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

b02dc7a2-3615-4b6c-a3dd-a866d8561d9d

7cb24a1d-c0b8-5061-bf9a-5d8c14e169bc

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
69

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ALLOGRAFT_REJECTION+0.540
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.520
  • IL6_JAK_STAT3_SIGNALING+0.500
  • INTERFERON_GAMMA_RESPONSE+0.490
  • ANGIOGENESIS+0.480
  • INFLAMMATORY_RESPONSE+0.480
  • INTERFERON_ALPHA_RESPONSE+0.470
  • HEDGEHOG_SIGNALING+0.420
  • TNFA_SIGNALING_VIA_NFKB+0.420
  • KRAS_SIGNALING_UP+0.360

Top 10 suppressed

  • DNA_REPAIR-0.440
  • MYC_TARGETS_V1-0.440
  • E2F_TARGETS-0.410
  • OXIDATIVE_PHOSPHORYLATION-0.390
  • G2M_CHECKPOINT-0.330
  • FATTY_ACID_METABOLISM-0.300
  • MYC_TARGETS_V2-0.280
  • UNFOLDED_PROTEIN_RESPONSE-0.280
  • MTORC1_SIGNALING-0.260
  • PANCREAS_BETA_CELLS-0.200

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-CR-7376-01A-11R-2132-07
head-neck@1
0.949
2f22cfa82-a346-4fed-bc81-21a29bf990ee
colon-landscapes@1
0.942
3TCGA-CV-6943-01A-11R-1915-07
head-neck@1
0.937
4TCGA-A2-A0YD-01A-11R-A109-07
breast-umap@18
A0.936
5cadbc884-10b6-41e4-8aee-dc11a1453b8c
colon-landscapes@1
0.935
6C3N-02923
lung-landscapes@6
cohortMD20.935
7TCGA-D8-A141-01A-11R-A115-07
breast-umap@18
A0.933
8ec054d40-e5b8-496a-8c99-5e7f88f2cf37
colon-landscapes@1
0.930
9MDT-AP-3277
medullo-epn-umap@date-based
MedMedulloblastoma0.928
10TCGA-85-6175-01A-11R-1820-07
lung-landscapes@6
cohortSQ10.928

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.540Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.520Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.500Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.490Idelalisib— uncovered
ANGIOGENESIS0.480Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.480Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.470Inavolisib— uncovered
HEDGEHOG_SIGNALING0.420Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.420Inavolisib— uncovered
KRAS_SIGNALING_UP0.360Inavolisib— uncovered
COMPLEMENT0.340Inavolisib— uncovered
IL2_STAT5_SIGNALING0.340Idelalisib— uncovered
APICAL_JUNCTION0.320Inavolisib— uncovered
NOTCH_SIGNALING0.310Inavolisib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.280Inavolisib— uncovered
APICAL_SURFACE0.270Temsirolimus— uncovered
COAGULATION0.240Binimetinib— uncovered
APOPTOSIS0.220Idelalisib— uncovered
MYOGENESIS0.210Inavolisib— uncovered