Regulation of SMAD protein signal transduction

pathway activity — cross-omics
GO:0060390Cross-omicsSHRNA → RNACellPairwise association · TCGA cohorts

Across TCGA cell cohorts, RNA activity of the Regulation of SMAD protein signal transduction pathway is significantly associated with the RNA expression of multiple genes, with the STOMACH cohort showing a particularly strong set of associations.

The most reproducible pathway-associated genes across cancer lineages are CIPC, PACS2, and PHF12, each associated with the pathway in up to 4 cancer types. Since the analysis shows associations rather than directional relationships, both pathway-to-partner and partner-to-pathway views are reported.

Each partner is linked to its corresponding Q-omics profile. The box plot shows the strongest association, CIPC grouped by Regulation of SMAD protein signal transduction-low versus -high activity in STOMACH.

Pathway-associated genes by consensus

Ranked by combined sampling and lineage consensus. X-score (pathway→partner) and Y-score (partner→pathway) are standardized regression coefficients; both directions are reported because the association is undirected. The reported p-values are derived from the association test.
LineagePartner geneX-scoreY-scorep(X)p(Y)Sampling consensusLineage consensus
STOMACHCIPC →+0.646+0.147.003.00434
STOMACHPACS2 →+1.236+0.224.005.00434
KIDNEYPHF12 →+1.184+0.336.001<.00124
KIDNEYARHGEF4 →+1.760+0.282.002<.00124
STOMACHIFNLR1 →+1.438+0.151.001.00533
SOFT_TISSUETXNRD1 →-1.228-0.407.001<.00133
Each partner links to its Q-omics profile. Showing the 6 strongest associations by consensus.

CIPC by Regulation of SMAD protein signal transduction activity — STOMACH

Box plot of CIPC in Regulation of SMAD protein signal transduction-low vs -high samples in STOMACH.

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Exploration