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

24d909f2-cdc8-4509-91d5-e18fffcf90eb

903f4b74-db3f-512a-8215-d003a75a95c4

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
62

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • IL6_JAK_STAT3_SIGNALING+0.590
  • INFLAMMATORY_RESPONSE+0.550
  • TNFA_SIGNALING_VIA_NFKB+0.550
  • CHOLESTEROL_HOMEOSTASIS+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.470
  • ALLOGRAFT_REJECTION+0.460
  • INTERFERON_GAMMA_RESPONSE+0.460
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.450
  • HYPOXIA+0.440
  • COMPLEMENT+0.420

Top 10 suppressed

  • MYC_TARGETS_V1-0.400
  • WNT_BETA_CATENIN_SIGNALING-0.280
  • MYC_TARGETS_V2-0.270
  • UNFOLDED_PROTEIN_RESPONSE-0.270
  • E2F_TARGETS-0.250
  • G2M_CHECKPOINT-0.190
  • DNA_REPAIR-0.140
  • SPERMATOGENESIS-0.020
  • PROTEIN_SECRETION-0.010
  • PEROXISOME+0.010

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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1BS_M4TTKPNR
brain-umap@2
pilocytic astrocytoma0.925
2BS_1TPWFSK6
brain-umap@2
subependymal giant cell astrocytoma(SEGA)0.924
3BS_HC5M8JTC
brain-umap@2
low-grade glioma0.916
4s0122206
melanoma-umap@29
0.914
5SRR663693
brain-umap@2
GTEX0.912
6SRR5088929
melanoma-umap@29
0.908
7cc158c27-a2f0-4403-ae01-913bfcc623cc
colon-landscapes@1
0.905
8C3L-02601
lung-landscapes@6
cohortA10.904
9BS_769BDPDB
brain-umap@2
pilocytic astrocytoma0.903
10ERR2208908
melanoma-umap@29
0.902

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
IL6_JAK_STAT3_SIGNALING0.590Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.550Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.550Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.500Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.470Inavolisib— uncovered
ALLOGRAFT_REJECTION0.460Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.460Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.450Inavolisib— uncovered
HYPOXIA0.440Idelalisib— uncovered
COMPLEMENT0.420Inavolisib— uncovered
COAGULATION0.400Binimetinib— uncovered
ANGIOGENESIS0.370Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.370Idelalisib— uncovered
APICAL_SURFACE0.360Temsirolimus— uncovered
ANDROGEN_RESPONSE0.320Inavolisib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.290Inavolisib— uncovered
APOPTOSIS0.280Idelalisib— uncovered
ADIPOGENESIS0.270Inavolisib— uncovered