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

290b89f5-2a44-424b-b77d-a190dcb93e07

e3df2e87-003e-5f8c-9f09-c94f1f874f63

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
81

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.410
  • MYOGENESIS+0.390
  • APICAL_JUNCTION+0.360
  • APICAL_SURFACE+0.350
  • NOTCH_SIGNALING+0.350
  • HEDGEHOG_SIGNALING+0.340
  • XENOBIOTIC_METABOLISM+0.290
  • CHOLESTEROL_HOMEOSTASIS+0.280
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • ADIPOGENESIS+0.250

Top 10 suppressed

  • PROTEIN_SECRETION-0.470
  • INTERFERON_ALPHA_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.350
  • ANDROGEN_RESPONSE-0.330
  • E2F_TARGETS-0.320
  • G2M_CHECKPOINT-0.320
  • IL6_JAK_STAT3_SIGNALING-0.290
  • TNFA_SIGNALING_VIA_NFKB-0.230
  • ALLOGRAFT_REJECTION-0.210
  • UV_RESPONSE_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
1c0054cf0-8f4b-47b6-a8fc-63a1fd36bcc7
melanoma-umap@29
0.890
2a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.888
344f9e45d-d779-4865-8f10-d085d5d25447
melanoma-umap@29
0.872
41e82995c-f318-4225-96d4-f1e98bcbf60b
colon-landscapes@1
0.869
505167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.848
659364db9-7bf7-4a15-9798-8e3886078012
melanoma-umap@29
0.842
7a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.836
840b92a76-f324-4cdd-8209-517d021acd47
melanoma-umap@29
0.827
9f0f41799-29e8-43f9-b357-722df163e963
melanoma-umap@29
0.815
10299f36bd-d9fd-41f5-8a29-3382e147a14f
colon-landscapes@1
0.810

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.410Inavolisib— uncovered
MYOGENESIS0.390Inavolisib— uncovered
APICAL_JUNCTION0.360Inavolisib— uncovered
APICAL_SURFACE0.350Temsirolimus— uncovered
NOTCH_SIGNALING0.350Inavolisib— uncovered
HEDGEHOG_SIGNALING0.340Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.290Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.280Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
ADIPOGENESIS0.250Inavolisib— uncovered
KRAS_SIGNALING_DN0.250Remibrutinib— uncovered
ANGIOGENESIS0.240Remibrutinib— uncovered
COAGULATION0.240Binimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.220Idelalisib— uncovered
P53_PATHWAY0.220Idelalisib— uncovered
PANCREAS_BETA_CELLS0.210Cobimetinib— uncovered
ESTROGEN_RESPONSE_EARLY0.190Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.190Inavolisib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
MYC_TARGETS_V20.160Idelalisib— uncovered