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

8F64E7A6-DEE2-426E-B843-DE4D73ECD667

2c8e94c8-1977-5d66-9b5d-c1d66998b1dd

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
8.83705650459921
age_years
59
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+0.630
  • G2M_CHECKPOINT+0.608
  • MITOTIC_SPINDLE+0.494
  • NOTCH_SIGNALING+0.491
  • MYC_TARGETS_V1+0.449
  • INTERFERON_ALPHA_RESPONSE+0.435
  • MYC_TARGETS_V2+0.424
  • PROTEIN_SECRETION+0.414
  • DNA_REPAIR+0.392
  • UNFOLDED_PROTEIN_RESPONSE+0.352

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.382
  • MYOGENESIS-0.295
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.216
  • XENOBIOTIC_METABOLISM-0.204
  • FATTY_ACID_METABOLISM-0.203
  • PANCREAS_BETA_CELLS-0.190
  • SPERMATOGENESIS-0.170
  • ESTROGEN_RESPONSE_LATE-0.149
  • COAGULATION-0.126
  • OXIDATIVE_PHOSPHORYLATION-0.125

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
16A30D8D0-DDB8-4B34-8BCB-46986144F551
brain-umap@2
0.938
2SRR934774
brain-umap@2
0.916
3SRR934827
brain-umap@2
0.914
4EFB459E3-9B6A-4020-8556-6409065823B7
brain-umap@2
0.911
5SRR934861
brain-umap@2
0.908
6F226F6D3-DE88-4B15-A0F1-63EDB55E8F9D
brain-umap@2
0.908
7SRR934813
brain-umap@2
0.907
8745233F1-DF41-4DDA-9146-1666DD59355E
brain-umap@2
0.906
94BB9587B-88CB-4BD9-BE1D-2CDF61337579
brain-umap@2
0.903
10AB522ACF-5D84-41B0-9671-CE2511EBD94F
brain-umap@2
0.902

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.630Inavolisib— uncovered
G2M_CHECKPOINT0.608Inavolisib— uncovered
MITOTIC_SPINDLE0.494Inavolisib— uncovered
NOTCH_SIGNALING0.491Inavolisib— uncovered
MYC_TARGETS_V10.449Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.435Inavolisib— uncovered
MYC_TARGETS_V20.424Idelalisib— uncovered
PROTEIN_SECRETION0.414Remibrutinib— uncovered
DNA_REPAIR0.392Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.352Idelalisib— uncovered
TGF_BETA_SIGNALING0.349Inavolisib— uncovered
UV_RESPONSE_DN0.329Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.310Idelalisib— uncovered
MTORC1_SIGNALING0.287Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.250Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.246Inavolisib— uncovered
ANGIOGENESIS0.229Remibrutinib— uncovered
APOPTOSIS0.212Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.210Inavolisib— uncovered
ANDROGEN_RESPONSE0.173Inavolisib— uncovered