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

4769f22f-eeaf-4108-9555-55cc5d6ae27b

2a867266-78b2-58b7-8bc2-8e935cf33281

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
73

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+0.630
  • INTERFERON_ALPHA_RESPONSE+0.470
  • FATTY_ACID_METABOLISM+0.460
  • PEROXISOME+0.450
  • CHOLESTEROL_HOMEOSTASIS+0.390
  • MTORC1_SIGNALING+0.390
  • P53_PATHWAY+0.390
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.370
  • MYC_TARGETS_V1+0.350
  • MYC_TARGETS_V2+0.340

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.600
  • HEDGEHOG_SIGNALING-0.440
  • ANGIOGENESIS-0.380
  • MYOGENESIS-0.350
  • UV_RESPONSE_DN-0.300
  • APICAL_JUNCTION-0.260
  • WNT_BETA_CATENIN_SIGNALING-0.200
  • NOTCH_SIGNALING-0.180
  • HYPOXIA-0.160
  • COAGULATION-0.130

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
1db087000-74fa-4044-812f-01842b99f448
colon-landscapes@1
0.862
2f4aa57d8-df4c-4fee-979a-0f981c8762da
colon-landscapes@1
0.859
3a8e85cdd-3770-40a0-837e-6962ec12fcf0
colon-landscapes@1
0.845
4c340b651-bd01-4194-a67b-e801d0feeb2b
colon-landscapes@1
0.844
5bf312cd5-e251-4d63-95b5-c379b3ef5ded
colon-landscapes@1
0.830
6bc895549-854b-484f-8a6d-9e5152829bcb
colon-landscapes@1
0.829
72d83a9e6-da2d-47e1-b2e7-4b07b108f7bd
colon-landscapes@1
0.816
8TCGA-AR-A0TW-01A-11R-A084-07
breast-umap@18
B0.813
9TCGA-CV-5439-01A-01R-1686-07
head-neck@1
0.800
101a68a242-045b-4566-afd7-192df87b02d3
colon-landscapes@1
0.799

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_PHOSPHORYLATION0.630Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.470Inavolisib— uncovered
FATTY_ACID_METABOLISM0.460Inavolisib— uncovered
PEROXISOME0.450Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.390Remibrutinib— uncovered
MTORC1_SIGNALING0.390Inavolisib— uncovered
P53_PATHWAY0.390Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.370Inavolisib— uncovered
MYC_TARGETS_V10.350Inavolisib— uncovered
MYC_TARGETS_V20.340Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.340Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.330Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.330Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.310Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
ADIPOGENESIS0.280Inavolisib— uncovered
BILE_ACID_METABOLISM0.280Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.270Inavolisib— uncovered
DNA_REPAIR0.230Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.230Idelalisib— uncovered