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+ ---
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+ license: afl-3.0
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+ tags:
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+ - biology
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+ ---
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+
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+
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+ SAV = Single Amino Acid Variant
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+ Task: Variant Effect Prediction
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+ This is a binary classification task predicting whether a single amino acid substitution (mutation) has:
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+
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+ Neutral: No significant effect on protein function/stability (benign/tolerated variant)
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+ Effect: Significant effect on protein function/stability (deleterious/pathogenic variant)
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+
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+ What This Dataset Is About
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+ This is a classic variant effect prediction or mutation effect prediction task, which is critical for:
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+ Clinical genetics: Distinguishing disease-causing mutations from benign polymorphisms
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+ Protein engineering: Understanding which mutations are tolerated vs. disruptive
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+ Evolutionary biology: Identifying functionally important residues
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+
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+ Similar Benchmarks
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+ This task is similar to datasets like:
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+ ClinVar: Human genetic variants (pathogenic vs. benign)
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+ ProteinGym: Variant effect prediction across many proteins
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+ COSMIC: Cancer mutation databases
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+ Tools like SIFT, PolyPhen-2, REVEL predict variant effects
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+
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+ How It Works
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+ For each protein, they likely have:
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+
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+ Wild-type sequence: ...ACDEFG...
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+ Mutation: Position 3, D→N
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+ Label: neutral or effect
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+ The model must learn from the sequence context whether changing D to N at that position disrupts the protein.
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+ The Splits Explained
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+ human.csv: Human protein variants only (clinically relevant)
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+ mixed.csv: Variants across multiple species (broader evolutionary context)
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+ only_savs.csv: Filtered to include only single-point mutations (excluding insertions/deletions/multiple mutations)
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+
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+ Neutral = variant is tolerated, doesn't break protein function
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+ Effect = variant affects function (could mean loss of function, gain of function, mislocalization, instability, etc.)
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+