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

5ed0377f-26aa-4b4c-bb59-03001895aecd

2ff6aec8-0dec-5b09-8c13-2fad5f4f9924

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

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+0.700
  • INTERFERON_GAMMA_RESPONSE+0.600
  • ALLOGRAFT_REJECTION+0.500
  • IL6_JAK_STAT3_SIGNALING+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • ADIPOGENESIS+0.300
  • APICAL_SURFACE+0.300
  • COMPLEMENT+0.300
  • FATTY_ACID_METABOLISM+0.300
  • HEME_METABOLISM+0.300

Top 10 suppressed

  • NOTCH_SIGNALING-0.400
  • ANGIOGENESIS-0.300
  • E2F_TARGETS-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • G2M_CHECKPOINT-0.300
  • MYC_TARGETS_V1-0.300
  • UV_RESPONSE_DN-0.200
  • APICAL_JUNCTION-0.100
  • COAGULATION-0.100
  • DNA_REPAIR-0.100

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1fea785bb-de96-4411-8bf4-a7d254af9ff9
melanoma-umap@29
0.888
2SRR8518426
breast-umap@18
C0.808
3TCGA-A8-A09Z-01A-11R-A00Z-07
breast-umap@18
B0.802
4ERR2208892
melanoma-umap@29
0.798
5BS_AG3D3435
brain-umap@2
subependymal giant cell astrocytoma(SEGA)0.792
6ERR2208921
melanoma-umap@29
0.789
7TCGA-E2-A1IK-01A-11R-A144-07
breast-umap@18
B0.784
8d3be84d5-9dd7-4366-9aea-532dc76f19ba
melanoma-umap@29
0.781
9BS_3TQSE8HF
brain-umap@2
subependymal giant cell astrocytoma(SEGA)0.772
10MNG1165
mng-umap@100
0.772

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.600Idelalisib— uncovered
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
ADIPOGENESIS0.300Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
COMPLEMENT0.300Inavolisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
HEME_METABOLISM0.300Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
PEROXISOME0.300Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered