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

acff2b90.e0b8.4523.8db6.6cce367439be

· cohortA3

c269edb9-24e8-5b56-a58b-b9cad519021c

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
cohortA3
subtype
cohortA3
age_years
58

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.490
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.470
  • PANCREAS_BETA_CELLS+0.360
  • UNFOLDED_PROTEIN_RESPONSE+0.350
  • PROTEIN_SECRETION+0.290
  • OXIDATIVE_PHOSPHORYLATION+0.260
  • MTORC1_SIGNALING+0.220
  • WNT_BETA_CATENIN_SIGNALING+0.210
  • ANDROGEN_RESPONSE+0.200
  • HYPOXIA+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.240
  • FATTY_ACID_METABOLISM-0.230
  • E2F_TARGETS-0.170
  • MYC_TARGETS_V2-0.170
  • INTERFERON_GAMMA_RESPONSE-0.160
  • KRAS_SIGNALING_DN-0.150
  • ALLOGRAFT_REJECTION-0.140
  • ESTROGEN_RESPONSE_LATE-0.140
  • TNFA_SIGNALING_VIA_NFKB-0.140
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.130

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-E2-A152-01A-11R-A12D-07
breast-umap@18
C0.710
2TCGA-44-8119-01A-11R-2241-07
lung-landscapes@6
cohortA30.700
3TCGA-UY-A8OC-01A-11R-A36F-07
bladder-landscape@3
0.657
4C3L-01838
lung-landscapes@6
cohortSQ10.656
5TCGA-AQ-A0Y5-01A-11R-A14M-07
breast-umap@18
C0.654
6SRR25617936
breast-umap@18
E0.644
73cf35e3b-812f-4cc1-bd37-e78fd6af6dc4
melanoma-umap@29
0.640
8TCGA-CV-7416-01A-11R-2081-07
head-neck@1
0.621
9TCGA-66-2789-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.620
1020020076.Her2HRpos
breast-umap@18
C0.617

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.490Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.470Inavolisib— uncovered
PANCREAS_BETA_CELLS0.360Cobimetinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.350Idelalisib— uncovered
PROTEIN_SECRETION0.290Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.260Remibrutinib— uncovered
MTORC1_SIGNALING0.220Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.210Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
COMPLEMENT0.160Inavolisib— uncovered
KRAS_SIGNALING_UP0.160Inavolisib— uncovered
TGF_BETA_SIGNALING0.160Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.130Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.080Remibrutinib— uncovered
COAGULATION0.080Binimetinib— uncovered
HEDGEHOG_SIGNALING0.070Inavolisib— uncovered
IL2_STAT5_SIGNALING0.060Idelalisib— uncovered
MITOTIC_SPINDLE0.060Inavolisib— uncovered
MYOGENESIS0.060Inavolisib— uncovered