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

3d1f89ec-ac0b-40f8-ac89-ed0c2d4967b7

687016d7-bb3d-5975-bc98-8fe201b83886

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
71

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.630
  • MYC_TARGETS_V2+0.620
  • MYC_TARGETS_V1+0.610
  • G2M_CHECKPOINT+0.510
  • OXIDATIVE_PHOSPHORYLATION+0.400
  • DNA_REPAIR+0.390
  • UNFOLDED_PROTEIN_RESPONSE+0.320
  • MTORC1_SIGNALING+0.260
  • MITOTIC_SPINDLE+0.180
  • SPERMATOGENESIS+0.140

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.530
  • INFLAMMATORY_RESPONSE-0.480
  • COAGULATION-0.460
  • TGF_BETA_SIGNALING-0.420
  • TNFA_SIGNALING_VIA_NFKB-0.410
  • UV_RESPONSE_DN-0.410
  • ANGIOGENESIS-0.400
  • IL6_JAK_STAT3_SIGNALING-0.390
  • KRAS_SIGNALING_UP-0.390
  • IL2_STAT5_SIGNALING-0.380

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
1fea46737-a2b3-49d4-8358-d0737546b6da
colon-landscapes@1
0.959
2SRR975602
colon-landscapes@1
0.946
3TCGA-51-4080-01A-01R-1100-07
lung-landscapes@6
cohortSQ20.940
4AUR-AFR3-TTM1-A-1-1-R-A743-41
breast-umap@18
C0.935
5C3L-00993
lung-landscapes@6
cohortSQ10.935
6504282dd-4fef-4f70-a709-6a545d00a263
colon-landscapes@1
0.932
7ERR2208894
melanoma-umap@29
0.929
8SRR15030859
colon-landscapes@1
0.924
920090275.TNBC
breast-umap@18
E0.924
10176e93be-1ae5-43f2-a0b5-17f31695e679
melanoma-umap@29
0.923

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.630Inavolisib— uncovered
MYC_TARGETS_V20.620Idelalisib— uncovered
MYC_TARGETS_V10.610Inavolisib— uncovered
G2M_CHECKPOINT0.510Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.400Remibrutinib— uncovered
DNA_REPAIR0.390Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.320Idelalisib— uncovered
MTORC1_SIGNALING0.260Inavolisib— uncovered
MITOTIC_SPINDLE0.180Inavolisib— uncovered
SPERMATOGENESIS0.140Inavolisib— uncovered
FATTY_ACID_METABOLISM0.120Inavolisib— uncovered
GLYCOLYSIS0.110Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.090Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.070Inavolisib— uncovered
PEROXISOME0.060Idelalisib— uncovered
PANCREAS_BETA_CELLS0.040Cobimetinib— uncovered
UV_RESPONSE_UP0.040Idelalisib— uncovered
ADIPOGENESIS0.020Inavolisib— uncovered