2023-09-18
Presentation by Scott Adamson
Pre-mRNA splicing can be important in interpreting functional interpretation of GWAS associations.
Proposed experiments:
- Aim 1. Use colocalization / ML predictions to find splicing relevant variants in GWAS associated variants of hematological phenotype. (sQTLs, SpliceAI high delta score, RNAprot high delta score)
- Aim 2. Assay effects on splicing. CRiSPR based editing \(\rightarrow\) scRNA-seq library \(\rightarrow\) hybrid capture of specific junctions and gRNAs \(\rightarrow\) identify splice-altering variants \(\rightarrow\) validation of splice-altering variants on isoforms with ONT and mass spectrometry.
Experimental considerations:
How many cells? How many guides? How good the editing needs to be done?
Population scale scRNA-seq enables discovery of cell type specific eQTLs. Also see splatPOP – scRNA-seq simulation. How to simulate scRNA-seq sQTL?
Scott used simulations to identify and implement reasonable default parameters, e,g. read count parameters, transcript-end read bias, technology specificity.
Estimating base editing efficiency
Scott also developed a method for measuring editing efficiency.