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Updated: Jun 27, 2025

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In Vivo Functional Study of Disease-associated Rare Human Variants Using Drosophila
Published on: August 20, 2019
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Elucidating the Role of Wildtype and Variant FGFR2 Structural Dynamics in (Dys)Function and Disorder
Yiyang Lian1, Dale Bodian2, Amarda Shehu1,3
1School of Systems Biology, George Mason University, Manassas, VA 20110, USA.
International Journal of Molecular Sciences
|April 27, 2024
Summary
Fibroblast growth factor receptor 2 (FGFR2) mutations cause disease by altering protein dynamics. Machine learning reveals how these FGFR2 structural changes impact function and lead to disorders.
Area of Science:
- Molecular biology
- Structural biology
- Genetics
Background:
- Fibroblast growth factor receptor 2 (FGFR2) mutations are linked to human disorders, often causing constitutive protein activation.
- Existing analyses of FGFR2 mutations use static structures, neglecting crucial intrinsic dynamics.
Purpose of the Study:
- To capture and analyze the intrinsic structural dynamics of the FGFR2 tyrosine kinase domain.
- To correlate these dynamics with functional regions and disease types.
- To predict structures of variants lacking experimental data.
Main Methods:
- Utilized experimentally resolved FGFR2 tyrosine kinase domain structures.
- Applied machine learning techniques to capture intrinsic structural dynamics.
- Integrated predicted structures for variants with no available experimental data.
Main Results:
- Characterized the intrinsic structural dynamics of the FGFR2 tyrosine kinase domain.
- Correlated specific structural dynamics with functional regions and disease phenotypes.
- Provided insights into the impact of mutations on FGFR2 (dys)function.
Conclusions:
- Machine learning-enhanced analysis of structural dynamics is valuable for understanding FGFR2 mutations.
- This approach reveals how mutations impact protein function and contribute to disease.
- The study highlights the importance of dynamic structural information in disease-associated gene analysis.
Keywords:
clinical implicationsconstitutive activationfibroblast growth factor receptor 2 (FGFR2)missense mutationsregulatory functionsstructural dynamicstyrosine kinase domainMore Related Videos
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