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

37784b02-1e45-4806-b4c3-2b3ad50dbfb3

b01224af-911b-570f-a7ad-bf4c0884bb3f

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
75

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.480
  • PANCREAS_BETA_CELLS+0.480
  • MYC_TARGETS_V1+0.470
  • E2F_TARGETS+0.460
  • UNFOLDED_PROTEIN_RESPONSE+0.460
  • MTORC1_SIGNALING+0.430
  • G2M_CHECKPOINT+0.420
  • GLYCOLYSIS+0.420
  • MYC_TARGETS_V2+0.330
  • HYPOXIA+0.310

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.380
  • HEDGEHOG_SIGNALING-0.260
  • MYOGENESIS-0.250
  • ALLOGRAFT_REJECTION-0.240
  • BILE_ACID_METABOLISM-0.240
  • INTERFERON_ALPHA_RESPONSE-0.190
  • INTERFERON_GAMMA_RESPONSE-0.160
  • APICAL_JUNCTION-0.120
  • KRAS_SIGNALING_DN-0.120
  • UV_RESPONSE_DN-0.070

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
15ca9ac39-e175-4890-ba6e-9ff4709d3f37
colon-landscapes@1
0.849
2SRR15030865
colon-landscapes@1
0.836
3TCGA-UY-A78L-01A-12R-A33J-07
bladder-landscape@3
0.836
4MNG654
mng-umap@100
0.835
5SRR975564
colon-landscapes@1
0.833
6TCGA-73-4670-01A-01R-1206-07
lung-landscapes@6
cohortA40.827
7SRR10900569
melanoma-umap@29
0.821
8MNG432
mng-umap@100
0.814
9TCGA-E9-A1RB-01A-11R-A157-07
breast-umap@18
C0.806
10MNG732
mng-umap@100
0.803

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.480Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.480Cobimetinib— uncovered
MYC_TARGETS_V10.470Inavolisib— uncovered
E2F_TARGETS0.460Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.460Idelalisib— uncovered
MTORC1_SIGNALING0.430Inavolisib— uncovered
G2M_CHECKPOINT0.420Inavolisib— uncovered
GLYCOLYSIS0.420Inavolisib— uncovered
MYC_TARGETS_V20.330Idelalisib— uncovered
HYPOXIA0.310Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.310Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
ANGIOGENESIS0.290Remibrutinib— uncovered
MITOTIC_SPINDLE0.270Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.260Inavolisib— uncovered
PROTEIN_SECRETION0.250Remibrutinib— uncovered
P53_PATHWAY0.240Idelalisib— uncovered
DNA_REPAIR0.230Idelalisib— uncovered
ADIPOGENESIS0.170Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.170Idelalisib— uncovered