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
82

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYC_TARGETS_V2+0.540
  • INTERFERON_ALPHA_RESPONSE+0.510
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • MYC_TARGETS_V1+0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.430
  • INTERFERON_GAMMA_RESPONSE+0.410
  • MTORC1_SIGNALING+0.410
  • TNFA_SIGNALING_VIA_NFKB+0.360
  • ALLOGRAFT_REJECTION+0.310
  • UV_RESPONSE_UP+0.290

Top 10 suppressed

  • BILE_ACID_METABOLISM-0.350
  • PROTEIN_SECRETION-0.320
  • UV_RESPONSE_DN-0.280
  • MITOTIC_SPINDLE-0.170
  • WNT_BETA_CATENIN_SIGNALING-0.170
  • HEME_METABOLISM-0.160
  • TGF_BETA_SIGNALING-0.150
  • ANDROGEN_RESPONSE-0.110
  • APICAL_SURFACE-0.110
  • HEDGEHOG_SIGNALING-0.100

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-BB-A6UO-01A-12R-A34R-07
head-neck@1
0.829
2TCGA-CV-5966-01A-11R-1686-07
head-neck@1
0.825
3TCGA-XF-A9T5-01A-11R-A42T-07
bladder-landscape@3
0.824
4TCGA-QK-A6IG-01A-11R-A31N-07
head-neck@1
0.823
5DRR168607
bladder-landscape@3
0.821
6SRR8518265
breast-umap@18
E0.820
7X29cb9797.16bb.49a5.bb14.fd9e9d48bbb4
lung-landscapes@6
cohortA10.820
8MNG742
mng-umap@100
0.817
9MNG1266
mng-umap@100
0.811
10F2EB65DD-59F7-4C1F-8D92-0DCF439FF41A
brain-umap@2
0.800

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.540Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.510Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
MYC_TARGETS_V10.490Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.430Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.410Idelalisib— uncovered
MTORC1_SIGNALING0.410Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.360Inavolisib— uncovered
ALLOGRAFT_REJECTION0.310Idelalisib— uncovered
UV_RESPONSE_UP0.290Idelalisib— uncovered
ANGIOGENESIS0.240Remibrutinib— uncovered
E2F_TARGETS0.240Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.210Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
DNA_REPAIR0.190Idelalisib— uncovered
APOPTOSIS0.180Idelalisib— uncovered
GLYCOLYSIS0.160Inavolisib— uncovered
COMPLEMENT0.150Inavolisib— uncovered
G2M_CHECKPOINT0.140Inavolisib— uncovered