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

167869B6-9620-445E-BA77-B6F95A6463F5

d2fd7b59-cda1-59fb-aaa0-df17e80f6db8

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
95.03942181340341
age_years
35
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.502
  • MYC_TARGETS_V2+0.448
  • WNT_BETA_CATENIN_SIGNALING+0.440
  • NOTCH_SIGNALING+0.383
  • MITOTIC_SPINDLE+0.258
  • DNA_REPAIR+0.226
  • UNFOLDED_PROTEIN_RESPONSE+0.118
  • PANCREAS_BETA_CELLS+0.106
  • UV_RESPONSE_UP+0.079
  • UV_RESPONSE_DN+0.071

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.455
  • INFLAMMATORY_RESPONSE-0.453
  • IL6_JAK_STAT3_SIGNALING-0.446
  • TNFA_SIGNALING_VIA_NFKB-0.413
  • INTERFERON_GAMMA_RESPONSE-0.405
  • IL2_STAT5_SIGNALING-0.374
  • COAGULATION-0.361
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.344
  • COMPLEMENT-0.316
  • INTERFERON_ALPHA_RESPONSE-0.292

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
10D8C7EC1-9BFB-44A1-8AF8-05D2A6BBE0F9
brain-umap@2
0.918
2A0502383-3883-4EB4-A63B-5586891AD3FC
brain-umap@2
0.868
36819D9DA-FE18-4584-8AF6-E53DD894852E
brain-umap@2
0.856
49CC5EB30-A8C2-4FDF-8074-467AA98ED1CA
brain-umap@2
0.853
5ERR2598195
medullo-epn-umap@date-based
fetalfetal0.851
6TCGA-BH-A0HL-01A-11R-A10U-07
breast-umap@18
B0.846
7BS_P39SQPTS
brain-umap@2
Embryonal tumors0.834
8A548DB97-6D28-4DEA-8334-201093A67B1E
brain-umap@2
0.828
9E3818BAA-BA28-4CE4-A745-BB3692883888
brain-umap@2
0.825
10SRR11296886
colon-landscapes@1
0.824

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.502Inavolisib— uncovered
MYC_TARGETS_V20.448Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.440Inavolisib— uncovered
NOTCH_SIGNALING0.383Inavolisib— uncovered
MITOTIC_SPINDLE0.258Inavolisib— uncovered
DNA_REPAIR0.226Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.118Idelalisib— uncovered
PANCREAS_BETA_CELLS0.106Cobimetinib— uncovered
UV_RESPONSE_UP0.079Idelalisib— uncovered
UV_RESPONSE_DN0.071Inavolisib— uncovered
G2M_CHECKPOINT0.062Inavolisib— uncovered
APICAL_JUNCTION0.054Inavolisib— uncovered
E2F_TARGETS0.052Inavolisib— uncovered
TGF_BETA_SIGNALING0.048Inavolisib— uncovered
MYC_TARGETS_V10.044Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.043Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.034Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.026Inavolisib— uncovered
PEROXISOME0.004Idelalisib— uncovered