CNV detection in exome sequencing - developed R/C HMM script for finding windows with elevated or reduced read count in exon enriched sequencing data. (with Stefan Haas)
Applied algorithm to XLID patients (project in collaboration with Abt Ropers, MPI-MG) to provide short candidate list of large duplications and deletions. (with Stefan Haas, Abt Ropers, et al)
Enrichment coverage analysis of XLID project - provided figures for paper on enrichment statistics across patients, per-gene enrichment analysis (coverage against target overlap, mapability and GC-content).
Use of the distance covariance for gene-gene or histone-histone interactions (with Julia Lasserre). Simulations of variance stabilizations for correlated count data.
Ongoing data analysis projects:
Compare CNV detection with existing algorithms, using different enrichment protocols as background, simulate lower read counts, heterozygous CNV
Goals for the next six months
Examine variance and artifacts in read count data (ChIPSeq, RNASeq)
Examine the background read depth from DNAse I HS data from ENCODE project
Extend the HMM script to find significantly elevanted reads after accounting for position-specific covariates