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

023160e4-1d9a-499c-9bfa-1b3aacf284f2

7d93716f-8b65-5cc7-820a-d572058657a3

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
43

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • UV_RESPONSE_DN+0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.390
  • INFLAMMATORY_RESPONSE+0.390
  • TNFA_SIGNALING_VIA_NFKB+0.370
  • ANGIOGENESIS+0.350
  • IL6_JAK_STAT3_SIGNALING+0.350
  • TGF_BETA_SIGNALING+0.320
  • KRAS_SIGNALING_UP+0.280
  • ALLOGRAFT_REJECTION+0.230
  • HEDGEHOG_SIGNALING+0.230

Top 10 suppressed

  • MYC_TARGETS_V2-0.710
  • OXIDATIVE_PHOSPHORYLATION-0.650
  • MYC_TARGETS_V1-0.610
  • DNA_REPAIR-0.520
  • E2F_TARGETS-0.520
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.500
  • ADIPOGENESIS-0.430
  • FATTY_ACID_METABOLISM-0.430
  • PEROXISOME-0.420
  • UV_RESPONSE_UP-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
186db93b2-14b0-4094-bd69-222582df130c
colon-landscapes@1
0.941
2cd10f4f7-d92b-4152-8595-332686e4605a
colon-landscapes@1
0.923
3ad478846-0a75-4081-ac09-37ee5415d9b4
colon-landscapes@1
0.919
4SRR4195664
colon-landscapes@1
0.916
5c874c481-cff8-4e2d-99b1-3b5aeaaecb8e
colon-landscapes@1
0.913
6ec48e2b8-ca0a-40fe-a87b-f0e955466840
colon-landscapes@1
0.907
75abd486a-6aed-4dcf-a2a2-2537af6cdd9c
colon-landscapes@1
0.905
8a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.900
9SRR25043620
head-neck@1
0.884
10AUR-AE6X-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.883

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
UV_RESPONSE_DN0.460Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.390Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.390Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.370Inavolisib— uncovered
ANGIOGENESIS0.350Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.350Inavolisib— uncovered
TGF_BETA_SIGNALING0.320Inavolisib— uncovered
KRAS_SIGNALING_UP0.280Inavolisib— uncovered
ALLOGRAFT_REJECTION0.230Idelalisib— uncovered
HEDGEHOG_SIGNALING0.230Inavolisib— uncovered
ANDROGEN_RESPONSE0.220Inavolisib— uncovered
KRAS_SIGNALING_DN0.180Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.170Idelalisib— uncovered
PROTEIN_SECRETION0.140Remibrutinib— uncovered
COMPLEMENT0.130Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.110Idelalisib— uncovered
HYPOXIA0.090Idelalisib— uncovered
APICAL_SURFACE0.020Temsirolimus— uncovered
NOTCH_SIGNALING0.010Inavolisib— uncovered