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

d837c3e6-ef78-42a0-8a39-c57d48bc7c3a

651bb059-d0e8-5b0a-9a34-c887aab67760

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
59

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • BILE_ACID_METABOLISM+0.360
  • OXIDATIVE_PHOSPHORYLATION+0.350
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.320
  • DNA_REPAIR+0.310
  • PEROXISOME+0.310
  • MYC_TARGETS_V1+0.300
  • XENOBIOTIC_METABOLISM+0.270
  • GLYCOLYSIS+0.250
  • ADIPOGENESIS+0.230
  • UV_RESPONSE_UP+0.230

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.460
  • MITOTIC_SPINDLE-0.330
  • TNFA_SIGNALING_VIA_NFKB-0.260
  • UV_RESPONSE_DN-0.260
  • APICAL_SURFACE-0.220
  • INTERFERON_ALPHA_RESPONSE-0.190
  • ANGIOGENESIS-0.180
  • KRAS_SIGNALING_UP-0.130
  • INFLAMMATORY_RESPONSE-0.120
  • INTERFERON_GAMMA_RESPONSE-0.110

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
1d22c9285-50cf-4724-9f81-606fb54c00fc
colon-landscapes@1
0.860
2f844415e-ca2a-4837-b050-06775fdb2ed5
colon-landscapes@1
0.831
379a36f11-38bb-42ed-a95a-ae2a9eea0f6a
colon-landscapes@1
0.789
46f2c5313-1c83-46c7-a15c-5b9526c1763b
colon-landscapes@1
0.789
50acddbbc-6b74-4fdd-903d-f5ec9bfd8514
colon-landscapes@1
0.771
6TCGA-66-2778-01A-02R-0851-07
lung-landscapes@6
cohortSQ10.760
74613d81b-e9ba-4c36-96a5-d7c9667b83ec
colon-landscapes@1
0.758
8MNG785
mng-umap@100
0.753
92d83a9e6-da2d-47e1-b2e7-4b07b108f7bd
colon-landscapes@1
0.751
10054d5602-4089-4f34-a667-14c8edbb4167
colon-landscapes@1
0.747

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
BILE_ACID_METABOLISM0.360Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.350Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.320Inavolisib— uncovered
DNA_REPAIR0.310Idelalisib— uncovered
PEROXISOME0.310Idelalisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.270Inavolisib— uncovered
GLYCOLYSIS0.250Inavolisib— uncovered
ADIPOGENESIS0.230Inavolisib— uncovered
UV_RESPONSE_UP0.230Idelalisib— uncovered
COAGULATION0.180Binimetinib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
E2F_TARGETS0.160Inavolisib— uncovered
MTORC1_SIGNALING0.130Inavolisib— uncovered
MYC_TARGETS_V20.120Idelalisib— uncovered
P53_PATHWAY0.120Idelalisib— uncovered
PANCREAS_BETA_CELLS0.070Cobimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.060Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.050Idelalisib— uncovered
SPERMATOGENESIS0.040Inavolisib— uncovered