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

61C38CFD-F57F-48D2-9FC7-81776647CF0E

ab9fed35-3b81-5251-9c6c-1a587e33e102

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
1.8068331143232588
age_years
36
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

  • NOTCH_SIGNALING+0.444
  • ANDROGEN_RESPONSE+0.393
  • TGF_BETA_SIGNALING+0.385
  • MYC_TARGETS_V1+0.362
  • OXIDATIVE_PHOSPHORYLATION+0.359
  • UV_RESPONSE_UP+0.317
  • TNFA_SIGNALING_VIA_NFKB+0.308
  • WNT_BETA_CATENIN_SIGNALING+0.308
  • UV_RESPONSE_DN+0.306
  • MTORC1_SIGNALING+0.289

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.313
  • COAGULATION-0.262
  • IL6_JAK_STAT3_SIGNALING-0.256
  • ALLOGRAFT_REJECTION-0.239
  • INTERFERON_GAMMA_RESPONSE-0.221
  • KRAS_SIGNALING_DN-0.149
  • MYOGENESIS-0.136
  • ANGIOGENESIS-0.119
  • COMPLEMENT-0.053
  • IL2_STAT5_SIGNALING-0.046

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
19B988854-DC8F-4C67-B8A9-F5D77F0E7497
brain-umap@2
0.897
2D1BFDB5B-3131-4B5C-8090-B3B91D4450F3
brain-umap@2
0.850
3B71EF25E-7DDB-42DA-84A5-920A90E85512
brain-umap@2
0.841
42B70C69F-DE54-4C78-B326-5CCEE15916FB
brain-umap@2
0.837
509E07A63-5FD2-4E4F-9FD5-2BB204302232
brain-umap@2
0.831
6CD628EE7-84DE-4D82-840B-73718D006B6F
brain-umap@2
0.814
7A0A24949-483B-4250-B11E-2BCE49F302AC
brain-umap@2
0.811
89C30E1C0-1ADE-460B-B53D-297CCA80C071
brain-umap@2
0.800
9TCGA-CV-7430-01A-11R-2132-07
head-neck@1
0.794
1037A8E941-F86F-449A-86E4-833AC349111F
brain-umap@2
0.792

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
NOTCH_SIGNALING0.444Inavolisib— uncovered
ANDROGEN_RESPONSE0.393Inavolisib— uncovered
TGF_BETA_SIGNALING0.385Inavolisib— uncovered
MYC_TARGETS_V10.362Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.359Remibrutinib— uncovered
UV_RESPONSE_UP0.317Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.308Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.308Inavolisib— uncovered
UV_RESPONSE_DN0.306Inavolisib— uncovered
MTORC1_SIGNALING0.289Inavolisib— uncovered
PROTEIN_SECRETION0.288Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.253Cobimetinib— uncovered
HEDGEHOG_SIGNALING0.249Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.249Idelalisib— uncovered
ADIPOGENESIS0.227Inavolisib— uncovered
DNA_REPAIR0.190Idelalisib— uncovered
HYPOXIA0.188Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.170Remibrutinib— uncovered
MITOTIC_SPINDLE0.170Inavolisib— uncovered
APOPTOSIS0.156Idelalisib— uncovered