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

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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
52.6680355920602

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ALLOGRAFT_REJECTION+0.530
  • IL6_JAK_STAT3_SIGNALING+0.520
  • INTERFERON_GAMMA_RESPONSE+0.500
  • INTERFERON_ALPHA_RESPONSE+0.470
  • COMPLEMENT+0.430
  • INFLAMMATORY_RESPONSE+0.410
  • ANGIOGENESIS+0.360
  • HEDGEHOG_SIGNALING+0.360
  • IL2_STAT5_SIGNALING+0.360
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.340

Top 10 suppressed

  • P53_PATHWAY-0.220
  • CHOLESTEROL_HOMEOSTASIS-0.210
  • PANCREAS_BETA_CELLS-0.200
  • OXIDATIVE_PHOSPHORYLATION-0.170
  • PEROXISOME-0.160
  • MYC_TARGETS_V2-0.140
  • ADIPOGENESIS-0.130
  • TGF_BETA_SIGNALING-0.120
  • DNA_REPAIR-0.110
  • MYC_TARGETS_V1-0.110

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
1R187
bladder-landscape@3
0.862
2TCGA-GV-A3QG-01A-11R-A220-07
bladder-landscape@3
0.856
3c55bb20b-c929-42e2-be7f-8b1da7bee953
melanoma-umap@29
0.842
4R303
bladder-landscape@3
0.835
5TCGA-FD-A3B8-01A-31R-A20F-07
bladder-landscape@3
0.834
6TCGA-BH-A1F0-01A-11R-A137-07
breast-umap@18
D0.833
7TCGA-98-7454-01A-11R-2045-07
lung-landscapes@6
cohortMD20.833
8c7a22797-676e-4f10-a51d-e3ee91a29a21
colon-landscapes@1
0.829
9BS_J1AB8PMA
medullo-epn-umap@date-based
MedMedulloblastoma0.828
10MNG814
mng-umap@100
0.823

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.530Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.520Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.500Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.470Inavolisib— uncovered
COMPLEMENT0.430Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.410Idelalisib— uncovered
ANGIOGENESIS0.360Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.360Inavolisib— uncovered
IL2_STAT5_SIGNALING0.360Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.340Inavolisib— uncovered
KRAS_SIGNALING_UP0.270Inavolisib— uncovered
MTORC1_SIGNALING0.220Inavolisib— uncovered
APOPTOSIS0.210Idelalisib— uncovered
COAGULATION0.200Binimetinib— uncovered
G2M_CHECKPOINT0.190Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.190Idelalisib— uncovered
PROTEIN_SECRETION0.180Remibrutinib— uncovered
E2F_TARGETS0.170Inavolisib— uncovered
HEME_METABOLISM0.170Temsirolimus— uncovered
APICAL_SURFACE0.160Temsirolimus— uncovered