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

19645f04-0021-4b2d-ad56-b1342c6ca519

2ffcffc2-99d3-59fb-8fbd-d21d982440e4

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
75

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+0.290
  • UV_RESPONSE_DN+0.260
  • SPERMATOGENESIS+0.220
  • KRAS_SIGNALING_UP+0.200
  • MITOTIC_SPINDLE+0.180
  • INFLAMMATORY_RESPONSE+0.140
  • ANGIOGENESIS+0.110
  • ANDROGEN_RESPONSE+0.100
  • MYOGENESIS+0.090
  • ALLOGRAFT_REJECTION+0.080

Top 10 suppressed

  • MYC_TARGETS_V2-0.410
  • PANCREAS_BETA_CELLS-0.380
  • DNA_REPAIR-0.360
  • P53_PATHWAY-0.360
  • APICAL_SURFACE-0.340
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.340
  • UNFOLDED_PROTEIN_RESPONSE-0.340
  • UV_RESPONSE_UP-0.340
  • XENOBIOTIC_METABOLISM-0.320
  • OXIDATIVE_PHOSPHORYLATION-0.310

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
1c874c481-cff8-4e2d-99b1-3b5aeaaecb8e
colon-landscapes@1
0.873
2ba2b0b86-f7f1-47f7-b0fd-bec3f623febb
colon-landscapes@1
0.863
3TCGA-44-2665-01B-06R-A277-07
lung-landscapes@6
cohortMD20.796
45abd486a-6aed-4dcf-a2a2-2537af6cdd9c
colon-landscapes@1
0.793
5TCGA-22-1016-01A-01R-A96U-41
lung-landscapes@6
cohortMD20.792
6TCGA-A7-A13E-01B-06R-A277-07
breast-umap@18
D0.788
7b8135e73-31c3-49af-b4da-a7ed5f28d68a
colon-landscapes@1
0.787
8cd10f4f7-d92b-4152-8595-332686e4605a
colon-landscapes@1
0.784
9ec48e2b8-ca0a-40fe-a87b-f0e955466840
colon-landscapes@1
0.779
10d1447a31-64bb-4e70-ae50-eeff7a605f38
colon-landscapes@1
0.779

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.290Inavolisib— uncovered
UV_RESPONSE_DN0.260Inavolisib— uncovered
SPERMATOGENESIS0.220Inavolisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.180Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.140Idelalisib— uncovered
ANGIOGENESIS0.110Remibrutinib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
MYOGENESIS0.090Inavolisib— uncovered
ALLOGRAFT_REJECTION0.080Idelalisib— uncovered
BILE_ACID_METABOLISM0.060Inavolisib— uncovered
PROTEIN_SECRETION0.060Remibrutinib— uncovered
G2M_CHECKPOINT0.050Inavolisib— uncovered
IL2_STAT5_SIGNALING0.040Idelalisib— uncovered
TGF_BETA_SIGNALING0.020Inavolisib— uncovered
HEDGEHOG_SIGNALING0.010Inavolisib— uncovered