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

821FCEC2-41D4-48D9-8B75-D87405D075F7

d93b5f83-8ad0-579b-9b46-da79726cce18

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
4.369250985545335
age_years
65
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+0.718
  • E2F_TARGETS+0.634
  • INTERFERON_GAMMA_RESPONSE+0.627
  • G2M_CHECKPOINT+0.522
  • IL6_JAK_STAT3_SIGNALING+0.502
  • DNA_REPAIR+0.500
  • MYC_TARGETS_V1+0.498
  • MYC_TARGETS_V2+0.450
  • ALLOGRAFT_REJECTION+0.438
  • NOTCH_SIGNALING+0.435

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.349
  • KRAS_SIGNALING_DN-0.310
  • PANCREAS_BETA_CELLS-0.277
  • MYOGENESIS-0.166
  • APICAL_SURFACE-0.156
  • ESTROGEN_RESPONSE_EARLY-0.105
  • UV_RESPONSE_DN-0.053
  • SPERMATOGENESIS-0.046
  • ANDROGEN_RESPONSE-0.025
  • APICAL_JUNCTION-0.019

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
16D1D9992-DA2B-419A-A80A-9EBCDA831754
brain-umap@2
0.960
2AFE1F307-45A7-4155-8D51-FEBD6C92947C
brain-umap@2
0.950
3FD3CFD0E-E8D9-4A57-A9F0-4FB519B7E459
brain-umap@2
0.945
4C3F0BD22-6891-44F0-B023-02FC6EDFA7EB
brain-umap@2
0.940
5DF145DF3-D7FD-48C9-ADC8-0B8618DC65A8
brain-umap@2
0.939
6A0396799-AB5C-401F-81FF-7C829A3CF1E4
brain-umap@2
0.938
7F42071CA-8794-4C79-8B02-8D48C70E8BA1
brain-umap@2
0.936
8B7B8F0C1-3C67-4582-AF82-A3DCD0398DEC
brain-umap@2
0.935
9EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.935
108730AABF-0720-4754-82B0-722150A485B8
brain-umap@2
0.935

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_RESPONSE0.718Inavolisib— uncovered
E2F_TARGETS0.634Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.627Idelalisib— uncovered
G2M_CHECKPOINT0.522Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.502Inavolisib— uncovered
DNA_REPAIR0.500Idelalisib— uncovered
MYC_TARGETS_V10.498Inavolisib— uncovered
MYC_TARGETS_V20.450Idelalisib— uncovered
ALLOGRAFT_REJECTION0.438Idelalisib— uncovered
NOTCH_SIGNALING0.435Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.386Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.382Idelalisib— uncovered
COMPLEMENT0.364Inavolisib— uncovered
APOPTOSIS0.352Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.349Inavolisib— uncovered
TGF_BETA_SIGNALING0.349Inavolisib— uncovered
MTORC1_SIGNALING0.334Inavolisib— uncovered
GLYCOLYSIS0.318Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.302Idelalisib— uncovered
IL2_STAT5_SIGNALING0.288Idelalisib— uncovered