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Expression profile pathway comparison cancer cell lines
Expression profile pathway comparison cancer cell lines









expression profile pathway comparison cancer cell lines

Differences from the reference genome were identified using the CaVEMan and Pindel algorithms identifying substitution and small insertions/deletions, respectively ( ). A matched lympoblastoid line was used as the reference genome for a small subset (n=39) of the cell lines where this was available. Variants were identified by comparison to a reference genome. Validation of the ANOVA interactions and LOBICO models on independent datasets Model selection, filtering and projection on primary tumor data LOBICO: plotting a selected group of AND and OR combinations LOBICO: finding interesting pairwise AND and OR combinations LOBICO: statistical test to identify predictive models LOBICO: cross-validation and feature importance scores Pathway activity signatures and inference (SPEED analysis) Tumors/cell lines integrated analysis: enrichment analysis of individual cancer functional event occurrences in a given classĬell viability assay, dose response curve fitting model, comparison across replicates and compound cluster analysisĪNOVA model, effect-size, significance and p-value correction Tumors/cell lines integrated analysis: enrichment analysis of event types across the identified classes Tumors/cell lines integrated analysis: identification of classes of samples and selected functional events Tumors/cell lines integrated analysis: Knn classification performances and euclidean embedding Tumors/cell lines integrated analysis: Frequency profile comparisons Transcriptional data generation and pre-processing Identification of informative CpG island and methylation data discretisation Identification of recurrently copy number altered chromosomal regions











Expression profile pathway comparison cancer cell lines