Cross-omicsPROTEIN-MS → RNAPatientPairwise association · TCGA cohorts
Across TCGA patient cohorts, GRAMD4 protein abundance is significantly associated with the RNA expression of many other genes, with 8,913 significant associations in total. LSCC shows the largest number of these associations.
The most reproducible GRAMD4-associated genes across cancer lineages are CCNB1IP1, TMCO6, and ZNF572. Each is linked with GRAMD4 in more than 4 cancer types. Because this analysis shows association rather than direction, both GRAMD4-to-partner and partner-to-GRAMD4 results are reported.
Each partner links to its own Q-omics profile. The scatter plot shows the strongest example, GRAMD4 versus CCNB1IP1 in UCEC, with a Pearson correlation of -0.25.
protein abundance associated genes by consensus
Ranked by combined sampling and lineage consensus. X-score (GRAMD4→partner) and Y-score (partner→GRAMD4) are standardized regression coefficients; both directions are reported because the association is undirected. p-values are from the association test.