Across TCGA patient cohorts, ATG7 RNA expression is significantly associated with the RNA expression of many other genes, with 18,236 significant associations in total. UVM shows the largest number of these associations.

The most reproducible ATG7-associated genes across cancer lineages are PSAP, TLR4, and SUMF1. Each is linked with ATG7 in more than 33 cancer types. Because this analysis shows association rather than direction, both ATG7-to-partner and partner-to-ATG7 results are reported.

Each partner links to its own Q-omics profile.

RNA expression associated genes by consensus

Ranked by combined sampling and lineage consensus. X-score (ATG7→partner) and Y-score (partner→ATG7) are standardized regression coefficients; both directions are reported because the association is undirected. p-values are from the association test.

Lineage	Partner gene	X-score	Y-score	p(X)	p(Y)	Sampling consensus	Lineage consensus
KICH	PSAP →	+1.546	+0.864	<.001	<.001	3	33
LAML	TLR4 →	+1.979	+0.731	<.001	<.001	3	33
SCLC	SUMF1 →	+1.518	+0.747	.006	<.001	2	34
KICH	ARL6IP5 →	+1.084	+0.552	<.001	<.001	3	33
KICH	GLB1 →	+1.095	+0.679	<.001	<.001	3	33
SCLC	C3AR1 →	+1.614	+0.875	<.001	<.001	3	33

Each partner links to its Q-omics profile. Showing the 6 strongest of 18,236 associations by consensus.

Exploration

ATG7 survival (RNA) · tumor vs normal (RNA) · all ATG7 data types