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

e0464181-da72-4a14-9039-a396843c39f2

c53cbe78-2906-5646-8fe4-3471f2c259c4

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
57

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+0.640
  • INTERFERON_GAMMA_RESPONSE+0.520
  • MYC_TARGETS_V1+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • E2F_TARGETS+0.480
  • MTORC1_SIGNALING+0.410
  • MYC_TARGETS_V2+0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.410
  • ALLOGRAFT_REJECTION+0.400
  • FATTY_ACID_METABOLISM+0.360

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.470
  • HEDGEHOG_SIGNALING-0.440
  • APICAL_JUNCTION-0.300
  • ESTROGEN_RESPONSE_EARLY-0.290
  • MYOGENESIS-0.280
  • UV_RESPONSE_DN-0.270
  • MITOTIC_SPINDLE-0.240
  • APICAL_SURFACE-0.220
  • ANGIOGENESIS-0.200
  • KRAS_SIGNALING_DN-0.200

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
12ad90ba0-8038-4bad-afa3-d176f63b42f0
colon-landscapes@1
0.917
2992ce1bc-46a2-4f57-ac7a-c6368c69c67c
colon-landscapes@1
0.915
3TCGA-38-4625-01A-01R-1206-07
lung-landscapes@6
cohortA10.895
4ddd65fce-1a39-415c-9114-7a9c8e9b266c
colon-landscapes@1
0.882
5ERR2208906
melanoma-umap@29
0.882
61e0f16e6-de1c-4d1e-b1f6-5fabbea1591b
colon-landscapes@1
0.875
75ffcc7c5-661f-4eed-b5e6-ed158c668321
colon-landscapes@1
0.874
8f66a9fee-f63a-4398-b242-9c065bbe213d
colon-landscapes@1
0.873
9SRR6013496
lung-landscapes@6
cohortA40.870
1046E565A7-5022-4648-9035-B60FC7CFD6E7
brain-umap@2
0.870

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.640Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.520Idelalisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
E2F_TARGETS0.480Inavolisib— uncovered
MTORC1_SIGNALING0.410Inavolisib— uncovered
MYC_TARGETS_V20.410Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.410Inavolisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
FATTY_ACID_METABOLISM0.360Inavolisib— uncovered
DNA_REPAIR0.350Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.310Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.290Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.270Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.250Inavolisib— uncovered
ADIPOGENESIS0.240Inavolisib— uncovered
G2M_CHECKPOINT0.240Inavolisib— uncovered
PEROXISOME0.240Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.230Idelalisib— uncovered
PROTEIN_SECRETION0.170Remibrutinib— uncovered