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

fca4c327-dfab-4455-84a8-f890a7326132

b0f2b633-d84f-5f8a-b51e-9707873e8130

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
68

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.570
  • MYC_TARGETS_V1+0.540
  • INTERFERON_GAMMA_RESPONSE+0.530
  • E2F_TARGETS+0.510
  • TNFA_SIGNALING_VIA_NFKB+0.500
  • UNFOLDED_PROTEIN_RESPONSE+0.490
  • G2M_CHECKPOINT+0.480
  • MTORC1_SIGNALING+0.480
  • ALLOGRAFT_REJECTION+0.460
  • IL6_JAK_STAT3_SIGNALING+0.430

Top 10 suppressed

  • BILE_ACID_METABOLISM-0.340
  • HEDGEHOG_SIGNALING-0.280
  • KRAS_SIGNALING_DN-0.260
  • WNT_BETA_CATENIN_SIGNALING-0.240
  • MYOGENESIS-0.190
  • ESTROGEN_RESPONSE_EARLY-0.180
  • FATTY_ACID_METABOLISM-0.100
  • ESTROGEN_RESPONSE_LATE-0.070
  • XENOBIOTIC_METABOLISM-0.070
  • UV_RESPONSE_DN-0.050

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1CA6E11F4-8B85-4C73-9B48-C28F5D5D91D6
brain-umap@2
0.936
2A43D720D-0CA3-48CF-ADC7-5AC72BD5EEA9
brain-umap@2
0.931
3SRR1516056
bladder-landscape@3
0.930
4SRR934888
brain-umap@2
0.924
58B4E465B-0FD5-4154-824B-1E6B2656FD2F
brain-umap@2
0.921
6TCGA-DK-A3WW-01A-22R-A23N-07
bladder-landscape@3
0.920
7BS_KE56MMY0
brain-umap@2
Neurofibroma0.918
83E499D12-B08A-491C-98C6-19EA420BDC99
brain-umap@2
0.918
991E04630-B2A7-448E-8C80-580818C9D7E6
brain-umap@2
0.917
10TCGA-IQ-A61E-01A-22R-A30B-07
head-neck@1
0.917

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.570Inavolisib— uncovered
MYC_TARGETS_V10.540Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.530Idelalisib— uncovered
E2F_TARGETS0.510Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.500Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.490Idelalisib— uncovered
G2M_CHECKPOINT0.480Inavolisib— uncovered
MTORC1_SIGNALING0.480Inavolisib— uncovered
ALLOGRAFT_REJECTION0.460Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.430Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.410Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.390Inavolisib— uncovered
MYC_TARGETS_V20.370Idelalisib— uncovered
DNA_REPAIR0.360Idelalisib— uncovered
ANGIOGENESIS0.330Remibrutinib— uncovered
COMPLEMENT0.330Inavolisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
APOPTOSIS0.290Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.270Inavolisib— uncovered
HYPOXIA0.260Idelalisib— uncovered