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

443B751F-4F0B-45A1-BC83-24E446E8E573

9d813e71-517f-5a9e-b67b-4af7c29cf234

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
19.97371879106439
age_years
48
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+0.452
  • OXIDATIVE_PHOSPHORYLATION+0.423
  • DNA_REPAIR+0.286
  • TGF_BETA_SIGNALING+0.286
  • PROTEIN_SECRETION+0.281
  • ADIPOGENESIS+0.270
  • INTERFERON_ALPHA_RESPONSE+0.262
  • APOPTOSIS+0.223
  • INTERFERON_GAMMA_RESPONSE+0.216
  • UV_RESPONSE_UP+0.216

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.184
  • PANCREAS_BETA_CELLS-0.181
  • SPERMATOGENESIS-0.181
  • CHOLESTEROL_HOMEOSTASIS-0.154
  • INFLAMMATORY_RESPONSE-0.096
  • ESTROGEN_RESPONSE_LATE-0.084
  • MYOGENESIS-0.080
  • G2M_CHECKPOINT-0.050
  • MYC_TARGETS_V2-0.047
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.020

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
1C969CDC5-D2DC-4F7B-B84B-C53CEF26B2CF
brain-umap@2
0.808
2B7B0DDFA-C204-4F84-A1C5-8F836668B99F
brain-umap@2
0.797
3E9D4A83F-EADA-4330-911A-8F02393E0BA3
brain-umap@2
0.792
4SRR934985
brain-umap@2
0.782
595286AA4-B357-41FE-8051-3BD3EBE93885
brain-umap@2
0.776
6022275BA-F672-49C5-887B-CCF24A20848F
brain-umap@2
0.772
71A796849-8FD9-4B27-9CD9-A17B04CBE264
brain-umap@2
0.768
87999ABCD-7441-4437-AE78-7BF5F7FBBE36
brain-umap@2
0.762
937586AAC-159B-41F9-9078-C2F7888753AC
brain-umap@2
0.762
10C642D475-8BD8-44CA-B07E-A6822B2224C4
brain-umap@2
0.758

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_SIGNALING0.452Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.423Remibrutinib— uncovered
DNA_REPAIR0.286Idelalisib— uncovered
TGF_BETA_SIGNALING0.286Inavolisib— uncovered
PROTEIN_SECRETION0.281Remibrutinib— uncovered
ADIPOGENESIS0.270Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.262Inavolisib— uncovered
APOPTOSIS0.223Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.216Idelalisib— uncovered
UV_RESPONSE_UP0.216Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.214Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.212Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.205Inavolisib— uncovered
MITOTIC_SPINDLE0.204Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.179Inavolisib— uncovered
FATTY_ACID_METABOLISM0.144Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.137Inavolisib— uncovered
HEME_METABOLISM0.132Temsirolimus— uncovered
MTORC1_SIGNALING0.120Inavolisib— uncovered
PEROXISOME0.113Idelalisib— uncovered