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

07c9c36f-e6df-464c-91fb-c1bbf7045a42

97226661-3c7f-5c06-acf2-9fb2bf2c0748

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
70.4969199178645

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.470
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • WNT_BETA_CATENIN_SIGNALING+0.350
  • P53_PATHWAY+0.340
  • FATTY_ACID_METABOLISM+0.330
  • PANCREAS_BETA_CELLS+0.330
  • INTERFERON_GAMMA_RESPONSE+0.310
  • CHOLESTEROL_HOMEOSTASIS+0.300
  • PEROXISOME+0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.290

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.320
  • UV_RESPONSE_DN-0.290
  • ANGIOGENESIS-0.270
  • MYOGENESIS-0.230
  • PROTEIN_SECRETION-0.180
  • MITOTIC_SPINDLE-0.090
  • SPERMATOGENESIS-0.080
  • APICAL_SURFACE-0.050
  • TNFA_SIGNALING_VIA_NFKB-0.050
  • HYPOXIA+0.000

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
14fc05c1a-63b9-415b-ad42-68b013e21b21
melanoma-umap@29
0.791
20F797735-CCCA-4BEA-BB94-C524E7D0A875
brain-umap@2
0.763
37a458b19-1b7c-422c-b900-cd77e5009421
colon-landscapes@1
0.758
4E775874C-4CE0-4D23-8CF0-7A3D72A84DD9
brain-umap@2
0.736
54f2a0f62-df55-4972-aeb4-fb32e6c9a522
colon-landscapes@1
0.736
6cddceb59-733b-48d1-9b75-46c9949f7794
colon-landscapes@1
0.729
7bc895549-854b-484f-8a6d-9e5152829bcb
colon-landscapes@1
0.728
885EE23A9-B5E4-49F7-A504-CEF2EB4E4E7E
brain-umap@2
0.726
946AD8592-A823-48DA-AB51-3CEC34F53E04
brain-umap@2
0.722
10BS_VF5XWFXD
brain-umap@2
high-grade glioma0.721

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.470Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.350Inavolisib— uncovered
P53_PATHWAY0.340Idelalisib— uncovered
FATTY_ACID_METABOLISM0.330Inavolisib— uncovered
PANCREAS_BETA_CELLS0.330Cobimetinib— uncovered
INTERFERON_GAMMA_RESPONSE0.310Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.300Remibrutinib— uncovered
PEROXISOME0.300Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.290Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.290Inavolisib— uncovered
GLYCOLYSIS0.280Inavolisib— uncovered
MYC_TARGETS_V10.280Inavolisib— uncovered
DNA_REPAIR0.260Idelalisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
IL2_STAT5_SIGNALING0.180Idelalisib— uncovered
MTORC1_SIGNALING0.160Inavolisib— uncovered
NOTCH_SIGNALING0.160Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.140Idelalisib— uncovered