bioRxivBioinformaticsPreprint
Prioritization of prostate cancer to immune checkpoint therapy by ranking tumors along IFN-γ axis and identification of immune resistance mechanisms
Boris A. RevaiD, Tatiana OmelchenkoiD, Anna Pamela CalinawaniD, Sujit S. NairiD, Eric E. SchadtiD, Ash TewariiD
Abstract
We propose priotirization of prostate cancer patients to PD-L1 checkpoint therapy by assessing activity of IFN-{gamma}/PD-L1 signaling in tumor from transcriptional profile. To this end, we introduced a new approach for inferring pathway activity and suppression (IPAS) by assessing significance of positioning pathways genes expression levels at top (activation) or bottom (suppression) in gene expression profile of a given tumor. By ordering tumors along IFN-{gamma}/PD-L1 axis, we determined distinct "IFN-{gamma}-depleted" and "IFN-{gamma}-enriched" immune subtypes, genes involved in immune evasion and potential targets for combination therapy. Using IPAS scoring method, we proposed biomarker panels for accurate ranking tumors along IFN-{gamma}/PD-L1 axis.
- organism: human
- assay: bulk RNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
- 5
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