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

d22c9285-50cf-4724-9f81-606fb54c00fc

08443168-f8d4-5648-8926-381a239bf280

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
82

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+0.440
  • DNA_REPAIR+0.400
  • MYC_TARGETS_V2+0.400
  • ADIPOGENESIS+0.360
  • FATTY_ACID_METABOLISM+0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.290
  • BILE_ACID_METABOLISM+0.260
  • E2F_TARGETS+0.230
  • PEROXISOME+0.220
  • MYC_TARGETS_V1+0.210

Top 10 suppressed

  • TNFA_SIGNALING_VIA_NFKB-0.360
  • MITOTIC_SPINDLE-0.350
  • HEDGEHOG_SIGNALING-0.330
  • INTERFERON_ALPHA_RESPONSE-0.320
  • INTERFERON_GAMMA_RESPONSE-0.290
  • UV_RESPONSE_DN-0.250
  • TGF_BETA_SIGNALING-0.220
  • G2M_CHECKPOINT-0.200
  • APICAL_SURFACE-0.180
  • KRAS_SIGNALING_UP-0.150

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
1f844415e-ca2a-4837-b050-06775fdb2ed5
colon-landscapes@1
0.869
2d837c3e6-ef78-42a0-8a39-c57d48bc7c3a
colon-landscapes@1
0.860
3e84aa97b-e429-4994-acef-2b57be71fe9a
colon-landscapes@1
0.835
4efeb2328-6a31-4340-a086-c431a44348e1
colon-landscapes@1
0.813
50acddbbc-6b74-4fdd-903d-f5ec9bfd8514
colon-landscapes@1
0.802
64613d81b-e9ba-4c36-96a5-d7c9667b83ec
colon-landscapes@1
0.798
7TCGA-A2-A3XV-01A-21R-A239-07
breast-umap@18
B0.793
8C3N-01024
lung-landscapes@6
cohortA10.779
9ERR2278870
head-neck@1
0.773
10ERR2208902
melanoma-umap@29
0.770

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.440Remibrutinib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
ADIPOGENESIS0.360Inavolisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.290Inavolisib— uncovered
BILE_ACID_METABOLISM0.260Inavolisib— uncovered
E2F_TARGETS0.230Inavolisib— uncovered
PEROXISOME0.220Idelalisib— uncovered
MYC_TARGETS_V10.210Inavolisib— uncovered
PANCREAS_BETA_CELLS0.190Cobimetinib— uncovered
XENOBIOTIC_METABOLISM0.190Inavolisib— uncovered
COAGULATION0.160Binimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.150Inavolisib— uncovered
UV_RESPONSE_UP0.110Idelalisib— uncovered
GLYCOLYSIS0.090Inavolisib— uncovered
ANGIOGENESIS0.070Remibrutinib— uncovered
MTORC1_SIGNALING0.060Inavolisib— uncovered
NOTCH_SIGNALING0.040Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.040Inavolisib— uncovered