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

3c62910d-9304-40bd-a286-d3c1fa199d89

9f85f985-1106-50c7-b49b-3352eabd895d

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
66.1656399726215

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_V1+0.360
  • PROTEIN_SECRETION+0.350
  • OXIDATIVE_PHOSPHORYLATION+0.250
  • FATTY_ACID_METABOLISM+0.180
  • DNA_REPAIR+0.120
  • SPERMATOGENESIS+0.120
  • HEME_METABOLISM+0.110
  • PANCREAS_BETA_CELLS+0.100
  • ANDROGEN_RESPONSE+0.040
  • MYC_TARGETS_V2+0.040

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.490
  • ANGIOGENESIS-0.450
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.380
  • MYOGENESIS-0.320
  • APICAL_JUNCTION-0.310
  • WNT_BETA_CATENIN_SIGNALING-0.310
  • COAGULATION-0.290
  • MITOTIC_SPINDLE-0.280
  • IL6_JAK_STAT3_SIGNALING-0.220
  • INTERFERON_GAMMA_RESPONSE-0.210

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR1350220
brain-umap@2
GTEX0.807
23ba89ed5-e704-40d1-bb04-5a0ba48e446d
colon-landscapes@1
0.802
3e74cd5d1-66e1-4008-8b9a-170392f7cbb8
colon-landscapes@1
0.795
4BS_6T4JGBGY
brain-umap@2
Embryonal tumors0.783
5df4e44f9-ee22-43d3-911e-fd4bd826ec0c
colon-landscapes@1
0.780
6SRR12696775
melanoma-umap@29
0.779
7s0095168
melanoma-umap@29
0.771
8SRR33346955
bladder-landscape@3
0.764
920140146.LumB
breast-umap@18
B0.755
10C3L-00140
lung-landscapes@6
cohortA20.755

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V10.360Inavolisib— uncovered
PROTEIN_SECRETION0.350Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.250Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.180Inavolisib— uncovered
DNA_REPAIR0.120Idelalisib— uncovered
SPERMATOGENESIS0.120Inavolisib— uncovered
HEME_METABOLISM0.110Temsirolimus— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
ANDROGEN_RESPONSE0.040Inavolisib— uncovered
MYC_TARGETS_V20.040Idelalisib— uncovered
PEROXISOME0.040Idelalisib— uncovered
P53_PATHWAY0.030Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.030Idelalisib— uncovered
ALLOGRAFT_REJECTION0.010Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.010Inavolisib— uncovered