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

a3b44031-71ef-476f-a8bd-3694226ce026

4dd05787-3a18-5662-9eef-d0f22a3ed0a5

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

  • OXIDATIVE_PHOSPHORYLATION+0.630
  • ALLOGRAFT_REJECTION+0.450
  • INTERFERON_GAMMA_RESPONSE+0.430
  • INTERFERON_ALPHA_RESPONSE+0.400
  • IL6_JAK_STAT3_SIGNALING+0.390
  • MYC_TARGETS_V1+0.380
  • PROTEIN_SECRETION+0.380
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.370
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • FATTY_ACID_METABOLISM+0.330

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.490
  • HEDGEHOG_SIGNALING-0.460
  • ANGIOGENESIS-0.350
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • MITOTIC_SPINDLE-0.270
  • MYOGENESIS-0.260
  • APICAL_SURFACE-0.250
  • APICAL_JUNCTION-0.240
  • KRAS_SIGNALING_DN-0.230
  • TGF_BETA_SIGNALING-0.220

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
12ad90ba0-8038-4bad-afa3-d176f63b42f0
colon-landscapes@1
0.895
2AUR-AERW-TTM1-A-1-1-R-A742-41
breast-umap@18
C0.880
35ffcc7c5-661f-4eed-b5e6-ed158c668321
colon-landscapes@1
0.877
4TCGA-05-5425-01A-02R-1628-07
lung-landscapes@6
cohortA40.851
5SRR9879275
lung-landscapes@6
cohortA10.843
6TCGA-05-5420-01A-01R-1628-07
lung-landscapes@6
cohortA10.843
7SRR12696807
melanoma-umap@29
0.840
8SRR23036888
head-neck@1
0.838
9e0464181-da72-4a14-9039-a396843c39f2
colon-landscapes@1
0.837
10bc895549-854b-484f-8a6d-9e5152829bcb
colon-landscapes@1
0.836

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.630Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.450Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.430Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.400Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.390Inavolisib— uncovered
MYC_TARGETS_V10.380Inavolisib— uncovered
PROTEIN_SECRETION0.380Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.370Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
FATTY_ACID_METABOLISM0.330Inavolisib— uncovered
ADIPOGENESIS0.320Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
COMPLEMENT0.270Inavolisib— uncovered
MTORC1_SIGNALING0.250Inavolisib— uncovered
SPERMATOGENESIS0.240Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.240Idelalisib— uncovered
BILE_ACID_METABOLISM0.230Inavolisib— uncovered
PANCREAS_BETA_CELLS0.230Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.220Inavolisib— uncovered
E2F_TARGETS0.180Inavolisib— uncovered