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

3843de1d-0eaa-48af-be58-903fcf2e5f89

b287e730-4b75-53fb-af27-95264ed38e37

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
62.5051334702259

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • HEDGEHOG_SIGNALING+0.360
  • MYOGENESIS+0.340
  • COAGULATION+0.320
  • TNFA_SIGNALING_VIA_NFKB+0.320
  • CHOLESTEROL_HOMEOSTASIS+0.310
  • APICAL_SURFACE+0.290
  • APICAL_JUNCTION+0.280
  • ANGIOGENESIS+0.270
  • HYPOXIA+0.270

Top 10 suppressed

  • E2F_TARGETS-0.460
  • INTERFERON_ALPHA_RESPONSE-0.420
  • G2M_CHECKPOINT-0.410
  • PROTEIN_SECRETION-0.370
  • INTERFERON_GAMMA_RESPONSE-0.350
  • MYC_TARGETS_V1-0.310
  • UNFOLDED_PROTEIN_RESPONSE-0.280
  • OXIDATIVE_PHOSPHORYLATION-0.270
  • SPERMATOGENESIS-0.250
  • MTORC1_SIGNALING-0.210

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
1R314
bladder-landscape@3
0.879
2TCGA-3C-AALK-01A-11R-A41B-07
breast-umap@18
A0.857
3R7
bladder-landscape@3
0.846
4GSM6454741
breast-umap@18
D0.846
5SRR975596
colon-landscapes@1
0.842
669d9a82b-5c37-45bd-a1cf-ffe1392e84fc
melanoma-umap@29
0.840
7TCGA-AC-A23G-01A-11R-A213-07
breast-umap@18
A0.839
8SRR5088831
melanoma-umap@29
0.837
9R86
bladder-landscape@3
0.833
1057583139-d2d3-4b97-a616-aa96058d4682
melanoma-umap@29
0.831

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
HEDGEHOG_SIGNALING0.360Inavolisib— uncovered
MYOGENESIS0.340Inavolisib— uncovered
COAGULATION0.320Binimetinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.320Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.310Remibrutinib— uncovered
APICAL_SURFACE0.290Temsirolimus— uncovered
APICAL_JUNCTION0.280Inavolisib— uncovered
ANGIOGENESIS0.270Remibrutinib— uncovered
HYPOXIA0.270Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.260Inavolisib— uncovered
NOTCH_SIGNALING0.230Inavolisib— uncovered
P53_PATHWAY0.230Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.220Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.190Idelalisib— uncovered
KRAS_SIGNALING_DN0.180Remibrutinib— uncovered
TGF_BETA_SIGNALING0.150Inavolisib— uncovered
KRAS_SIGNALING_UP0.140Inavolisib— uncovered
IL2_STAT5_SIGNALING0.120Idelalisib— uncovered
MYC_TARGETS_V20.100Idelalisib— uncovered