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

99b069de-d4dd-4c9b-89c3-8b50a59ea334

55db8c93-8a08-52fa-af83-05fb27bf0105

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
69

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+0.700
  • INTERFERON_GAMMA_RESPONSE+0.570
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.430
  • TNFA_SIGNALING_VIA_NFKB+0.420
  • ALLOGRAFT_REJECTION+0.340
  • IL6_JAK_STAT3_SIGNALING+0.320
  • APOPTOSIS+0.310
  • DNA_REPAIR+0.300
  • GLYCOLYSIS+0.250

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.410
  • WNT_BETA_CATENIN_SIGNALING-0.390
  • BILE_ACID_METABOLISM-0.340
  • MYOGENESIS-0.190
  • NOTCH_SIGNALING-0.140
  • KRAS_SIGNALING_DN-0.130
  • UV_RESPONSE_DN-0.120
  • APICAL_SURFACE-0.090
  • PANCREAS_BETA_CELLS-0.090
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.080

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
18f1213be-da41-4cd6-97b2-f9fce1ea00ff
colon-landscapes@1
0.875
2f5174c29-918d-4ad9-bd44-c94463396414
colon-landscapes@1
0.874
3TCGA-O2-A52Q-01A-11R-A26W-07
lung-landscapes@6
cohortA10.872
4B8AED170-C88C-4A86-8377-93B5D14AB334
brain-umap@2
0.850
5a0fad25f-74d8-42f1-8e47-4d56c091e000
colon-landscapes@1
0.846
6C3N-02087
lung-landscapes@6
cohortA10.826
7X16125ffc.4138.408e.9573.cd6c960504cf
lung-landscapes@6
cohortA10.825
8BS_GJNCYABP
brain-umap@2
ATRT0.825
9f66a9fee-f63a-4398-b242-9c065bbe213d
colon-landscapes@1
0.823
109E5B5D00-45A2-48A9-9F57-0B4AAE9E4E25
brain-umap@2
0.819

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.570Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.430Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.420Inavolisib— uncovered
ALLOGRAFT_REJECTION0.340Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.320Inavolisib— uncovered
APOPTOSIS0.310Idelalisib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
GLYCOLYSIS0.250Inavolisib— uncovered
MTORC1_SIGNALING0.250Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.250Idelalisib— uncovered
MYC_TARGETS_V10.220Inavolisib— uncovered
P53_PATHWAY0.210Idelalisib— uncovered
ADIPOGENESIS0.200Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.200Idelalisib— uncovered
FATTY_ACID_METABOLISM0.190Inavolisib— uncovered
UV_RESPONSE_UP0.190Idelalisib— uncovered
HYPOXIA0.180Idelalisib— uncovered
ANDROGEN_RESPONSE0.170Inavolisib— uncovered