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

745233F1-DF41-4DDA-9146-1666DD59355E

444b5dea-8776-5603-804f-74a03744e806

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
65.7030223390276
age_years
54
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

  • G2M_CHECKPOINT+0.567
  • E2F_TARGETS+0.527
  • MYC_TARGETS_V1+0.516
  • TGF_BETA_SIGNALING+0.504
  • NOTCH_SIGNALING+0.492
  • MITOTIC_SPINDLE+0.477
  • WNT_BETA_CATENIN_SIGNALING+0.477
  • INTERFERON_ALPHA_RESPONSE+0.369
  • PROTEIN_SECRETION+0.367
  • DNA_REPAIR+0.360

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.414
  • MYOGENESIS-0.201
  • PANCREAS_BETA_CELLS-0.178
  • APICAL_SURFACE-0.151
  • SPERMATOGENESIS-0.150
  • COAGULATION-0.136
  • ESTROGEN_RESPONSE_LATE-0.108
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.095
  • HYPOXIA-0.045
  • TNFA_SIGNALING_VIA_NFKB-0.045

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
14BB9587B-88CB-4BD9-BE1D-2CDF61337579
brain-umap@2
0.926
27604968C-689A-458D-96BA-33B163B238F8
brain-umap@2
0.926
3SRR934975
brain-umap@2
0.922
40F8BE394-BA6A-401C-87D0-9B3CF50FB0C8
brain-umap@2
0.922
567B2F9CD-759E-4300-8F4B-1B5C4F9E0B1C
brain-umap@2
0.920
64099642A-F8D6-428C-AA12-1E76C27BB368
brain-umap@2
0.919
7EFB459E3-9B6A-4020-8556-6409065823B7
brain-umap@2
0.919
8AB522ACF-5D84-41B0-9671-CE2511EBD94F
brain-umap@2
0.914
98BA4F4D7-5FCD-42B8-B000-108067FE6885
brain-umap@2
0.914
10F226F6D3-DE88-4B15-A0F1-63EDB55E8F9D
brain-umap@2
0.912

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.567Inavolisib— uncovered
E2F_TARGETS0.527Inavolisib— uncovered
MYC_TARGETS_V10.516Inavolisib— uncovered
TGF_BETA_SIGNALING0.504Inavolisib— uncovered
NOTCH_SIGNALING0.492Inavolisib— uncovered
MITOTIC_SPINDLE0.477Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.477Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.369Inavolisib— uncovered
PROTEIN_SECRETION0.367Remibrutinib— uncovered
DNA_REPAIR0.360Idelalisib— uncovered
MYC_TARGETS_V20.346Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.323Idelalisib— uncovered
ADIPOGENESIS0.291Inavolisib— uncovered
HEDGEHOG_SIGNALING0.278Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.260Idelalisib— uncovered
ANDROGEN_RESPONSE0.250Inavolisib— uncovered
UV_RESPONSE_DN0.221Inavolisib— uncovered
HEME_METABOLISM0.220Temsirolimus— uncovered
MTORC1_SIGNALING0.211Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered