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-  2018 

A transcriptional MAPK Pathway Activity Score (MPAS) is a clinically relevant biomarker in multiple cancer types

DOI: 10.1038/s41698-018-0051-4

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Abstract:

Aggregated gene expression data from a set of 10 MAPK-specific genes predicts MEK inhibitor sensitivity. a MPAS and corresponding cell viability data (relative to vehicle (DMSO) control on day of treatment) in response to 0–10?μM cobimetinib treatment for 72?h in melanoma (MEL-JUSO), NSCLC (NCI-H2347), and pancreatic (HUP-T4) cell lines. Error bars represent standard deviation across triplicate samples. Correlations of MPAS vs. relative cell growth for each cell line are also shown. b Rank correlation coefficients (filtered for P?<?0.05) between MPAS and sensitivity (mean viabilities) to MAPK and PI3K signaling pathway inhibitors across cell lines from breast (BRCA) (n?=?36), lung (n?=?95), CRC (colorectal) (n?=?50), melanoma (n?=?40), pancreatic (n?=?36), and all indications (pan-cancer) (n?=?506). c E-Net model-based prediction of cobimetinib sensitivity (1-MV Predicted) for 40 independent NSCLC cell lines vs. the actual mean viabilities (1-MV Data) for the same cell lines treated with 0–10?μM cobimetinib for 72?h. MPAS vs. actual cobimetinib sensitivity (1-MV Data) for the same cell lines treated with 0–10?μM cobimetinib for 72?h. d 40 NSCLC cell lines were categorized as either “sensitive” IC50?<?1?μM or “resistant” IC50?>?1?μM to cobimetinib. True positive (TPR, TPR?=?TP/(TP?+?FN)), false positive rate (FPR?=?FP/(FP?+?TN)), and accuracy (ACC?=?(TP?+?TN)/N) were computed using median-based classification of the E-Net predictions and MPAS and compared to CTRL score (house-keeping gene expression), KRAS mutation status, and mean viability. e The cumulative distribution of Spearman correlation coefficients for 45 team’s predictions of MEK1/2 inhibitor (PD184352) sensitivity from the DREAM consortium Drug Sensitivity Challenge, compared to the performance of the elastic net model, (ρ?=?0.55) mapping to the 36th percentile, and the MAPK score (ρ?=?0.65), to the 28th percentil

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