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

1B1E827B-A98A-465E-AC6F-448C076E829D

3cdf3eb8-ea8e-5075-962d-8d8d67e129fc

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
18.758212877792378
age_years
50
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+0.689
  • INTERFERON_GAMMA_RESPONSE+0.674
  • TNFA_SIGNALING_VIA_NFKB+0.540
  • IL6_JAK_STAT3_SIGNALING+0.498
  • ALLOGRAFT_REJECTION+0.455
  • MYC_TARGETS_V2+0.450
  • MTORC1_SIGNALING+0.428
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.423
  • TGF_BETA_SIGNALING+0.419
  • DNA_REPAIR+0.414

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.432
  • SPERMATOGENESIS-0.359
  • PANCREAS_BETA_CELLS-0.350
  • MYOGENESIS-0.154
  • APICAL_SURFACE-0.049
  • BILE_ACID_METABOLISM-0.040
  • ESTROGEN_RESPONSE_LATE+0.024
  • HEDGEHOG_SIGNALING+0.027
  • UV_RESPONSE_DN+0.049
  • FATTY_ACID_METABOLISM+0.105

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
1C33EDB64-C7B9-49A1-AE73-1D293F8522F6
brain-umap@2
0.972
27876A884-F031-42AB-ADC0-89589760FB6B
brain-umap@2
0.971
3A678E1E5-E02D-49A1-BB2B-C91A60E6382E
brain-umap@2
0.970
4DE370889-1057-4355-AFD8-CCFCDC6CD00F
brain-umap@2
0.967
5SRR934921
brain-umap@2
0.966
6F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.960
7SRR934874
brain-umap@2
0.959
844B1F003-553A-4C8A-A6AE-44C49262081C
brain-umap@2
0.959
9A9B59C46-7F32-4DD1-9649-B1788CA5E909
brain-umap@2
0.957
100E66EFB0-712B-4A52-8F75-A37F030CABEF
brain-umap@2
0.957

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.689Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.674Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.540Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.498Inavolisib— uncovered
ALLOGRAFT_REJECTION0.455Idelalisib— uncovered
MYC_TARGETS_V20.450Idelalisib— uncovered
MTORC1_SIGNALING0.428Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.423Inavolisib— uncovered
TGF_BETA_SIGNALING0.419Inavolisib— uncovered
DNA_REPAIR0.414Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.414Idelalisib— uncovered
MYC_TARGETS_V10.409Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.403Idelalisib— uncovered
ANDROGEN_RESPONSE0.388Inavolisib— uncovered
IL2_STAT5_SIGNALING0.382Idelalisib— uncovered
ANGIOGENESIS0.380Remibrutinib— uncovered
APOPTOSIS0.373Idelalisib— uncovered
HYPOXIA0.371Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.369Inavolisib— uncovered
PROTEIN_SECRETION0.357Remibrutinib— uncovered