Direct ossification

pathway activity — cross-omics
GO:0036072Cross-omicsPROTEIN-MS → RNAPatientPairwise association · TCGA cohorts

Across TCGA patient cohorts, RNA activity of the Direct ossification pathway is significantly associated with the RNA expression of multiple genes, with the CCRCC cohort showing a particularly strong set of associations.

The most reproducible pathway-associated genes across cancer lineages are PIMREG, CNTN4, and SKA3, each associated with the pathway in up to 3 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.

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
CCRCCPIMREG →-0.436-0.500<.001.00133
CCRCCCNTN4 →+0.636+0.635<.001.00333
CCRCCSKA3 →-0.426-0.424<.001.00833
CCRCCPRAME →-1.209-0.429.001.00833
CCRCCRNU4-23P →+0.674+0.697.005.00233
LSCCPPEF1 →+0.523+0.546<.001<.00133
Each partner links to its Q-omics profile. Showing the 6 strongest associations by consensus.

Exploration