Developmental growth involved in morphogenesis

associated omics data
GO:0060560Ontology (GO BP)GO biological process · ~243 member genes

Q-omics provides the Developmental growth involved in morphogenesis (GO:0060560) pathway profile, scoring each patient from the combined activity of its roughly 243 member genes. Pathway activity is associated with patient survival in 19 of 34 cancer types, with the highest sampling consensus in HNSC. Among the 18 cancer types available for tumor–normal comparison, the pathway is differentially active in 10, with the highest sampling consensus in HNSC. Additionally, pathway RNA activity shows 36,928 significant cross-omics associations, again with the highest sampling consensus in STAD. Together, these results highlight 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 Developmental growth involved in morphogenesis survival associations by molecular data type. RNA-level pathway activity shows survival associations in the most cancer types (19). 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–Meier19HNSC (93)view →
This table ranks reproducible pathway activity–survival associations across cancer types. High Developmental growth involved in morphogenesis activity shows favorable associations in HNSC, BRCA and UCS, but unfavorable associations in UVM, ACC and MESO. In the HNSC Kaplan–Meier curve the low-activity group declines faster, consistent with the favorable association (log-rank p < 0.001). HNSC ranks highest by sampling consensus for Developmental growth involved in morphogenesis.
LineageMeasureSplitStageAUC1
high
AUC2
low
pSampling consensus
HNSCDFSMedianIV0.4250.237<.00193view →
BRCADFSQuartileIII,IV0.9200.700<.00167view →
UCSOSTertileII,III,IV0.6790.198.00666view →
UVMDFSTertileII,III,IV0.3130.678.00655view →
ACCDFSTertileIII,IV0.0530.465.00439view →
MESOOSMedianII,III,IV0.2640.449.01338view →
Pink = unfavorable, green = favorable. all 19 lineages →

Developmental growth involved in morphogenesis-HNSC (DFS)

Kaplan–Meier survival curve for Developmental growth involved in morphogenesis pathway activity in HNSC: high vs low activity groups.

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Tumor vs Normal activity

This table summarizes Developmental growth involved in morphogenesis tumor–normal activity differences by data type. RNA-level activity shows significant tumor–normal differences in 10 cancer types. The strongest signals are in HNSC for RNA.
Data typeActivity analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Box plot10HNSC (10)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, LIHC and CHOL and lower tumor activity in KICH, BRCA and COAD. 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
HNSCFemaleAll+0.026<.00110view →
KICHMaleAll−0.030<.0018view →
LIHCFemaleII,III,IV+0.034<.0017view →
BRCAAllIII,IV−0.030<.0016view →
COADFemaleIII,IV−0.020.0144view →
CHOLAllAll+0.040<.0013view →
Pink = higher activity in tumor. all 10 lineages →

Developmental growth involved in morphogenesis-HNSC

Tumor-vs-normal pathway-activity box plot for Developmental growth involved in morphogenesis in HNSC.

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Cross-omics associations

This table shows molecular features associated with Developmental growth involved in 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 SKIN.
Associated data typeStrength (# associated data)Lineage of highest associated data
RNA
RNA36,928STAD (24930)view →
Protein (mass-spec)13,238BRCA (3406)view →
Protein (mass-spec)
RNA276COAD (276)view →
Protein (mass-spec)182COAD (182)view →
Associated data typeStrength (# associated data)Lineage of highest associated data
CRISPR
CRISPR1,653SKIN (155)view →
shRNA1,091BONE (132)view →
RNA
RNA6,585BLOOD_Leukemia (1629)view →
CRISPR2,190BLOOD_Leukemia (193)view →
Protein (mass-spec)
RNA2,690BONE (870)view →
Protein (mass-spec)1,799BONE (1015)view →
shRNA
shRNA1,726LUNG_NSCLC_LUAD (238)view →
CRISPR1,476BLOOD_Lymphoma (159)view →