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

1e82995c-f318-4225-96d4-f1e98bcbf60b

0a319d46-878f-5910-8241-20a6c4acc156

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
47

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYOGENESIS+0.330
  • APICAL_JUNCTION+0.310
  • HEDGEHOG_SIGNALING+0.310
  • WNT_BETA_CATENIN_SIGNALING+0.300
  • NOTCH_SIGNALING+0.290
  • CHOLESTEROL_HOMEOSTASIS+0.250
  • P53_PATHWAY+0.250
  • COAGULATION+0.240
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.230
  • HYPOXIA+0.200

Top 10 suppressed

  • E2F_TARGETS-0.520
  • G2M_CHECKPOINT-0.480
  • ANDROGEN_RESPONSE-0.400
  • PROTEIN_SECRETION-0.400
  • SPERMATOGENESIS-0.290
  • UV_RESPONSE_DN-0.250
  • ALLOGRAFT_REJECTION-0.220
  • INTERFERON_GAMMA_RESPONSE-0.220
  • MITOTIC_SPINDLE-0.210
  • MTORC1_SIGNALING-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.

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
0.872
2290b89f5-2a44-424b-b77d-a190dcb93e07
colon-landscapes@1
0.869
3R168
bladder-landscape@3
0.867
4a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.860
5MDT-AP-1336
medullo-epn-umap@date-based
MedMedulloblastoma0.860
6c0054cf0-8f4b-47b6-a8fc-63a1fd36bcc7
melanoma-umap@29
0.854
705167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.848
81c3d6580-0dc8-4346-a4f7-0bb404d4a245
colon-landscapes@1
0.824
9MNG545
mng-umap@100
0.821
10SAMN03290915
melanoma-umap@29
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 30 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYOGENESIS0.330Inavolisib— uncovered
APICAL_JUNCTION0.310Inavolisib— uncovered
HEDGEHOG_SIGNALING0.310Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
NOTCH_SIGNALING0.290Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.250Remibrutinib— uncovered
P53_PATHWAY0.250Idelalisib— uncovered
COAGULATION0.240Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.230Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.180Inavolisib— uncovered
APICAL_SURFACE0.170Temsirolimus— uncovered
XENOBIOTIC_METABOLISM0.170Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.160Inavolisib— uncovered
MYC_TARGETS_V20.160Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.160Remibrutinib— uncovered
ADIPOGENESIS0.140Inavolisib— uncovered
ANGIOGENESIS0.130Remibrutinib— uncovered
ESTROGEN_RESPONSE_LATE0.110Idelalisib— uncovered
UV_RESPONSE_UP0.110Idelalisib— uncovered