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

b9189c77-004e-461a-9c15-b504b12a3030

5dbf6a11-fcee-5788-a5b7-b52d714e8f90

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
83.4140999315537

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+0.480
  • ANGIOGENESIS+0.450
  • MYOGENESIS+0.410
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.390
  • CHOLESTEROL_HOMEOSTASIS+0.340
  • IL6_JAK_STAT3_SIGNALING+0.340
  • APICAL_JUNCTION+0.330
  • COAGULATION+0.320
  • HYPOXIA+0.310
  • INFLAMMATORY_RESPONSE+0.310

Top 10 suppressed

  • G2M_CHECKPOINT-0.330
  • PROTEIN_SECRETION-0.320
  • ANDROGEN_RESPONSE-0.290
  • MITOTIC_SPINDLE-0.240
  • E2F_TARGETS-0.220
  • SPERMATOGENESIS-0.200
  • UV_RESPONSE_DN-0.170
  • MYC_TARGETS_V1-0.160
  • BILE_ACID_METABOLISM-0.130
  • PEROXISOME-0.130

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1b2b53efa-8a7b-4871-b6bb-6ebfb5cc0cea
colon-landscapes@1
0.892
2bb3dc2ff-a686-483e-8d3c-e06649462881
colon-landscapes@1
0.880
380bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.873
41652b0a3-dc1d-4490-9632-07673713deb1
colon-landscapes@1
0.873
5d496ef4f-4716-4e6e-94e3-fce93b26d4ee
colon-landscapes@1
0.867
6R170
bladder-landscape@3
0.867
782992
medullo-epn-umap@date-based
EPNSupratentorial EPN0.856
8BS_RXN5T5YT
brain-umap@2
Diffuse intrinsic pontine glioma0.852
96bc70f5c-fdba-4bef-865a-793b7782a107
colon-landscapes@1
0.849
10TCGA-60-2720-01A-01R-0851-07
lung-landscapes@6
cohortSQ10.844

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.480Inavolisib— uncovered
ANGIOGENESIS0.450Remibrutinib— uncovered
MYOGENESIS0.410Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.390Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.340Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.340Inavolisib— uncovered
APICAL_JUNCTION0.330Inavolisib— uncovered
COAGULATION0.320Binimetinib— uncovered
HYPOXIA0.310Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.310Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.290Inavolisib— uncovered
UV_RESPONSE_UP0.290Idelalisib— uncovered
NOTCH_SIGNALING0.280Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.280Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.270Idelalisib— uncovered
HEDGEHOG_SIGNALING0.270Inavolisib— uncovered
APICAL_SURFACE0.250Temsirolimus— uncovered
PANCREAS_BETA_CELLS0.250Cobimetinib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
P53_PATHWAY0.200Idelalisib— uncovered