Response to amino acid starvation

associated omics data
GO:1990928Ontology (GO BP)GO biological process · ~53 member genes

Q-omics provides the Response to amino acid starvation (GO:1990928) pathway profile, scoring each patient from the combined activity of its roughly 53 member genes. Pathway activity is associated with patient survival in 22 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 KICH. Additionally, pathway RNA activity shows 36,790 significant cross-omics associations, again with the highest sampling consensus in STAD. Together, these results highlight HNSC, KICH, 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 Response to amino acid starvation survival associations by molecular data type. RNA-level pathway activity shows survival associations in the most cancer types (22). 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–Meier22HNSC (141)view →
GO function (Protein (mass-spec))Kaplan–Meier5PDAC (9)view →
This table ranks reproducible pathway activity–survival associations across cancer types. High Response to amino acid starvation activity shows favorable associations in HNSC, SKCM and ESCA, but unfavorable associations in LGG, UVM and KIRC. 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 Response to amino acid starvation.
LineageMeasureSplitStageAUC1
high
AUC2
low
pSampling consensus
HNSCDFSMedianAll0.6810.546<.001141view →
SKCMOSMedianAll0.3860.255<.00171view →
ESCAOSMedianIII,IV0.6800.312<.00136view →
LGGOSMedianAll0.7190.894<.00134view →
UVMDFSTertileII,III,IV0.2690.715.00530view →
KIRCDFSMedianII,III,IV0.4260.595.00423view →
Pink = unfavorable, green = favorable. all 22 lineages →

Response to amino acid starvation-HNSC (DFS)

Kaplan–Meier survival curve for Response to amino acid starvation pathway activity in HNSC: high vs low activity groups.

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Tumor vs Normal activity

This table summarizes Response to amino acid starvation tumor–normal activity differences by data type. RNA-level activity shows significant tumor–normal differences in 10 cancer types, while mass-spec protein activity shows differences in 3. The strongest signals are in KICH for RNA and COAD for protein.
Data typeActivity analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Box plot10KICH (11)view →
GO function (Protein (mass-spec))Box plot3COAD (8)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 consistently lower tumor activity across KICH, KIRP, THCA, COAD, KIRC and BRCA. In the KICH box plot, normal samples show higher pathway activity than tumor samples (log2 FC = −0.062, t-test p < 0.001).
LineageGenderStageFold-changepSampling consensus
KICHAllIII,IV−0.062<.00111view →
KIRPMaleIII,IV−0.046<.0019view →
THCAFemaleAll−0.036<.0018view →
COADFemaleAll−0.039<.0017view →
KIRCMaleII,III,IV−0.015.0037view →
BRCAAllIII,IV−0.045<.0016view →
Pink = higher activity in tumor. all 10 lineages →

Response to amino acid starvation-KICH

Tumor-vs-normal pathway-activity box plot for Response to amino acid starvation in KICH.

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Cross-omics associations

This table shows molecular features associated with Response to amino acid starvation 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 CNS.
Associated data typeStrength (# associated data)Lineage of highest associated data
RNA
RNA36,790STAD (24952)view →
Protein (mass-spec)11,981BRCA (3596)view →
Protein (mass-spec)
Protein (mass-spec)18,764GBM (6087)view →
RNA2,209GBM (1012)view →
Associated data typeStrength (# associated data)Lineage of highest associated data
CRISPR
CRISPR2,047CNS (164)view →
RNA1,825CNS (317)view →
RNA
RNA6,850BLOOD_Lymphoma (1631)view →
CRISPR2,005UPPER_AERODIGESTIVE_TRACT (193)view →
Protein (mass-spec)
Protein (mass-spec)1,961OVARY (954)view →
RNA1,918LIVER (435)view →
shRNA
shRNA1,286BLOOD_Leukemia (299)view →
RNA1,073BLOOD_Leukemia (288)view →