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

17d3d480-5503-419e-92cd-cbc7db9659d2

63b1b112-1a33-5a60-8ecb-f653320a3d17

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
55

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+0.560
  • HEDGEHOG_SIGNALING+0.450
  • ANGIOGENESIS+0.440
  • MYOGENESIS+0.380
  • UV_RESPONSE_DN+0.380
  • ALLOGRAFT_REJECTION+0.340
  • APICAL_SURFACE+0.340
  • INFLAMMATORY_RESPONSE+0.330
  • APICAL_JUNCTION+0.320
  • KRAS_SIGNALING_DN+0.310

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.580
  • MYC_TARGETS_V1-0.570
  • MYC_TARGETS_V2-0.560
  • E2F_TARGETS-0.490
  • MTORC1_SIGNALING-0.480
  • DNA_REPAIR-0.460
  • FATTY_ACID_METABOLISM-0.460
  • CHOLESTEROL_HOMEOSTASIS-0.420
  • PEROXISOME-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.380

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
16b32f047-89ca-40e7-950f-a03493ea90c7
colon-landscapes@1
0.929
2895018d4-b355-4339-8c60-186478ae6551
colon-landscapes@1
0.928
3SRR975557
colon-landscapes@1
0.928
4SRR9879291
lung-landscapes@6
cohortMD20.927
5DRR168582
bladder-landscape@3
0.922
6a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.920
7aMVAC.P_004_TURBT_S222
bladder-landscape@3
0.920
8e72bd7b6-c350-4f96-a633-8bf86079f57c
colon-landscapes@1
0.917
909f3976d-4e95-41b4-bc0b-27eea3e20bb3
colon-landscapes@1
0.915
10SRR15069598
head-neck@1
0.904

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.560Inavolisib— uncovered
HEDGEHOG_SIGNALING0.450Inavolisib— uncovered
ANGIOGENESIS0.440Remibrutinib— uncovered
MYOGENESIS0.380Inavolisib— uncovered
UV_RESPONSE_DN0.380Inavolisib— uncovered
ALLOGRAFT_REJECTION0.340Idelalisib— uncovered
APICAL_SURFACE0.340Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.330Idelalisib— uncovered
APICAL_JUNCTION0.320Inavolisib— uncovered
KRAS_SIGNALING_DN0.310Remibrutinib— uncovered
COAGULATION0.290Binimetinib— uncovered
IL6_JAK_STAT3_SIGNALING0.280Inavolisib— uncovered
COMPLEMENT0.230Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
KRAS_SIGNALING_UP0.190Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.160Inavolisib— uncovered
HYPOXIA0.080Idelalisib— uncovered
TGF_BETA_SIGNALING0.080Inavolisib— uncovered
MITOTIC_SPINDLE0.070Inavolisib— uncovered
PANCREAS_BETA_CELLS0.050Cobimetinib— uncovered