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

26251cd8-7e90-46bb-a025-1328d83c83ee

e1fb7a33-68fb-5b66-b9f9-b08325ad74fa

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
72

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.350
  • XENOBIOTIC_METABOLISM+0.340
  • APICAL_SURFACE+0.330
  • APICAL_JUNCTION+0.320
  • PANCREAS_BETA_CELLS+0.320
  • NOTCH_SIGNALING+0.310
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.290
  • CHOLESTEROL_HOMEOSTASIS+0.270
  • ESTROGEN_RESPONSE_EARLY+0.260
  • MYOGENESIS+0.260

Top 10 suppressed

  • PROTEIN_SECRETION-0.360
  • G2M_CHECKPOINT-0.220
  • ANDROGEN_RESPONSE-0.210
  • E2F_TARGETS-0.200
  • UV_RESPONSE_DN-0.150
  • MITOTIC_SPINDLE-0.070
  • ALLOGRAFT_REJECTION-0.060
  • MYC_TARGETS_V1-0.030
  • SPERMATOGENESIS-0.030
  • HYPOXIA-0.020

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
105167d53-0b47-4131-bfa4-450b236b9fd5
colon-landscapes@1
0.893
2b83a1cf6-50a6-44fa-834d-8b3df88149fa
colon-landscapes@1
0.861
380bea63b-bc3a-4999-8c11-a35c92183cd7
colon-landscapes@1
0.838
4bb3dc2ff-a686-483e-8d3c-e06649462881
colon-landscapes@1
0.795
5SAMN03290915
melanoma-umap@29
0.787
6d496ef4f-4716-4e6e-94e3-fce93b26d4ee
colon-landscapes@1
0.773
7290b89f5-2a44-424b-b77d-a190dcb93e07
colon-landscapes@1
0.760
8a4322796-9189-48c2-9e7c-7b1493b5799a
colon-landscapes@1
0.760
98f45c6c4-b98d-4e0b-9bb0-b5be3894076d
colon-landscapes@1
0.757
10a8235ad1-0c5f-4a0b-b595-85ef3a1e49ff
colon-landscapes@1
0.755

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
WNT_BETA_CATENIN_SIGNALING0.350Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.340Inavolisib— uncovered
APICAL_SURFACE0.330Temsirolimus— uncovered
APICAL_JUNCTION0.320Inavolisib— uncovered
PANCREAS_BETA_CELLS0.320Cobimetinib— uncovered
NOTCH_SIGNALING0.310Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.290Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.270Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.260Inavolisib— uncovered
MYOGENESIS0.260Inavolisib— uncovered
KRAS_SIGNALING_DN0.250Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.230Remibrutinib— uncovered
COAGULATION0.200Binimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.190Idelalisib— uncovered
ADIPOGENESIS0.150Inavolisib— uncovered
PEROXISOME0.150Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.150Inavolisib— uncovered
UV_RESPONSE_UP0.150Idelalisib— uncovered
FATTY_ACID_METABOLISM0.120Inavolisib— uncovered
KRAS_SIGNALING_UP0.120Inavolisib— uncovered