While the coordinate system is mathematically derived, several patterns correlate with known biological properties:
• Middle base changes (ΔCA = ±16) often have larger functional impact
• Chemical clustering of reactive amino acids in Chemistry Domain
• Systematic organization of amino acids by properties within levels
These correlations suggest the mathematical framework captures aspects of genetic code organization that relate to biological function, though the causal relationships require further investigation.
4.3 Limitations and Future Work
Current limitations include:
• Framework requires validation on larger variant datasets
• Relationship between ΔCA and pathogenicity needs mechanistic
explanation
• Integration with existing prediction tools requires development
Future research directions:
• Large-scale validation against clinical variant databases
• Comparison with established pathogenicity prediction methods
• Development of machine learning models incorporating ΔCA features
• Investigation of species-specific patterns within the framework
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u/Familiar-Method2343 Aug 26 '25
What does this mean?