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

44eb0b78-9761-4131-b831-85e765a24e6b

91dba175-a085-5849-9e9d-af55c451d8a7

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
67.0499657768652

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.420
  • INTERFERON_ALPHA_RESPONSE+0.400
  • MYOGENESIS+0.390
  • ANGIOGENESIS+0.370
  • INTERFERON_GAMMA_RESPONSE+0.350
  • KRAS_SIGNALING_DN+0.290
  • APICAL_JUNCTION+0.270
  • HEDGEHOG_SIGNALING+0.270
  • ALLOGRAFT_REJECTION+0.260
  • UV_RESPONSE_DN+0.260

Top 10 suppressed

  • MYC_TARGETS_V2-0.680
  • MYC_TARGETS_V1-0.600
  • E2F_TARGETS-0.590
  • G2M_CHECKPOINT-0.500
  • MTORC1_SIGNALING-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.470
  • UNFOLDED_PROTEIN_RESPONSE-0.470
  • GLYCOLYSIS-0.410
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • DNA_REPAIR-0.400

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
1TCGA-CV-5444-01A-02R-1514-07
head-neck@1
0.930
2TCGA-DK-AA6S-01A-21R-A39I-07
bladder-landscape@3
0.919
3895018d4-b355-4339-8c60-186478ae6551
colon-landscapes@1
0.914
4TCGA-K4-A3WS-01A-11R-A22U-07
bladder-landscape@3
0.911
520040019.LumA
breast-umap@18
A0.910
6SRR975557
colon-landscapes@1
0.909
7GSM5359411
bladder-landscape@3
0.907
859f108c6-677f-4cf2-89fd-6bd15133dd6f
colon-landscapes@1
0.905
9SRR15069598
head-neck@1
0.905
10TCGA-98-A53C-01A-11R-A262-07
lung-landscapes@6
cohortMD20.905

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.420Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.400Inavolisib— uncovered
MYOGENESIS0.390Inavolisib— uncovered
ANGIOGENESIS0.370Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.350Idelalisib— uncovered
KRAS_SIGNALING_DN0.290Remibrutinib— uncovered
APICAL_JUNCTION0.270Inavolisib— uncovered
HEDGEHOG_SIGNALING0.270Inavolisib— uncovered
ALLOGRAFT_REJECTION0.260Idelalisib— uncovered
UV_RESPONSE_DN0.260Inavolisib— uncovered
KRAS_SIGNALING_UP0.240Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.230Inavolisib— uncovered
PANCREAS_BETA_CELLS0.210Cobimetinib— uncovered
COAGULATION0.180Binimetinib— uncovered
COMPLEMENT0.130Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.070Idelalisib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.040Inavolisib— uncovered
APOPTOSIS0.020Idelalisib— uncovered
IL2_STAT5_SIGNALING0.020Idelalisib— uncovered