SAI-10k-calc

SAI-10k-calc predicts splicing aberrations and their sequence- and frame-level consequences for genetic variants by extending SpliceAI analysis to a 10 kilobase (kb) window.


Key Features:

  • SpliceAI integration: Leverages SpliceAI maximum delta scores to assess variant impact on splicing.
  • 10 kilobase analysis window: Evaluates variants within a 10 kilobase (kb) region to detect distal splicing effects.
  • Comprehensive aberration prediction: Predicts pseudoexonization, intron retention, partial exon deletion, and multi-exon skipping.
  • Sequence and frame impact analysis: Predicts sizes of inserted or deleted sequences, determines reading-frame consequences, and infers resultant amino acid sequence changes.
  • Automated amino acid prediction: Generates altered amino acid sequences and flags variants likely to cause nonsense-mediated decay or truncated proteins.
  • Performance validation: Reported sensitivity of 95% and specificity of 96% based on validation with 1,212 single-nucleotide variants (SNVs) with curated splicing assay results.
  • Customizable thresholds: Allows adjustment of default scoring thresholds to target specific performance trade-offs.

Scientific Applications:

  • Variant interpretation in genomic medicine: Inform pathogenicity assessment by predicting functional consequences of variants on mRNA splicing and protein sequence.
  • Splicing disorder research: Identify and characterize splicing aberrations such as pseudoexonization and partial intron retention in disease-associated genes.
  • Molecular consequence analysis: Evaluate effects on reading frame, amino acid sequence, and likelihood of nonsense-mediated decay or protein truncation for experimental follow-up.

Methodology:

SAI-10k-calc leverages SpliceAI’s maximum delta score approach and expands the analysis window to 10 kilobases (kb) around variants to predict splicing aberrations and downstream sequence/frame consequences.

Topics

Details

License:
MIT
Cost:
Free of charge
Tool Type:
command-line tool
Operating Systems:
Mac, Linux, Windows
Programming Languages:
R
Added:
12/1/2023
Last Updated:
11/24/2024

Operations

Publications

Canson DM, Davidson AL, de la Hoya M, Parsons MT, Glubb DM, Kondrashova O, Spurdle AB. SpliceAI-10k calculator for the prediction of pseudoexonization, intron retention, and exon deletion. Bioinformatics. 2023;39(4). doi:10.1093/bioinformatics/btad179. PMID:37021934. PMCID:PMC10125908.

PMID: 37021934
Funding: - National Institutes of Health: R01 CA264971