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

CF764E50-B0F9-44DE-8B48-F8F5A8920240

f7772504-e270-5f3b-91f5-572fcd7796a2

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
122.634691195795
age_years
38
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+0.470
  • UV_RESPONSE_DN+0.457
  • OXIDATIVE_PHOSPHORYLATION+0.433
  • HEDGEHOG_SIGNALING+0.397
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.358
  • MTORC1_SIGNALING+0.356
  • TGF_BETA_SIGNALING+0.356
  • APOPTOSIS+0.338
  • INTERFERON_ALPHA_RESPONSE+0.337
  • ADIPOGENESIS+0.336

Top 10 suppressed

  • E2F_TARGETS-0.097
  • SPERMATOGENESIS-0.088
  • IL6_JAK_STAT3_SIGNALING-0.048
  • KRAS_SIGNALING_DN-0.031
  • COAGULATION-0.026
  • MYOGENESIS-0.003
  • ANGIOGENESIS+0.022
  • G2M_CHECKPOINT+0.039
  • DNA_REPAIR+0.044
  • IL2_STAT5_SIGNALING+0.067

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
1TCGA-CQ-5324-01A-01R-1686-07
head-neck@1
0.875
20F8847C7-545C-4C3C-B3D0-0681C9480712
brain-umap@2
0.871
369A8CCB7-91F2-475C-8A31-64CD4E075090
brain-umap@2
0.865
4077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C
brain-umap@2
0.851
53E605854-CC65-4951-8EDB-235FD21FD71F
brain-umap@2
0.849
623B8A53B-83FD-47BB-AD6E-184E11B1E957
brain-umap@2
0.846
737586AAC-159B-41F9-9078-C2F7888753AC
brain-umap@2
0.845
8A7C71CEF-A5C7-4BAC-9090-9808B029190B
brain-umap@2
0.837
9TCGA-ZF-AA56-01A-31R-A39I-07
bladder-landscape@3
0.834
10106E2A94-0366-4D5E-894F-41117C78E18C
brain-umap@2
0.834

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.470Inavolisib— uncovered
UV_RESPONSE_DN0.457Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.433Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.397Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.358Inavolisib— uncovered
MTORC1_SIGNALING0.356Inavolisib— uncovered
TGF_BETA_SIGNALING0.356Inavolisib— uncovered
APOPTOSIS0.338Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.337Inavolisib— uncovered
ADIPOGENESIS0.336Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.335Remibrutinib— uncovered
APICAL_SURFACE0.320Temsirolimus— uncovered
INTERFERON_GAMMA_RESPONSE0.317Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.305Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.301Inavolisib— uncovered
KRAS_SIGNALING_UP0.296Inavolisib— uncovered
ANDROGEN_RESPONSE0.294Inavolisib— uncovered
PROTEIN_SECRETION0.294Remibrutinib— uncovered
PEROXISOME0.276Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.274Idelalisib— uncovered