Cellular response to magnesium ion

associated omics data
GO:0071286Ontology (GO BP)GO biological process · ~7 member genes

Q-omics provides the Cellular response to magnesium ion (GO:0071286) pathway profile, scoring each patient from the combined activity of its roughly 7 member genes. Pathway activity is associated with patient survival in 26 of 34 cancer types, with the highest sampling consensus in STAD. Among the 18 cancer types available for tumor–normal comparison, the pathway is differentially active in 11, with the highest sampling consensus in KIRC. Additionally, pathway RNA activity shows 30,385 significant cross-omics associations, again with the highest sampling consensus in BRCA. Together, these results highlight STAD, KIRC, and BRCA 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 Cellular response to magnesium ion survival associations by molecular data type. RNA-level pathway activity shows survival associations in the most cancer types (26). 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–Meier26STAD (94)view →
GO function (Protein (mass-spec))Kaplan–Meier7CCRCC (30)view →
This table ranks reproducible pathway activity–survival associations across cancer types. High Cellular response to magnesium ion activity shows favorable associations in STAD, KIRC, OV and SKCM, but unfavorable associations in ESCA and UVM. In the STAD Kaplan–Meier curve the low-activity group declines faster, consistent with the favorable association (log-rank p = .001). STAD ranks highest by sampling consensus for Cellular response to magnesium ion.
LineageMeasureSplitStageAUC1
high
AUC2
low
pSampling consensus
STADOSTertileIII,IV0.6370.400.00194view →
KIRCDFSMedianAll0.7100.535<.00174view →
OVDFSTertileIII,IV0.5700.458.00640view →
ESCADFSTertileAll0.2281.000<.00136view →
UVMOSMedianAll0.6440.915.00130view →
SKCMOSTertileII,III,IV0.7960.653.00224view →
Pink = unfavorable, green = favorable. all 26 lineages →

Cellular response to magnesium ion-STAD (OS)

Kaplan–Meier survival curve for Cellular response to magnesium ion pathway activity in STAD: high vs low activity groups.

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Tumor vs Normal activity

This table summarizes Cellular response to magnesium ion 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 4. The strongest signals are in KIRC for RNA and CCRCC for protein.
Data typeActivity analysisLineage consensusLineage of highest sampling consensus
GO function (RNA)Box plot11KIRC (11)view →
GO function (Protein (mass-spec))Box plot4CCRCC (11)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 BLCA and THCA and lower tumor activity in KIRC, KICH, HNSC and LUSC. In the KIRC box plot, normal samples show higher pathway activity than tumor samples (log2 FC = −0.136, t-test p < 0.001).
LineageGenderStageFold-changepSampling consensus
KIRCMaleAll−0.136<.00111view →
KICHMaleAll−0.129<.0017view →
BLCAMaleAll+0.074.0027view →
HNSCFemaleIII,IV−0.076.0095view →
THCAFemaleAll+0.053<.0015view →
LUSCMaleAll−0.050<.0014view →
Pink = higher activity in tumor. all 11 lineages →

Cellular response to magnesium ion-KIRC

Tumor-vs-normal pathway-activity box plot for Cellular response to magnesium ion in KIRC.

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Cross-omics associations

This table shows molecular features associated with Cellular response to magnesium ion 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 BRCA. 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
RNA30,385BRCA (10998)view →
Protein (mass-spec)15,846GBM (3718)view →
Protein (mass-spec)
Protein (mass-spec)21,162GBM (10806)view →
RNA8,304GBM (3471)view →
Associated data typeStrength (# associated data)Lineage of highest associated data
CRISPR
RNA1,099SKIN (207)view →
CRISPR1,001LARGE_INTESTINE (95)view →
RNA
RNA2,901BLOOD_Leukemia (1337)view →
shRNA1,143BREAST (227)view →
shRNA
CRISPR1,364LUNG_NSCLC_LUSC (142)view →
RNA1,332BLOOD_Leukemia (356)view →