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

d7bbb44a-3fe0-4455-99d0-90be213f2a31

11ed456a-813f-5aa5-afda-5902d0be76bd

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
51

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.470
  • WNT_BETA_CATENIN_SIGNALING+0.410
  • KRAS_SIGNALING_DN+0.400
  • MYOGENESIS+0.360
  • PANCREAS_BETA_CELLS+0.280
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.250
  • APICAL_JUNCTION+0.210
  • UV_RESPONSE_DN+0.140
  • ANGIOGENESIS+0.120
  • NOTCH_SIGNALING+0.100

Top 10 suppressed

  • MYC_TARGETS_V1-0.580
  • OXIDATIVE_PHOSPHORYLATION-0.580
  • MYC_TARGETS_V2-0.570
  • MTORC1_SIGNALING-0.500
  • PROTEIN_SECRETION-0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.490
  • E2F_TARGETS-0.480
  • TNFA_SIGNALING_VIA_NFKB-0.430
  • UNFOLDED_PROTEIN_RESPONSE-0.420
  • GLYCOLYSIS-0.410

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR33346962
bladder-landscape@3
0.934
2SRR23303745
bladder-landscape@3
0.928
3X84315f98.9366.4174.be54.3cdd1fd9db07
lung-landscapes@6
cohortA10.914
4d2995480-5ae0-42e1-9a21-25e1435201ee
colon-landscapes@1
0.907
5BS_4W68NV3M
medullo-epn-umap@date-based
MedMedulloblastoma0.894
6SRR1313107
breast-umap@18
F0.891
7BS_CZ82ANWP
brain-umap@2
DNET0.888
8SRR1313172
breast-umap@18
A0.887
9a545f8c1-39e3-48cc-8c22-897c5d3a21ea
colon-landscapes@1
0.879
10MNG690
mng-umap@100
0.876

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.470Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.410Inavolisib— uncovered
KRAS_SIGNALING_DN0.400Remibrutinib— uncovered
MYOGENESIS0.360Inavolisib— uncovered
PANCREAS_BETA_CELLS0.280Cobimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.250Inavolisib— uncovered
APICAL_JUNCTION0.210Inavolisib— uncovered
UV_RESPONSE_DN0.140Inavolisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
APICAL_SURFACE0.080Temsirolimus— uncovered
KRAS_SIGNALING_UP0.010Inavolisib— uncovered