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

CC9815B3-88D0-4376-B96F-B979E1FBD0C7

020a3ffd-65e1-5883-bddb-46d775ebe160

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
overall_survival_months
13.337713534822601
age_years
67
sex
Male

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+0.674
  • INTERFERON_GAMMA_RESPONSE+0.594
  • MYC_TARGETS_V1+0.539
  • OXIDATIVE_PHOSPHORYLATION+0.531
  • E2F_TARGETS+0.526
  • MYC_TARGETS_V2+0.508
  • MTORC1_SIGNALING+0.497
  • ANGIOGENESIS+0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.478
  • DNA_REPAIR+0.467

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.361
  • SPERMATOGENESIS-0.257
  • HEDGEHOG_SIGNALING-0.243
  • PANCREAS_BETA_CELLS-0.164
  • ESTROGEN_RESPONSE_EARLY-0.142
  • UV_RESPONSE_DN-0.122
  • APICAL_SURFACE-0.094
  • WNT_BETA_CATENIN_SIGNALING-0.086
  • MYOGENESIS-0.083
  • MITOTIC_SPINDLE-0.063

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
1EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.972
2SRR934883
brain-umap@2
0.971
3AB5294B5-4A59-493A-9016-C2778735745F
brain-umap@2
0.966
44A54E284-9902-4E4C-A5BC-1BF144106EA3
brain-umap@2
0.966
56410821A-1C6A-4F64-939F-196313B8F1E5
brain-umap@2
0.965
68DA59514-8B25-493E-B226-818F2521B5D5
brain-umap@2
0.963
79BB56866-4E99-4E8A-A63F-2D4801558F14
brain-umap@2
0.962
8DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8
brain-umap@2
0.961
9E7BE221B-273D-4C04-BE79-366E6455EFBC
brain-umap@2
0.961
10A2170829-B80C-49F2-8FB6-39B8ACFB27CB
brain-umap@2
0.959

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.674Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.594Idelalisib— uncovered
MYC_TARGETS_V10.539Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.531Remibrutinib— uncovered
E2F_TARGETS0.526Inavolisib— uncovered
MYC_TARGETS_V20.508Idelalisib— uncovered
MTORC1_SIGNALING0.497Inavolisib— uncovered
ANGIOGENESIS0.490Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.478Inavolisib— uncovered
DNA_REPAIR0.467Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.457Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.449Idelalisib— uncovered
ALLOGRAFT_REJECTION0.435Idelalisib— uncovered
G2M_CHECKPOINT0.424Inavolisib— uncovered
APOPTOSIS0.412Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.408Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.407Remibrutinib— uncovered
GLYCOLYSIS0.402Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.388Inavolisib— uncovered
ADIPOGENESIS0.354Inavolisib— uncovered