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

1a68a242-045b-4566-afd7-192df87b02d3

8818eb65-c04a-569c-b3a4-fa6e2033b7fd

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
90

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V1+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • INTERFERON_ALPHA_RESPONSE+0.480
  • FATTY_ACID_METABOLISM+0.470
  • DNA_REPAIR+0.420
  • PEROXISOME+0.410
  • ADIPOGENESIS+0.400
  • E2F_TARGETS+0.380
  • INTERFERON_GAMMA_RESPONSE+0.380
  • XENOBIOTIC_METABOLISM+0.380

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.350
  • UV_RESPONSE_DN-0.290
  • APICAL_SURFACE-0.260
  • WNT_BETA_CATENIN_SIGNALING-0.230
  • KRAS_SIGNALING_DN-0.200
  • MITOTIC_SPINDLE-0.190
  • TGF_BETA_SIGNALING-0.190
  • TNFA_SIGNALING_VIA_NFKB-0.180
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.140
  • MYOGENESIS-0.120

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
194a92a4a-6c40-40c4-913d-0cdba8cb5892
colon-landscapes@1
0.886
277984740-019e-482f-822a-25a74ec2cc32
colon-landscapes@1
0.879
346E565A7-5022-4648-9035-B60FC7CFD6E7
brain-umap@2
0.851
42ad90ba0-8038-4bad-afa3-d176f63b42f0
colon-landscapes@1
0.851
5c7aea5a2-5772-4475-8ca6-326193eeb69e
colon-landscapes@1
0.851
6992ce1bc-46a2-4f57-ac7a-c6368c69c67c
colon-landscapes@1
0.850
7a8e85cdd-3770-40a0-837e-6962ec12fcf0
colon-landscapes@1
0.849
8f6d998cd-20fa-4add-8fa7-6b89ff16f8bd
colon-landscapes@1
0.841
9TCGA-BA-5152-01A-02R-1873-07
head-neck@1
0.840
1093708EED-CBE1-4B2E-A571-34316ACFE748
brain-umap@2
0.835

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.480Inavolisib— uncovered
FATTY_ACID_METABOLISM0.470Inavolisib— uncovered
DNA_REPAIR0.420Idelalisib— uncovered
PEROXISOME0.410Idelalisib— uncovered
ADIPOGENESIS0.400Inavolisib— uncovered
E2F_TARGETS0.380Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.380Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.380Inavolisib— uncovered
BILE_ACID_METABOLISM0.370Inavolisib— uncovered
MTORC1_SIGNALING0.360Inavolisib— uncovered
MYC_TARGETS_V20.340Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.320Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
GLYCOLYSIS0.280Inavolisib— uncovered
SPERMATOGENESIS0.240Inavolisib— uncovered
P53_PATHWAY0.220Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.220Idelalisib— uncovered
ALLOGRAFT_REJECTION0.210Idelalisib— uncovered