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

e72bd7b6-c350-4f96-a633-8bf86079f57c

5c48e4d7-a04c-5a1b-b558-b8358a791f1a

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
37.1416837782341

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+0.670
  • ANGIOGENESIS+0.540
  • PANCREAS_BETA_CELLS+0.460
  • UV_RESPONSE_DN+0.440
  • MYOGENESIS+0.430
  • HEDGEHOG_SIGNALING+0.410
  • INFLAMMATORY_RESPONSE+0.390
  • APICAL_JUNCTION+0.340
  • KRAS_SIGNALING_UP+0.330
  • TGF_BETA_SIGNALING+0.330

Top 10 suppressed

  • MYC_TARGETS_V2-0.650
  • OXIDATIVE_PHOSPHORYLATION-0.640
  • MYC_TARGETS_V1-0.540
  • E2F_TARGETS-0.440
  • MTORC1_SIGNALING-0.440
  • FATTY_ACID_METABOLISM-0.410
  • PEROXISOME-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.390
  • DNA_REPAIR-0.350
  • G2M_CHECKPOINT-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
1SRR25043620
head-neck@1
0.951
24108a871-c064-4537-9331-e59798d7d492
colon-landscapes@1
0.951
3a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.942
41b5aacb8-0e2e-4888-bc61-48c4aa4d4684
colon-landscapes@1
0.938
507234abb-aa8c-434f-898c-6f7ba28c5850
colon-landscapes@1
0.925
617d3d480-5503-419e-92cd-cbc7db9659d2
colon-landscapes@1
0.917
7TCGA-CV-6934-01A-11R-1915-07
head-neck@1
0.911
821196229-e39e-4846-be58-a1055b3ae50e
colon-landscapes@1
0.911
9TCGA-CN-4728-01A-01R-1436-07
head-neck@1
0.908
10TCGA-MP-A4TK-01A-11R-A24X-07
lung-landscapes@6
cohortA10.908

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.670Inavolisib— uncovered
ANGIOGENESIS0.540Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.460Cobimetinib— uncovered
UV_RESPONSE_DN0.440Inavolisib— uncovered
MYOGENESIS0.430Inavolisib— uncovered
HEDGEHOG_SIGNALING0.410Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.390Idelalisib— uncovered
APICAL_JUNCTION0.340Inavolisib— uncovered
KRAS_SIGNALING_UP0.330Inavolisib— uncovered
TGF_BETA_SIGNALING0.330Inavolisib— uncovered
COAGULATION0.320Binimetinib— uncovered
COMPLEMENT0.310Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.310Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
APICAL_SURFACE0.280Temsirolimus— uncovered
IL2_STAT5_SIGNALING0.260Idelalisib— uncovered
ALLOGRAFT_REJECTION0.250Idelalisib— uncovered
NOTCH_SIGNALING0.210Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered