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

a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff

adf4440a-1606-5993-98fa-fef65f6a79b8

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
78.4147843942505

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • NOTCH_SIGNALING+0.530
  • HEDGEHOG_SIGNALING+0.440
  • WNT_BETA_CATENIN_SIGNALING+0.420
  • APICAL_SURFACE+0.340
  • APICAL_JUNCTION+0.320
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.310
  • ESTROGEN_RESPONSE_EARLY+0.290
  • MYOGENESIS+0.270
  • MYC_TARGETS_V2+0.240
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.220

Top 10 suppressed

  • PROTEIN_SECRETION-0.490
  • ANDROGEN_RESPONSE-0.350
  • E2F_TARGETS-0.290
  • INTERFERON_ALPHA_RESPONSE-0.290
  • INTERFERON_GAMMA_RESPONSE-0.250
  • ALLOGRAFT_REJECTION-0.240
  • MYC_TARGETS_V1-0.240
  • G2M_CHECKPOINT-0.200
  • UV_RESPONSE_DN-0.190
  • SPERMATOGENESIS-0.170

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
1a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.931
21c3d6580-0dc8-4346-a4f7-0bb404d4a245
colon-landscapes@1
0.891
3290b89f5-2a44-424b-b77d-a190dcb93e07
colon-landscapes@1
0.888
4c0054cf0-8f4b-47b6-a8fc-63a1fd36bcc7
melanoma-umap@29
0.872
51e82995c-f318-4225-96d4-f1e98bcbf60b
colon-landscapes@1
0.860
640b92a76-f324-4cdd-8209-517d021acd47
melanoma-umap@29
0.855
780bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.851
8MNG545
mng-umap@100
0.847
9MDT-AP-1336
medullo-epn-umap@date-based
MedMedulloblastoma0.825
1005167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.818

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.530Inavolisib— uncovered
HEDGEHOG_SIGNALING0.440Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.420Inavolisib— uncovered
APICAL_SURFACE0.340Temsirolimus— uncovered
APICAL_JUNCTION0.320Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.310Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.290Inavolisib— uncovered
MYOGENESIS0.270Inavolisib— uncovered
MYC_TARGETS_V20.240Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.220Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.220Idelalisib— uncovered
COAGULATION0.210Binimetinib— uncovered
P53_PATHWAY0.210Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.210Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.160Remibrutinib— uncovered
UV_RESPONSE_UP0.150Idelalisib— uncovered
PANCREAS_BETA_CELLS0.120Cobimetinib— uncovered
HYPOXIA0.110Idelalisib— uncovered
GLYCOLYSIS0.090Inavolisib— uncovered