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

812834CD-DA8F-4C0C-A49E-31D4A882D0E0

fadad948-79aa-52cd-8ae1-2071615869d7

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
8.541392904073588
age_years
60
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

  • E2F_TARGETS+0.599
  • MYC_TARGETS_V1+0.585
  • DNA_REPAIR+0.537
  • MYC_TARGETS_V2+0.503
  • G2M_CHECKPOINT+0.496
  • INTERFERON_ALPHA_RESPONSE+0.495
  • INTERFERON_GAMMA_RESPONSE+0.491
  • NOTCH_SIGNALING+0.485
  • OXIDATIVE_PHOSPHORYLATION+0.484
  • MTORC1_SIGNALING+0.403

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.453
  • MYOGENESIS-0.270
  • SPERMATOGENESIS-0.213
  • APICAL_SURFACE-0.134
  • HEDGEHOG_SIGNALING-0.112
  • ESTROGEN_RESPONSE_EARLY-0.109
  • APICAL_JUNCTION-0.052
  • PANCREAS_BETA_CELLS-0.019
  • COAGULATION-0.010
  • UV_RESPONSE_DN+0.001

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
1C14BEAAE-A766-4ADE-A9B4-674D8717591F
brain-umap@2
0.970
2BB96C5BA-CA50-40B4-B22A-3FCFE46AB11C
brain-umap@2
0.961
3D9385661-DBBA-4AF7-B7E6-857BF84CF7CD
brain-umap@2
0.958
424E79135-8904-49F9-A748-AC059F325450
brain-umap@2
0.956
5E97A62A3-E4D3-435C-9165-C0075358578E
brain-umap@2
0.954
66B8CAF74-45C6-4C20-8126-A99F73346198
brain-umap@2
0.952
793A7AA5D-FA07-470A-9FD3-306EA577D3C4
brain-umap@2
0.952
82E040577-EA0C-4876-9F43-A180DA38F733
brain-umap@2
0.952
9A4821960-9921-4B07-98CE-C4FDCA15146D
brain-umap@2
0.952
106D1D9992-DA2B-419A-A80A-9EBCDA831754
brain-umap@2
0.948

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.599Inavolisib— uncovered
MYC_TARGETS_V10.585Inavolisib— uncovered
DNA_REPAIR0.537Idelalisib— uncovered
MYC_TARGETS_V20.503Idelalisib— uncovered
G2M_CHECKPOINT0.496Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.495Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.491Idelalisib— uncovered
NOTCH_SIGNALING0.485Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.484Remibrutinib— uncovered
MTORC1_SIGNALING0.403Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.352Idelalisib— uncovered
ADIPOGENESIS0.340Inavolisib— uncovered
TGF_BETA_SIGNALING0.337Inavolisib— uncovered
PROTEIN_SECRETION0.332Remibrutinib— uncovered
APOPTOSIS0.330Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.304Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.299Inavolisib— uncovered
ALLOGRAFT_REJECTION0.274Idelalisib— uncovered
IL2_STAT5_SIGNALING0.269Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.269Inavolisib— uncovered