genetics for over 150 years.
- Omics data has diversified Mendelian concepts, leading to the virtual gene concept.
- The virtual gene concept integrates genetic, functional, and molecular features.
Purpose of the Study:
- To advocate for the pragmatic deployment of the virtual gene concept.
- To highlight the virtual gene concept's role in advancing genetical data science.
- To outline a research program inspired by the virtual gene concept.
Main Methods:
- Leveraging omics data accumulation.
- Integrating bioinformatics, machine learning, and deep learning methodologies.
- Focusing on systems genetics approaches.
Main Results:
- The virtual gene concept has inspired a practical research program in systems genetics.
- The research program addresses gene variant functionality, gene expression regulation, and epigenetic roles.
- The methodology incorporates advanced computational techniques.
Conclusions:
- The virtual gene concept offers a pragmatic framework for modern genetics.
- Systems genetics research requires support through education, funding, and standardized tools.
- Continued development in genetical data science is crucial for biological understanding.
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