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

f825534d-5882-4efe-a32e-af56741854f6

1b67e8c5-db7e-58cc-bdb3-85671e50bf3a

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
76

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+0.600
  • HEDGEHOG_SIGNALING+0.570
  • ANGIOGENESIS+0.430
  • UV_RESPONSE_DN+0.420
  • APICAL_SURFACE+0.390
  • MYOGENESIS+0.390
  • TGF_BETA_SIGNALING+0.320
  • APICAL_JUNCTION+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.240
  • HYPOXIA+0.220

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.620
  • INTERFERON_ALPHA_RESPONSE-0.510
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.510
  • INTERFERON_GAMMA_RESPONSE-0.420
  • FATTY_ACID_METABOLISM-0.400
  • MYC_TARGETS_V1-0.350
  • XENOBIOTIC_METABOLISM-0.350
  • P53_PATHWAY-0.340
  • ADIPOGENESIS-0.320
  • MYC_TARGETS_V2-0.300

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
1SRR8613779
breast-umap@18
D0.871
29ca22f6c-326b-4844-8e7d-fb076c7e1067
colon-landscapes@1
0.867
34b3022ba-0232-493c-b3fc-2447e8cf7113
colon-landscapes@1
0.835
4MBCProject_0044_T1_RNA
breast-umap@18
A0.833
5SRR8613703
breast-umap@18
D0.827
6TCGA-AO-A12C-01A-11R-A10J-07
breast-umap@18
A0.822
7f65f4ed5-9726-4eff-8638-63752686d2c9
colon-landscapes@1
0.821
8ee3e7969-ff2a-4b27-8f15-6cb46eed7c61
melanoma-umap@29
0.817
9TCGA-DK-A3IQ-01A-31R-A32Y-07
bladder-landscape@3
0.815
10TCGA-56-8626-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.814

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.600Inavolisib— uncovered
HEDGEHOG_SIGNALING0.570Inavolisib— uncovered
ANGIOGENESIS0.430Remibrutinib— uncovered
UV_RESPONSE_DN0.420Inavolisib— uncovered
APICAL_SURFACE0.390Temsirolimus— uncovered
MYOGENESIS0.390Inavolisib— uncovered
TGF_BETA_SIGNALING0.320Inavolisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.240Inavolisib— uncovered
HYPOXIA0.220Idelalisib— uncovered
NOTCH_SIGNALING0.220Inavolisib— uncovered
KRAS_SIGNALING_UP0.180Inavolisib— uncovered
PANCREAS_BETA_CELLS0.170Cobimetinib— uncovered
KRAS_SIGNALING_DN0.140Remibrutinib— uncovered
COAGULATION0.100Binimetinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.090Remibrutinib— uncovered
MITOTIC_SPINDLE0.090Inavolisib— uncovered
SPERMATOGENESIS0.070Inavolisib— uncovered
ANDROGEN_RESPONSE0.040Inavolisib— uncovered
IL2_STAT5_SIGNALING0.030Idelalisib— uncovered