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

cd10f4f7-d92b-4152-8595-332686e4605a

98a986cd-2ca3-52cf-8170-ae38c123c931

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
71

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+0.470
  • INFLAMMATORY_RESPONSE+0.440
  • ANGIOGENESIS+0.420
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • UV_RESPONSE_DN+0.340
  • IL6_JAK_STAT3_SIGNALING+0.290
  • KRAS_SIGNALING_UP+0.250
  • ALLOGRAFT_REJECTION+0.210
  • PROTEIN_SECRETION+0.200
  • ANDROGEN_RESPONSE+0.180

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.610
  • MYC_TARGETS_V2-0.590
  • MYC_TARGETS_V1-0.510
  • DNA_REPAIR-0.460
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.430
  • FATTY_ACID_METABOLISM-0.410
  • ADIPOGENESIS-0.390
  • WNT_BETA_CATENIN_SIGNALING-0.370
  • PEROXISOME-0.360
  • INTERFERON_ALPHA_RESPONSE-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
1023160e4-1d9a-499c-9bfa-1b3aacf284f2
colon-landscapes@1
0.923
2c874c481-cff8-4e2d-99b1-3b5aeaaecb8e
colon-landscapes@1
0.921
3ad478846-0a75-4081-ac09-37ee5415d9b4
colon-landscapes@1
0.902
45abd486a-6aed-4dcf-a2a2-2537af6cdd9c
colon-landscapes@1
0.895
5SRR4195664
colon-landscapes@1
0.874
6ec48e2b8-ca0a-40fe-a87b-f0e955466840
colon-landscapes@1
0.865
71ae8df2d-8c7c-474d-9208-ea63784edc90
colon-landscapes@1
0.844
807234abb-aa8c-434f-898c-6f7ba28c5850
colon-landscapes@1
0.842
9SRR11296851
colon-landscapes@1
0.834
10TCGA-D6-6826-01A-11R-1915-07
head-neck@1
0.833

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_TRANSITION0.470Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.440Idelalisib— uncovered
ANGIOGENESIS0.420Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
UV_RESPONSE_DN0.340Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.290Inavolisib— uncovered
KRAS_SIGNALING_UP0.250Inavolisib— uncovered
ALLOGRAFT_REJECTION0.210Idelalisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
ANDROGEN_RESPONSE0.180Inavolisib— uncovered
COMPLEMENT0.180Inavolisib— uncovered
SPERMATOGENESIS0.160Inavolisib— uncovered
MITOTIC_SPINDLE0.140Inavolisib— uncovered
IL2_STAT5_SIGNALING0.120Idelalisib— uncovered
HYPOXIA0.090Idelalisib— uncovered
KRAS_SIGNALING_DN0.080Remibrutinib— uncovered
COAGULATION0.060Binimetinib— uncovered
INTERFERON_GAMMA_RESPONSE0.040Idelalisib— uncovered
HEDGEHOG_SIGNALING0.010Inavolisib— uncovered