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
57

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+0.380
  • HEDGEHOG_SIGNALING+0.260
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.230
  • G2M_CHECKPOINT+0.190
  • UV_RESPONSE_DN+0.160
  • MITOTIC_SPINDLE+0.140
  • APICAL_JUNCTION+0.100
  • E2F_TARGETS+0.090
  • MYC_TARGETS_V2+0.060
  • MYOGENESIS+0.060

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.600
  • INTERFERON_ALPHA_RESPONSE-0.580
  • INTERFERON_GAMMA_RESPONSE-0.490
  • ADIPOGENESIS-0.460
  • ALLOGRAFT_REJECTION-0.460
  • FATTY_ACID_METABOLISM-0.450
  • COMPLEMENT-0.390
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.390
  • PEROXISOME-0.380
  • INFLAMMATORY_RESPONSE-0.360

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
1SRR6013547
lung-landscapes@6
cohortMD10.924
2TCGA-63-A5MW-01A-11R-A26W-07
lung-landscapes@6
cohortMD10.914
3TCGA-90-A4ED-01A-31R-A24Z-07
lung-landscapes@6
cohortMD10.889
4TCGA-58-8388-01A-11R-2326-07
lung-landscapes@6
cohortSQ10.881
5TCGA-AC-A2QH-01B-04R-A22O-07
breast-umap@18
D0.871
6TCGA-A1-A0SB-01A-11R-A144-07
breast-umap@18
A0.859
7BS_4E1G7E3G
brain-umap@2
ATRT0.856
8C3N-02435
lung-landscapes@6
cohortSQ10.855
9GSM5359422
bladder-landscape@3
0.850
10SRR8613798
breast-umap@18
D0.848

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.380Inavolisib— uncovered
HEDGEHOG_SIGNALING0.260Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.230Inavolisib— uncovered
G2M_CHECKPOINT0.190Inavolisib— uncovered
UV_RESPONSE_DN0.160Inavolisib— uncovered
MITOTIC_SPINDLE0.140Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
E2F_TARGETS0.090Inavolisib— uncovered
MYC_TARGETS_V20.060Idelalisib— uncovered
MYOGENESIS0.060Inavolisib— uncovered
KRAS_SIGNALING_DN0.040Remibrutinib— uncovered
SPERMATOGENESIS0.030Inavolisib— uncovered
ANGIOGENESIS0.010Remibrutinib— uncovered