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

b83a1cf6-50a6-44fa-834d-8b3df88149fa

4d661280-234b-592a-a1b1-37eec9405d7c

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
77

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • XENOBIOTIC_METABOLISM+0.360
  • COAGULATION+0.340
  • OXIDATIVE_PHOSPHORYLATION+0.320
  • P53_PATHWAY+0.300
  • PANCREAS_BETA_CELLS+0.300
  • IL6_JAK_STAT3_SIGNALING+0.280
  • ESTROGEN_RESPONSE_LATE+0.270
  • APICAL_JUNCTION+0.260
  • APICAL_SURFACE+0.260
  • WNT_BETA_CATENIN_SIGNALING+0.260

Top 10 suppressed

  • PROTEIN_SECRETION-0.380
  • G2M_CHECKPOINT-0.310
  • UV_RESPONSE_DN-0.300
  • ANDROGEN_RESPONSE-0.290
  • MITOTIC_SPINDLE-0.230
  • E2F_TARGETS-0.220
  • SPERMATOGENESIS-0.110
  • MYC_TARGETS_V1-0.080
  • MTORC1_SIGNALING-0.050
  • HEME_METABOLISM-0.040

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
105167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.873
2131e315e-6653-4199-b653-42b81644dad9
colon-landscapes@1
0.866
326251cd8-7e90-46bb-a025-1328d83c83ee
colon-landscapes@1
0.861
4966a66a2-8aac-41e8-8007-88fd92d2e8e8
melanoma-umap@29
0.835
580bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.831
6d6b7de60-321d-4f6d-82e7-3d5e9598462c
colon-landscapes@1
0.820
7bb3dc2ff-a686-483e-8d3c-e06649462881
colon-landscapes@1
0.816
8a97448d4-418a-4e9c-bd75-c4d217c20c89
colon-landscapes@1
0.804
9MNG1110
mng-umap@100
0.803
10b9189c77-004e-461a-9c15-b504b12a3030
colon-landscapes@1
0.797

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
XENOBIOTIC_METABOLISM0.360Inavolisib— uncovered
COAGULATION0.340Binimetinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.320Remibrutinib— uncovered
P53_PATHWAY0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
IL6_JAK_STAT3_SIGNALING0.280Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.270Idelalisib— uncovered
APICAL_JUNCTION0.260Inavolisib— uncovered
APICAL_SURFACE0.260Temsirolimus— uncovered
WNT_BETA_CATENIN_SIGNALING0.260Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.250Inavolisib— uncovered
HEDGEHOG_SIGNALING0.250Inavolisib— uncovered
ADIPOGENESIS0.240Inavolisib— uncovered
KRAS_SIGNALING_DN0.230Remibrutinib— uncovered
MYOGENESIS0.230Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.220Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.220Inavolisib— uncovered
BILE_ACID_METABOLISM0.210Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered
NOTCH_SIGNALING0.190Inavolisib— uncovered