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

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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
age_years
76

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.340
  • HEDGEHOG_SIGNALING+0.330
  • MYOGENESIS+0.320
  • ANGIOGENESIS+0.260
  • MITOTIC_SPINDLE+0.250
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.240
  • UV_RESPONSE_DN+0.210
  • APICAL_JUNCTION+0.170
  • G2M_CHECKPOINT+0.150
  • APICAL_SURFACE+0.140

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.690
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.550
  • MYC_TARGETS_V1-0.520
  • MTORC1_SIGNALING-0.440
  • PROTEIN_SECRETION-0.430
  • UNFOLDED_PROTEIN_RESPONSE-0.430
  • DNA_REPAIR-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • FATTY_ACID_METABOLISM-0.380
  • MYC_TARGETS_V2-0.380

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
1TCGA-A7-A26I-01B-06R-A22O-07
breast-umap@18
D0.890
2SRR13311176
bladder-landscape@3
0.874
3SRR1313107
breast-umap@18
F0.868
4MBCProject_0589_T1_RNA
breast-umap@18
A0.860
5X8de42096.ef3e.4864.8ee1.2ee7672c1c82
lung-landscapes@6
cohortSQ10.859
6X84315f98.9366.4174.be54.3cdd1fd9db07
lung-landscapes@6
cohortA10.854
7TCGA-58-8388-01A-11R-2326-07
lung-landscapes@6
cohortSQ10.849
8d7bbb44a-3fe0-4455-99d0-90be213f2a31
colon-landscapes@1
0.847
9BS_YK6VQ9SJ
brain-umap@2
DNET0.844
103383d8e1-d61d-4346-a589-007ad2829e36
colon-landscapes@1
0.844

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.340Inavolisib— uncovered
HEDGEHOG_SIGNALING0.330Inavolisib— uncovered
MYOGENESIS0.320Inavolisib— uncovered
ANGIOGENESIS0.260Remibrutinib— uncovered
MITOTIC_SPINDLE0.250Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.240Inavolisib— uncovered
UV_RESPONSE_DN0.210Inavolisib— uncovered
APICAL_JUNCTION0.170Inavolisib— uncovered
G2M_CHECKPOINT0.150Inavolisib— uncovered
APICAL_SURFACE0.140Temsirolimus— uncovered
KRAS_SIGNALING_DN0.140Remibrutinib— uncovered
SPERMATOGENESIS0.040Inavolisib— uncovered
TGF_BETA_SIGNALING0.030Inavolisib— uncovered
NOTCH_SIGNALING0.020Inavolisib— uncovered