Biological process involved in intraspecies interaction between organisms

associated omics data
GO:0051703Ontology (GO BP)GO biological process · ~54 member genes

Q-omics provides the Biological process involved in intraspecies interaction between organisms (GO:0051703) pathway profile, scoring each patient from the combined activity of its roughly 54 member genes. Pathway activity is associated with patient survival in 21 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 12, with the highest sampling consensus in KIRC. Additionally, pathway RNA activity shows 34,303 significant cross-omics associations, again with the highest sampling consensus in STAD. Together, these results highlight MESO, KIRC, 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 Biological process involved in intraspecies interaction between organisms survival associations by molecular data type. RNA-level pathway activity shows survival associations in the most cancer types (21). 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–Meier21MESO (58)view →
GO function (Protein (mass-spec))Kaplan–Meier6UCEC (26)view →
This table ranks reproducible pathway activity–survival associations across cancer types. High Biological process involved in intraspecies interaction between organisms activity shows favorable associations in LGG and UVM, but unfavorable associations in MESO, ACC, LUAD and LIHC. In the MESO Kaplan–Meier curve the high-activity group declines faster, consistent with the unfavorable association (log-rank p = .001). MESO ranks highest by sampling consensus for Biological process involved in intraspecies interaction between organisms.
LineageMeasureSplitStageAUC1
high
AUC2
low
pSampling consensus
MESODFSMedianIV0.1540.498.00158view →
ACCDFSQuartileAll0.2620.840.00245view →
LUADDFSQuartileIV0.3720.789.01336view →
LGGOSMedianAll0.9360.857<.00134view →
LIHCDFSTertileAll0.3070.489.00429view →
UVMOSTertileII,III,IV0.7800.396.01025view →
Pink = unfavorable, green = favorable. all 21 lineages →

Biological process involved in intraspecies interaction between organisms-MESO (DFS)

Kaplan–Meier survival curve for Biological process involved in intraspecies interaction between organisms pathway activity in MESO: high vs low activity groups.

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Tumor vs Normal activity

This table summarizes Biological process involved in intraspecies interaction between organisms tumor–normal activity differences by data type. RNA-level activity shows significant tumor–normal differences in 12 cancer types, while mass-spec protein activity shows differences in 4. The strongest signals are in KIRC for RNA and LSCC for protein.
Data typeActivity analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Box plot12KIRC (11)view →
GO function (Protein (mass-spec))Box plot4LSCC (9)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 KIRC, LIHC, KICH and KIRP and lower tumor activity in UCEC and BRCA. In the KIRC box plot, tumor samples show higher pathway activity than matched normal samples (log2 FC = +0.052, t-test p < 0.001).
LineageGenderStageFold-changepSampling consensus
KIRCMaleAll+0.052<.00111view →
LIHCFemaleII,III,IV+0.038<.0019view →
KICHMaleAll+0.060<.0018view →
KIRPMaleAll+0.064<.0017view →
UCECAllAll−0.037<.0016view →
BRCAAllII,III,IV−0.023<.0016view →
Pink = higher activity in tumor. all 12 lineages →

Biological process involved in intraspecies interaction between organisms-KIRC

Tumor-vs-normal pathway-activity box plot for Biological process involved in intraspecies interaction between organisms in KIRC.

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Cross-omics associations

This table shows molecular features associated with Biological process involved in intraspecies interaction between organisms 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_NSCLC_LUAD.
Associated data typeStrength (# associated data)Lineage of highest associated data
RNA
RNA34,303STAD (17619)view →
Protein (mass-spec)12,908GBM (6656)view →
Protein (mass-spec)
Protein (mass-spec)17,369LUAD (4304)view →
RNA6,827CCRCC (2159)view →
Associated data typeStrength (# associated data)Lineage of highest associated data
CRISPR
CRISPR1,913LUNG_NSCLC_LUAD (165)view →
RNA1,825BLOOD_Leukemia (429)view →
RNA
RNA5,535BONE (2411)view →
CRISPR1,924BONE (193)view →
shRNA
RNA1,779BONE (540)view →
shRNA1,477SOFT_TISSUE (184)view →
Protein (mass-spec)
RNA1,465BLOOD_Myeloma (264)view →
Protein (mass-spec)842SKIN (287)view →