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

4dd48c58-cb90-4197-ba50-2aaca555e6d1

ba19f339-8ef1-570b-9d50-96d11ed21776

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
87

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • CHOLESTEROL_HOMEOSTASIS+0.440
  • FATTY_ACID_METABOLISM+0.400
  • G2M_CHECKPOINT+0.360
  • MITOTIC_SPINDLE+0.350
  • PANCREAS_BETA_CELLS+0.350
  • ANDROGEN_RESPONSE+0.330
  • GLYCOLYSIS+0.320
  • PEROXISOME+0.320
  • E2F_TARGETS+0.300
  • ADIPOGENESIS+0.290

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.130
  • DNA_REPAIR-0.080
  • COAGULATION-0.070
  • ALLOGRAFT_REJECTION-0.060
  • IL6_JAK_STAT3_SIGNALING-0.050
  • KRAS_SIGNALING_DN-0.050
  • TGF_BETA_SIGNALING-0.050
  • IL2_STAT5_SIGNALING-0.040
  • INTERFERON_GAMMA_RESPONSE-0.030
  • MYOGENESIS-0.030

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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
171423c68-fae7-472e-b291-a177a0e69538
colon-landscapes@1
0.780
2EA485E4A-5956-430C-8584-E14D865E3758
brain-umap@2
0.766
35282B52E-8573-4FC0-9BED-420AE3D2B096
brain-umap@2
0.723
4C7284164-EF9A-4BF0-AE88-571A0BA93E66
brain-umap@2
0.722
532CED7C6-C413-4B5C-8A49-8AA2C97E582D
brain-umap@2
0.715
651A24E0F-CC2C-4CBF-B841-80A747297A42
brain-umap@2
0.712
7387C53ED-A9ED-481F-87D9-87090B690E0E
brain-umap@2
0.711
8TCGA-4Z-AA7Y-01A-11R-A39I-07
bladder-landscape@3
0.694
9GSM5359435
bladder-landscape@3
0.693
10CF764E50-B0F9-44DE-8B48-F8F5A8920240
brain-umap@2
0.687

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 38 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.440Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.400Inavolisib— uncovered
G2M_CHECKPOINT0.360Inavolisib— uncovered
MITOTIC_SPINDLE0.350Inavolisib— uncovered
PANCREAS_BETA_CELLS0.350Cobimetinib— uncovered
ANDROGEN_RESPONSE0.330Inavolisib— uncovered
GLYCOLYSIS0.320Inavolisib— uncovered
PEROXISOME0.320Idelalisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
ADIPOGENESIS0.290Inavolisib— uncovered
BILE_ACID_METABOLISM0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.280Inavolisib— uncovered
MTORC1_SIGNALING0.260Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.250Inavolisib— uncovered
HYPOXIA0.250Idelalisib— uncovered
NOTCH_SIGNALING0.250Inavolisib— uncovered
UV_RESPONSE_DN0.250Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.240Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.230Inavolisib— uncovered
SPERMATOGENESIS0.230Inavolisib— uncovered