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

21b172a2-72ce-4cfc-b021-cf8c36359feb

65a61b84-5a05-5756-a12d-9e213f3c5e96

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
47.8576317590691

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.470
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.440
  • APICAL_SURFACE+0.300
  • G2M_CHECKPOINT+0.290
  • ANGIOGENESIS+0.260
  • MITOTIC_SPINDLE+0.260
  • E2F_TARGETS+0.210
  • TNFA_SIGNALING_VIA_NFKB+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.170
  • TGF_BETA_SIGNALING+0.160

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.470
  • OXIDATIVE_PHOSPHORYLATION-0.430
  • FATTY_ACID_METABOLISM-0.370
  • ALLOGRAFT_REJECTION-0.310
  • ADIPOGENESIS-0.270
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.240
  • PANCREAS_BETA_CELLS-0.220
  • COMPLEMENT-0.210
  • DNA_REPAIR-0.190

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
1f825534d-5882-4efe-a32e-af56741854f6
colon-landscapes@1
0.783
2TCGA-F7-8298-01A-11R-2403-07
head-neck@1
0.782
34b3022ba-0232-493c-b3fc-2447e8cf7113
colon-landscapes@1
0.769
4e040e6c8-34e5-44fb-a6f3-c247009fccfc
colon-landscapes@1
0.762
5C3N-03662
lung-landscapes@6
cohortSQ20.749
6SRR8518404
breast-umap@18
D0.744
7TCGA-A7-A0DA-01A-31R-A115-07
breast-umap@18
E0.743
8SRR8518444
breast-umap@18
D0.738
950d521bc-fb39-4811-9126-09f092623809
colon-landscapes@1
0.735
10SRR23303761
bladder-landscape@3
0.734

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.470Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.440Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
G2M_CHECKPOINT0.290Inavolisib— uncovered
ANGIOGENESIS0.260Remibrutinib— uncovered
MITOTIC_SPINDLE0.260Inavolisib— uncovered
E2F_TARGETS0.210Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
TGF_BETA_SIGNALING0.160Inavolisib— uncovered
APICAL_JUNCTION0.140Inavolisib— uncovered
COAGULATION0.130Binimetinib— uncovered
HYPOXIA0.090Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.060Remibrutinib— uncovered
KRAS_SIGNALING_DN0.060Remibrutinib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
KRAS_SIGNALING_UP0.040Inavolisib— uncovered
MYOGENESIS0.040Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.040Inavolisib— uncovered
APOPTOSIS0.030Idelalisib— uncovered