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

95d76fd3-540d-4c50-9ea9-b50fe2c37639

a79eca96-1527-5e3e-af6d-bbee40150e41

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
59.5318275154004

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.460
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.450
  • TNFA_SIGNALING_VIA_NFKB+0.440
  • ANGIOGENESIS+0.410
  • UV_RESPONSE_DN+0.390
  • KRAS_SIGNALING_UP+0.240
  • MYOGENESIS+0.230
  • INFLAMMATORY_RESPONSE+0.210
  • IL2_STAT5_SIGNALING+0.170
  • WNT_BETA_CATENIN_SIGNALING+0.170

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.640
  • MYC_TARGETS_V1-0.550
  • E2F_TARGETS-0.530
  • MTORC1_SIGNALING-0.520
  • FATTY_ACID_METABOLISM-0.510
  • CHOLESTEROL_HOMEOSTASIS-0.430
  • G2M_CHECKPOINT-0.420
  • ADIPOGENESIS-0.410
  • DNA_REPAIR-0.410
  • GLYCOLYSIS-0.410

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
13383d8e1-d61d-4346-a589-007ad2829e36
colon-landscapes@1
0.908
2SRR11296799
colon-landscapes@1
0.906
37900174d-af00-444f-a5b2-226a45f7e76a
colon-landscapes@1
0.906
4ebff0d05-b930-42b7-a428-694cef63ebb5
colon-landscapes@1
0.897
566e5440a-6b08-43cc-b007-82ac3f5221d1
colon-landscapes@1
0.888
6TCGA-56-8628-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.885
7SRR975557
colon-landscapes@1
0.882
8MBCProject_3896_T1_RNA
breast-umap@18
A0.882
9SRR9879291
lung-landscapes@6
cohortMD20.874
10TCGA-A2-A4RY-01A-31R-A266-07
breast-umap@18
A0.871

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.460Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.450Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.440Inavolisib— uncovered
ANGIOGENESIS0.410Remibrutinib— uncovered
UV_RESPONSE_DN0.390Inavolisib— uncovered
KRAS_SIGNALING_UP0.240Inavolisib— uncovered
MYOGENESIS0.230Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.210Idelalisib— uncovered
IL2_STAT5_SIGNALING0.170Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
COAGULATION0.140Binimetinib— uncovered
TGF_BETA_SIGNALING0.130Inavolisib— uncovered
HYPOXIA0.120Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.080Inavolisib— uncovered
APICAL_JUNCTION0.060Inavolisib— uncovered
NOTCH_SIGNALING0.040Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.030Inavolisib— uncovered
ALLOGRAFT_REJECTION0.010Idelalisib— uncovered