Regulation of animal organ morphogenesis

associated omics data
GO:2000027Ontology (GO BP)GO biological process · ~126 member genes

Q-omics provides the Regulation of animal organ morphogenesis (GO:2000027) pathway profile, scoring each patient from the combined activity of its roughly 126 member genes. Pathway activity is associated with patient survival in 23 of 34 cancer types, with the highest sampling consensus in MESO. Among the 18 cancer types available for tumor–normal comparison, the pathway is differentially active in 11, with the highest sampling consensus in HNSC. Additionally, pathway RNA activity shows 36,626 significant cross-omics associations, again with the highest sampling consensus in STAD. Together, these results highlight MESO, HNSC, and STAD as cancer lineages where the pathway shows reproducible signals across outcome, tissue activity, and molecular association analyses.

Every result is evaluated using two consensus scores. Sampling consensus measures how consistently a finding is reproduced within a cancer lineage across different conditions. Lineage consensus measures how broadly the result is shared across cancer types, distinguishing pan-cancer signals from lineage-specific patterns. Pathway-against-pathway and pathway-against-mutation comparisons are not available for ontology entities.

Survival associations

This table summarizes Regulation of animal organ morphogenesis survival associations by molecular data type. RNA-level pathway activity shows survival associations in the most cancer types (23). The rightmost column indicates the cancer type with the highest sampling consensus for each layer.
Data typeSurvival analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Kaplan–Meier23MESO (78)view →
GO function (Protein (mass-spec))Kaplan–Meier4PDAC (16)view →
This table ranks reproducible pathway activity–survival associations across cancer types. High Regulation of animal organ morphogenesis activity shows favorable associations in UVM and UCS, but unfavorable associations in MESO, LIHC, ACC and DLBC. In the MESO Kaplan–Meier curve the high-activity group declines faster, consistent with the unfavorable association (log-rank p < 0.001). MESO ranks highest by sampling consensus for Regulation of animal organ morphogenesis.
LineageMeasureSplitStageAUC1
high
AUC2
low
pSampling consensus
MESOOSMedianII,III,IV0.2840.498<.00178view →
UVMOSTertileAll1.0000.463.00159view →
LIHCDFSMedianAll0.4400.599<.00155view →
UCSOSMedianIII,IV0.6180.212.01346view →
ACCDFSQuartileAll0.3590.745.00243view →
DLBCDFSMedianII,III,IV0.4761.000.00329view →
Pink = unfavorable, green = favorable. all 23 lineages →

Regulation of animal organ morphogenesis-MESO (OS)

Kaplan–Meier survival curve for Regulation of animal organ morphogenesis pathway activity in MESO: high vs low activity groups.

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Tumor vs Normal activity

This table summarizes Regulation of animal organ morphogenesis tumor–normal activity differences by data type. RNA-level activity shows significant tumor–normal differences in 11 cancer types, while mass-spec protein activity shows differences in 2. The strongest signals are in KIRC for RNA and COAD for protein.
Data typeActivity analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Box plot11KIRC (11)view →
GO function (Protein (mass-spec))Box plot2COAD (4)view →
This table ranks reproducible tumor–normal activity differences for the pathway. A positive fold-change indicates higher activity in tumor tissue. The pathway shows higher tumor activity across HNSC and LIHC and lower tumor activity in KIRC, KICH, THCA and LUAD. In the HNSC box plot, tumor samples show higher pathway activity than matched normal samples (log2 FC = +0.026, t-test p < 0.001).
LineageGenderStageFold-changepSampling consensus
HNSCAllIII,IV+0.026<.00111view →
KIRCAllII,III,IV−0.014<.00111view →
KICHAllIII,IV−0.052<.00110view →
THCAAllAll−0.015<.0019view →
LIHCFemaleII,III,IV+0.023<.0018view →
LUADFemaleAll−0.027<.0016view →
Pink = higher activity in tumor. all 11 lineages →

Regulation of animal organ morphogenesis-HNSC

Tumor-vs-normal pathway-activity box plot for Regulation of animal organ morphogenesis in HNSC.

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Cross-omics associations

This table shows molecular features associated with Regulation of animal organ morphogenesis pathway activity in patient tissues and cancer cell lines. In patient samples, pathway activity is most strongly linked to RNA and protein features, with the largest associated set in STAD. In cancer cell lines, RNA-expression features and functional dependencies dominate, with the largest set in LUNG_SCLC.
Associated data typeStrength (# associated data)Lineage of highest associated data
RNA
RNA36,626STAD (24045)view →
Protein (mass-spec)13,486BRCA (3983)view →
Protein (mass-spec)
Protein (mass-spec)13,417BRCA (3326)view →
RNA7,222BRCA (4304)view →
Associated data typeStrength (# associated data)Lineage of highest associated data
CRISPR
CRISPR2,056LUNG_SCLC (180)view →
RNA2,005BLOOD_Leukemia (247)view →
RNA
RNA6,724BLOOD_Lymphoma (2500)view →
CRISPR1,844SKIN (153)view →
Protein (mass-spec)
RNA2,885OVARY (598)view →
Protein (mass-spec)1,335OVARY (338)view →
shRNA
shRNA1,772UPPER_AERODIGESTIVE_TRACT (207)view →
RNA1,632LIVER (271)view →