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

a2f13560-4d23-4ef8-8c69-a5b6279d5b21

690500f6-b6d6-595f-a246-8d91a0124a24

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
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

  • MYC_TARGETS_V2+0.590
  • OXIDATIVE_PHOSPHORYLATION+0.480
  • MYC_TARGETS_V1+0.460
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.460
  • MTORC1_SIGNALING+0.410
  • DNA_REPAIR+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.360
  • UV_RESPONSE_UP+0.340
  • E2F_TARGETS+0.330
  • GLYCOLYSIS+0.320

Top 10 suppressed

  • UV_RESPONSE_DN-0.440
  • INTERFERON_ALPHA_RESPONSE-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.370
  • INTERFERON_GAMMA_RESPONSE-0.300
  • ANGIOGENESIS-0.270
  • ALLOGRAFT_REJECTION-0.250
  • KRAS_SIGNALING_UP-0.240
  • TGF_BETA_SIGNALING-0.230
  • TNFA_SIGNALING_VIA_NFKB-0.230
  • MITOTIC_SPINDLE-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR12475158
colon-landscapes@1
0.937
28c76ce45-f110-4f6a-b413-13a1a1aeddef
colon-landscapes@1
0.877
3f844415e-ca2a-4837-b050-06775fdb2ed5
colon-landscapes@1
0.875
44613d81b-e9ba-4c36-96a5-d7c9667b83ec
colon-landscapes@1
0.864
5a7d1fe23-5255-4daa-a6a9-fe2f67491323
colon-landscapes@1
0.861
6f20785b9-991d-4b87-8ba7-ca32373f1996
melanoma-umap@29
0.857
7SRR11296846
colon-landscapes@1
0.855
80acddbbc-6b74-4fdd-903d-f5ec9bfd8514
colon-landscapes@1
0.852
9SRR975598
colon-landscapes@1
0.841
104EBF33F3-DA34-4866-81E5-F2D50A18D413
brain-umap@2
0.841

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_V20.590Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.480Remibrutinib— uncovered
MYC_TARGETS_V10.460Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.460Inavolisib— uncovered
MTORC1_SIGNALING0.410Inavolisib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.360Remibrutinib— uncovered
UV_RESPONSE_UP0.340Idelalisib— uncovered
E2F_TARGETS0.330Inavolisib— uncovered
GLYCOLYSIS0.320Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.310Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
FATTY_ACID_METABOLISM0.270Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.250Inavolisib— uncovered
PEROXISOME0.220Idelalisib— uncovered
ADIPOGENESIS0.210Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.150Idelalisib— uncovered
G2M_CHECKPOINT0.150Inavolisib— uncovered
P53_PATHWAY0.150Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.140Inavolisib— uncovered