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Updated: Jan 23, 2026

Genotyping of Sea Anemone during Early Development
Published on: May 13, 2019
Protein ensembles link genotype to phenotype
Ruth Nussinov1,2, Chung-Jung Tsai1, Hyunbum Jang1
1Cancer and Inflammation Program, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, National Cancer Institute at Frederick, Frederick, Maryland, United States of America.
The classical genotype-phenotype model is outdated. A dynamic ensemble view of gene conformations explains observed traits, linking genetic changes to observable characteristics and environmental influences.
Area of Science:
- Genetics
- Molecular Biology
- Evolutionary Biology
Background:
- The traditional view links genotype (genetic makeup) to phenotype (observed traits) via protein shape and gene expression.
- This classical paradigm has been challenged by the understanding that genes encode ensembles of conformations, not single structures.
Purpose of the Study:
- To highlight the significance of a dynamic ensemble view of gene conformations in understanding genotype-phenotype relationships.
- To explain how this dynamic perspective clarifies genetic alterations, pleiotropy, and environmental influences on traits.
Main Methods:
- Conceptual analysis of the genotype-phenotype paradigm.
- Review of molecular biology findings on gene conformation ensembles.
- Integration of evolutionary and environmental factors into the genotype-phenotype model.
Main Results:
- Genes encode dynamic ensembles of conformations, not static structures.
- This ensemble view explains how minor genetic changes can cause pleiotropic effects in evolution and disease.
- It clarifies the modification of cellular pathways in monogenic and polygenic traits and environmental influences on protein function.
Conclusions:
- The classical genotype-phenotype paradigm requires an update to incorporate the dynamic ensemble nature of gene products.
- Understanding gene conformations as dynamic ensembles is crucial for explaining complex biological phenomena like adaptation, disease, and environmental interactions.
- This shift in perspective is vital for advancing our comprehension of genetic variation and its phenotypic consequences.
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