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Published on: August 15, 2019
Computational stability analysis suggests binding-independent destabilization in pathogenic FBXO11 variants
Youngkyu Shim1, Eungu Kang2, Suhyun Kim3,4
1Division of Pediatric Neurology, Department of Pediatrics, Korea University Ansan Hospital, Korea University College of Medicine, 123, Jeokgeum-ro, Danwongu, Ansan-si, Gyeonggi-do, Ansan, 15355, Republic of Korea. ykshim2013@gmail.com.
Abstract:
FBXO11 binds SKP1 within an SCF E3 ubiquitin ligase complex, where it recognizes substrates for ubiquitination and degradation. Pathogenic FBXO11 variants cause neurodevelopmental disorders, yet several retain normal SKP1 binding, indicating that disrupted SKP1 binding alone cannot account for disease. We integrated multi-conformational AlphaFold3 models with FoldX and Rosetta stability predictions to evaluate 44 missense variants (23 pathogenic, 21 benign). Pathogenic variants showed greater predicted destabilization than benign controls by both methods (FoldX 1.86 vs. 0.54 kcal/mol, Cohen's d = 0.50; Rosetta 6.85 vs. 1.31 kcal/mol, Cohen's d = 0.78; both p < 0.01, FDR-corrected). Discrimination was consistent in both the FBXO11 monomer and the FBXO11-SKP1 complex contexts. Among ten pathogenic variants with experimentally validated normal SKP1 binding, 9/10 by FoldX and 8/10 by Rosetta exceeded a 1.0 kcal/mol threshold (10/10 by either method). Benchmarking against AlphaMissense, REVEL, and CADD indicated that physics-based ΔΔG provides complementary mechanistic information to existing predictors. Exploratory molecular dynamics simulations (300 ns total) suggested elevated backbone RMSD in pathogenic variants. These findings support a hypothesis of binding-independent destabilization in FBXO11-associated pathogenesis, although requiring further computational analysis and experimental validation.
Insights
Pathogenic FBXO11 variants causing neurodevelopmental disorders may stem from protein destabilization, not just altered SKP1 binding. Computational models predict significant destabilization for disease-causing variants, offering new insights into FBXO11-associated pathogenesis.
Area of Science:
- Genetics
- Biochemistry
- Computational Biology
Background:
- FBXO11 is part of an SCF E3 ubiquitin ligase complex, crucial for substrate ubiquitination and degradation.
- Pathogenic FBXO11 variants are linked to neurodevelopmental disorders, but the exact mechanisms remain unclear, as some variants retain normal SKP1 binding.
Purpose of the Study:
- To investigate the role of protein destabilization versus altered SKP1 binding in FBXO11-associated neurodevelopmental disorders.
- To evaluate the predictive power of computational stability predictions for missense variants in FBXO11.
Main Methods:
- Integrated multi-conformational AlphaFold3 models with FoldX and Rosetta stability predictions to assess 44 FBXO11 missense variants.
- Benchmarked physics-based ΔΔG predictions against existing tools like AlphaMissense, REVEL, and CADD.
- Performed exploratory molecular dynamics simulations to analyze variant-induced structural changes.
Main Results:
- Pathogenic FBXO11 variants showed significantly greater predicted destabilization compared to benign variants using both FoldX and Rosetta.
- Computational predictions accurately identified destabilization in pathogenic variants, even those with experimentally validated normal SKP1 binding.
- Physics-based ΔΔG predictions offered complementary mechanistic insights compared to existing variant prediction tools.
Conclusions:
- Protein destabilization, independent of SKP1 binding, is a likely mechanism underlying FBXO11-associated pathogenesis.
- Computational stability predictions are valuable tools for understanding the impact of genetic variants.
- Further computational and experimental validation is warranted to fully elucidate the role of destabilization in FBXO11-related diseases.
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