Magnesium ion transport

pathway activity — cross-omics
GO:0015693Cross-omicsPROTEIN-MS → RNACellPairwise association · TCGA cohorts

Across TCGA cell cohorts, RNA activity of the Magnesium ion transport 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 TM9SF2, GRM3, and ESYT2, 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 scatter plot shows the strongest association, Magnesium ion transport activity versus TM9SF2 in STOMACH (Pearson r = 0.63).

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
STOMACHTM9SF2 →+1.313+1.451<.001.00534
OESOPHAGUSGRM3 →+0.047+0.894.009.00433
OVARYESYT2 →+1.084+1.145<.001.00133
OVARYPHF20L1 →+0.980+0.737.003.00933
OVARYOGT →+0.933+0.931.004<.00133
OVARYATP5ME →-0.891-1.242<.001<.00133
Each partner links to its Q-omics profile. Showing the 6 strongest associations by consensus.

GO:0015693 vs TM9SF2 — STOMACH

Per-sample scatter of Magnesium ion transport activity vs TM9SF2 in STOMACH.

Explore this scatter interactively →

Exploration