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- W3204256587 abstract "Pathway analysis is a popular method aiming to derive biological interpretation from high-throughput gene expression studies. However, existing methods focus mostly on identifying which pathway or pathways could have been perturbed, given differential gene expression patterns. In this paper, we present a novel pathway analysis framework, namely rPAC, which decomposes each signaling pathway route into two parts, the upstream portion of a transcription factor (TF) block and the downstream portion from the TF block and generates a pathway route perturbation analysis scheme examining disturbance scores assigned to both parts together. This rPAC scoring is further applied to a cohort of gene expression data sets which produces two summary metrics, “Proportion of Significance” (PS) and “Average Route Score” (ARS), as quantitative measures discerning perturbed pathway routes within and/or between cohorts. To demonstrate rPAC’s scoring competency, we first used a large amount of simulated data and compared the method’s performance against those by conventional methods in terms of power curve. Next, we performed a case study involving three epithelial cancer data sets from The Cancer Genome Atlas (TCGA). The rPAC method revealed specific pathway routes as potential cancer type signatures. A deeper pathway analysis of sub-groups (i.e., age groups in COAD or cancer sub-types in BRCA) resulted in pathway routes that are known to be associated with the sub-groups. In addition, multiple previously uncharacterized pathways routes were identified, potentially suggesting that rPAC is better in deciphering etiology of a disease than conventional methods particularly in isolating routes and sections of perturbed pathways in a finer granularity." @default.
- W3204256587 created "2021-10-11" @default.
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- W3204256587 date "2022-02-01" @default.
- W3204256587 modified "2023-09-27" @default.
- W3204256587 title "rPAC: Route based pathway analysis for cohorts of gene expression data sets" @default.
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- W3204256587 doi "https://doi.org/10.1016/j.ymeth.2021.10.002" @default.
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