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

e07c111b-da6e-4743-9351-77491153bec4

f53f5c04-35fc-50bd-a3e5-a21d85bf99f8

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

  • ALLOGRAFT_REJECTION+0.600
  • IL6_JAK_STAT3_SIGNALING+0.500
  • INTERFERON_GAMMA_RESPONSE+0.400
  • INFLAMMATORY_RESPONSE+0.300
  • COMPLEMENT+0.200
  • IL2_STAT5_SIGNALING+0.200
  • INTERFERON_ALPHA_RESPONSE+0.200
  • KRAS_SIGNALING_DN+0.200
  • KRAS_SIGNALING_UP+0.200
  • TNFA_SIGNALING_VIA_NFKB+0.200

Top 10 suppressed

  • GLYCOLYSIS-0.500
  • MYC_TARGETS_V2-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • PROTEIN_SECRETION-0.500
  • ADIPOGENESIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • FATTY_ACID_METABOLISM-0.400
  • MTORC1_SIGNALING-0.400
  • MYC_TARGETS_V1-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.400

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
16b907244-c173-4e29-a163-24258a430477
melanoma-umap@29
0.940
2s0112296
melanoma-umap@29
0.938
3362a2015-1791-4934-be81-df39540b38ff
melanoma-umap@29
0.898
4TCGA-AO-A0JC-01A-11R-A056-07
breast-umap@18
D0.895
5be8d8236-4ebc-46de-a4fd-a901fec1cdce
melanoma-umap@29
0.892
6TCGA-E9-A2JT-01A-22R-A18M-07
breast-umap@18
D0.888
7SRR5088847
melanoma-umap@29
0.883
8SRR1313132
breast-umap@18
D0.883
9SRR12696778
melanoma-umap@29
0.874
10s0095135
melanoma-umap@29
0.873

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.600Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.500Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.200Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
TGF_BETA_SIGNALING0.100Inavolisib— uncovered