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

3d8cce44-2cc8-464c-930c-78eb705bc4c8

ac565807-4adb-5b62-8910-3b7ebfb5a41d

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
61.2320328542094

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+0.590
  • ANGIOGENESIS+0.460
  • ALLOGRAFT_REJECTION+0.340
  • MYOGENESIS+0.300
  • IL6_JAK_STAT3_SIGNALING+0.270
  • INFLAMMATORY_RESPONSE+0.250
  • UV_RESPONSE_DN+0.250
  • COAGULATION+0.220
  • APICAL_JUNCTION+0.190
  • COMPLEMENT+0.190

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.610
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.470
  • PEROXISOME-0.460
  • FATTY_ACID_METABOLISM-0.430
  • MYC_TARGETS_V2-0.420
  • P53_PATHWAY-0.390
  • GLYCOLYSIS-0.370
  • CHOLESTEROL_HOMEOSTASIS-0.350
  • ESTROGEN_RESPONSE_EARLY-0.350
  • ESTROGEN_RESPONSE_LATE-0.320

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
166e5440a-6b08-43cc-b007-82ac3f5221d1
colon-landscapes@1
0.894
2SRR6013529
lung-landscapes@6
cohortMD20.892
317d3d480-5503-419e-92cd-cbc7db9659d2
colon-landscapes@1
0.889
4SRR975557
colon-landscapes@1
0.877
509f3976d-4e95-41b4-bc0b-27eea3e20bb3
colon-landscapes@1
0.873
6SRR33346956
bladder-landscape@3
0.871
7SRR12475140
colon-landscapes@1
0.871
8TCGA-93-A4JQ-01A-11R-A24X-07
lung-landscapes@6
cohortA10.865
95943bf89-bad2-4461-8d80-7f9481810257
colon-landscapes@1
0.864
10TCGA-K4-A3WS-01A-11R-A22U-07
bladder-landscape@3
0.855

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.590Inavolisib— uncovered
ANGIOGENESIS0.460Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.340Idelalisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.270Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.250Idelalisib— uncovered
UV_RESPONSE_DN0.250Inavolisib— uncovered
COAGULATION0.220Binimetinib— uncovered
APICAL_JUNCTION0.190Inavolisib— uncovered
COMPLEMENT0.190Inavolisib— uncovered
KRAS_SIGNALING_DN0.180Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.170Idelalisib— uncovered
APICAL_SURFACE0.140Temsirolimus— uncovered
KRAS_SIGNALING_UP0.140Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.070Inavolisib— uncovered
IL2_STAT5_SIGNALING0.030Idelalisib— uncovered
TGF_BETA_SIGNALING0.030Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.020Inavolisib— uncovered