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

e5c23a09-dd5f-4eda-8eca-f4aea9b71c20

20ba78bd-3571-51c2-a9a5-114efd0c3c8d

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
61.5797399041752

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+0.650
  • INTERFERON_GAMMA_RESPONSE+0.550
  • ALLOGRAFT_REJECTION+0.520
  • IL6_JAK_STAT3_SIGNALING+0.380
  • INFLAMMATORY_RESPONSE+0.250
  • MYC_TARGETS_V2+0.230
  • KRAS_SIGNALING_DN+0.220
  • PANCREAS_BETA_CELLS+0.220
  • TNFA_SIGNALING_VIA_NFKB+0.220
  • IL2_STAT5_SIGNALING+0.190

Top 10 suppressed

  • ANGIOGENESIS-0.540
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • PROTEIN_SECRETION-0.400
  • UV_RESPONSE_DN-0.360
  • GLYCOLYSIS-0.350
  • ANDROGEN_RESPONSE-0.340
  • NOTCH_SIGNALING-0.320
  • MTORC1_SIGNALING-0.300
  • HEDGEHOG_SIGNALING-0.270
  • OXIDATIVE_PHOSPHORYLATION-0.270

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
1SRR9879287
lung-landscapes@6
cohortA10.886
2b03d2223-38c1-4bb3-be8b-27db05f87b66
melanoma-umap@29
0.870
3TCGA-S3-AA17-01A-11R-A41B-07
breast-umap@18
D0.854
4SRR25617828
breast-umap@18
D0.845
5TCGA-GM-A2DO-01A-11R-A18M-07
breast-umap@18
D0.840
6s0122145
melanoma-umap@29
0.837
7TCGA-LL-A5YN-01A-11R-A28M-07
breast-umap@18
B0.820
8TCGA-AO-A0JC-01A-11R-A056-07
breast-umap@18
D0.804
9SRR2016954
head-neck@1
0.803
10TCGA-E2-A1B6-01A-31R-A12P-07
breast-umap@18
D0.797

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.650Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.550Idelalisib— uncovered
ALLOGRAFT_REJECTION0.520Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.380Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.250Idelalisib— uncovered
MYC_TARGETS_V20.230Idelalisib— uncovered
KRAS_SIGNALING_DN0.220Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.220Cobimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.220Inavolisib— uncovered
IL2_STAT5_SIGNALING0.190Idelalisib— uncovered
UV_RESPONSE_UP0.150Idelalisib— uncovered
COMPLEMENT0.110Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.060Inavolisib— uncovered
P53_PATHWAY0.060Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.060Inavolisib— uncovered
DNA_REPAIR0.040Idelalisib— uncovered
APICAL_SURFACE0.020Temsirolimus— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.020Inavolisib— uncovered