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

e5bfa150-ea77-423d-b26c-62f9b241e2b7

b2a97134-f30a-5d48-828d-5af45dc29bed

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
68.3367556468173

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+0.560
  • E2F_TARGETS+0.510
  • MYC_TARGETS_V1+0.460
  • DNA_REPAIR+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.340
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.310
  • G2M_CHECKPOINT+0.300
  • UV_RESPONSE_UP+0.240
  • PEROXISOME+0.220
  • NOTCH_SIGNALING+0.170

Top 10 suppressed

  • ANDROGEN_RESPONSE-0.370
  • HEDGEHOG_SIGNALING-0.360
  • TGF_BETA_SIGNALING-0.360
  • PROTEIN_SECRETION-0.330
  • HEME_METABOLISM-0.300
  • APICAL_SURFACE-0.260
  • MITOTIC_SPINDLE-0.260
  • UV_RESPONSE_DN-0.250
  • APICAL_JUNCTION-0.220
  • INTERFERON_ALPHA_RESPONSE-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
10acddbbc-6b74-4fdd-903d-f5ec9bfd8514
colon-landscapes@1
0.847
2d7856acd-b750-4d86-988f-371045e74768
colon-landscapes@1
0.844
3FFAA0A2D-49B7-4491-9B22-C82CCF1501D0
brain-umap@2
0.836
4TCGA-A2-A3XU-01A-12R-A22U-07
breast-umap@18
E0.816
513CA931D-C2D3-485E-9B18-A21B624C602E
brain-umap@2
0.809
6SRR8518329
breast-umap@18
E0.806
7SRR8942959
bladder-landscape@3
0.792
8AUR-AFUM-TTM1-A-1-1-R-A743-41
breast-umap@18
E0.789
9f844415e-ca2a-4837-b050-06775fdb2ed5
colon-landscapes@1
0.779
10TCGA-AN-A04C-01A-21R-A034-07
breast-umap@18
C0.778

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.560Idelalisib— uncovered
E2F_TARGETS0.510Inavolisib— uncovered
MYC_TARGETS_V10.460Inavolisib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.340Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.310Inavolisib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
UV_RESPONSE_UP0.240Idelalisib— uncovered
PEROXISOME0.220Idelalisib— uncovered
NOTCH_SIGNALING0.170Inavolisib— uncovered
P53_PATHWAY0.170Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
FATTY_ACID_METABOLISM0.160Inavolisib— uncovered
MTORC1_SIGNALING0.130Inavolisib— uncovered
ALLOGRAFT_REJECTION0.110Idelalisib— uncovered
ADIPOGENESIS0.080Inavolisib— uncovered
SPERMATOGENESIS0.080Inavolisib— uncovered
GLYCOLYSIS0.070Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.050Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.040Idelalisib— uncovered