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

3E605854-CC65-4951-8EDB-235FD21FD71F

f4ae895d-315c-5f09-8e7b-fb5ce264ce9d

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
0.1314060446780552
age_years
33
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

  • TNFA_SIGNALING_VIA_NFKB+0.679
  • INTERFERON_ALPHA_RESPONSE+0.599
  • TGF_BETA_SIGNALING+0.587
  • INTERFERON_GAMMA_RESPONSE+0.585
  • IL6_JAK_STAT3_SIGNALING+0.488
  • NOTCH_SIGNALING+0.467
  • APOPTOSIS+0.463
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.457
  • INFLAMMATORY_RESPONSE+0.456
  • P53_PATHWAY+0.429

Top 10 suppressed

  • SPERMATOGENESIS-0.237
  • KRAS_SIGNALING_DN-0.194
  • E2F_TARGETS-0.133
  • G2M_CHECKPOINT-0.079
  • PANCREAS_BETA_CELLS-0.058
  • BILE_ACID_METABOLISM+0.058
  • MYOGENESIS+0.090
  • APICAL_SURFACE+0.138
  • PEROXISOME+0.168
  • FATTY_ACID_METABOLISM+0.171

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1CCA161B9-1E9A-4F8C-8144-B32B5CF76ECC
brain-umap@2
0.934
2BS_2YCJV2VV
brain-umap@2
low-grade glioma0.933
3DACCA07A-8F2C-40C5-B8AD-73805E408D85
brain-umap@2
0.930
4R250
bladder-landscape@3
0.925
5A7C71CEF-A5C7-4BAC-9090-9808B029190B
brain-umap@2
0.921
644B1F003-553A-4C8A-A6AE-44C49262081C
brain-umap@2
0.917
79A593453-3B4C-4557-84BF-E9E902AA0F3F
brain-umap@2
0.917
8443B59BB-0BFD-459A-896E-FA07AA6C3A45
brain-umap@2
0.912
9TCGA-FD-A5BU-01A-31R-A26T-07
bladder-landscape@3
0.909
10TCGA-ZF-AA56-01A-31R-A39I-07
bladder-landscape@3
0.908

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TNFA_SIGNALING_VIA_NFKB0.679Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.599Inavolisib— uncovered
TGF_BETA_SIGNALING0.587Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.585Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.488Inavolisib— uncovered
NOTCH_SIGNALING0.467Inavolisib— uncovered
APOPTOSIS0.463Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.457Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.456Idelalisib— uncovered
P53_PATHWAY0.429Idelalisib— uncovered
ADIPOGENESIS0.415Inavolisib— uncovered
IL2_STAT5_SIGNALING0.409Idelalisib— uncovered
UV_RESPONSE_UP0.400Idelalisib— uncovered
HYPOXIA0.394Idelalisib— uncovered
ANDROGEN_RESPONSE0.363Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.363Idelalisib— uncovered
KRAS_SIGNALING_UP0.345Inavolisib— uncovered
MTORC1_SIGNALING0.332Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.325Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.320Inavolisib— uncovered