Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.

c6396737-3587-46a7-808d-963eebe41224

f5eddb78-efbe-50c1-92e5-356c596328fa

Score in workbench →

Clinical attributes

From the source cohort, normalized into canonical keys plus the project's native columns.

cancer_type
cancer_type_detailed
subtype
age_years
76.9856262833676

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.580
  • ANGIOGENESIS+0.550
  • ALLOGRAFT_REJECTION+0.530
  • IL6_JAK_STAT3_SIGNALING+0.530
  • INFLAMMATORY_RESPONSE+0.510
  • INTERFERON_GAMMA_RESPONSE+0.490
  • TNFA_SIGNALING_VIA_NFKB+0.480
  • INTERFERON_ALPHA_RESPONSE+0.450
  • COMPLEMENT+0.430
  • MYOGENESIS+0.430

Top 10 suppressed

  • E2F_TARGETS-0.550
  • G2M_CHECKPOINT-0.530
  • MYC_TARGETS_V1-0.480
  • MYC_TARGETS_V2-0.460
  • OXIDATIVE_PHOSPHORYLATION-0.460
  • MITOTIC_SPINDLE-0.350
  • GLYCOLYSIS-0.290
  • FATTY_ACID_METABOLISM-0.280
  • PEROXISOME-0.280
  • DNA_REPAIR-0.270

Patient twins — nearest pathway neighbors

MeasuredDerived

10 samples closest to this one in 50-dim pathway space, drawn from the Pathway Atlas. Cosine similarity = 1 means identical pathway state.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-77-A5FZ-01A-31R-A27Q-07
lung-landscapes@6
cohortMD20.937
2SRR22247245
lung-landscapes@6
cohortMD20.934
3ERR2208937
melanoma-umap@29
0.932
4SRR17866819
colon-landscapes@1
0.930
5C3N-02923
lung-landscapes@6
cohortMD20.929
6TCGA-CX-7085-01A-21R-2016-07
head-neck@1
0.922
72cec663c-00c8-48b5-967b-f2a53c0fb409
colon-landscapes@1
0.922
8TCGA-A2-A0EN-01A-13R-A084-07
breast-umap@18
A0.921
9TCGA-XF-AAN4-01A-11R-A42T-07
bladder-landscape@3
0.920
10MDT-AP-3277
medullo-epn-umap@date-based
MedMedulloblastoma0.920

Per-pathway drug coverage

ModeledCalibratedDerived

For each elevated pathway in this tumor, the best-reversing drug across the catalog. Uncovered pathways = unmet need at pathway level for this one patient.

0 of 26 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.580Inavolisib— uncovered
ANGIOGENESIS0.550Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.530Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.530Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.510Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.490Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.480Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.450Inavolisib— uncovered
COMPLEMENT0.430Inavolisib— uncovered
MYOGENESIS0.430Inavolisib— uncovered
IL2_STAT5_SIGNALING0.360Idelalisib— uncovered
KRAS_SIGNALING_UP0.350Inavolisib— uncovered
UV_RESPONSE_DN0.340Inavolisib— uncovered
COAGULATION0.310Binimetinib— uncovered
HYPOXIA0.270Idelalisib— uncovered
APOPTOSIS0.230Idelalisib— uncovered
TGF_BETA_SIGNALING0.210Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
APICAL_SURFACE0.150Temsirolimus— uncovered
KRAS_SIGNALING_DN0.150Remibrutinib— uncovered