Variant pathogenicity prediction

Core task of predicting whether genetic variants cause disease, central to clinical genomics.

Neighborhood — ranked by edge-count

concept

variant pathogenicity
related_to
The property of a genetic variant being disease-causing or benign; the main prediction target.

artifact

EVEE
about
Interpretable prediction tool for explaining genetic variant effects across the human genome.

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Evee outperforms existing methods for variant pathogenicity predictionclaim0.822
Interpretive claim supported by the high AUROC findings.
Evee variant effect prediction methodmethod0.761
The method that predicts and explains variant pathogenicity using Evo 2, producing disruption profiles.
Prediction Errorconcept0.739
Role in optimizing sensory states; unified treatment shows value-learning and perception share error-minimization principle.
Gene Ontology Predictionconcept0.717
Second evaluated task showing +8.4% AUC improvement with covariance pooling and unsupervised autoencoder embeddings.
What Is The Relationship Between Prediction Error Andquestion0.715
Contradiction Predictionconcept0.710
NLI class indicating two sentences are semantically incompatible; weighted +1 in NLI Diversity scoring
Neutral Predictionconcept0.708
NLI class indicating neither entailment nor contradiction; weighted 0 in Baseline but +1 in Neutral NLI Diversity
Mutationconcept0.708
Stochastic swapping of cell pairs in the genome to create variation.