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

20679021-a108-4728-ab9a-fa3ca2fed0d0

8d967a30-76c8-569c-9b0a-287dd2234035

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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.300
  • COAGULATION+0.200
  • HEDGEHOG_SIGNALING+0.200
  • TGF_BETA_SIGNALING+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200
  • APICAL_JUNCTION+0.100
  • CHOLESTEROL_HOMEOSTASIS+0.100
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.100
  • KRAS_SIGNALING_UP+0.100
  • MYOGENESIS+0.100

Top 10 suppressed

  • E2F_TARGETS-0.600
  • G2M_CHECKPOINT-0.500
  • ALLOGRAFT_REJECTION-0.400
  • MITOTIC_SPINDLE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.300
  • MYC_TARGETS_V2-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • APICAL_SURFACE-0.200
  • FATTY_ACID_METABOLISM-0.200
  • HEME_METABOLISM-0.200

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
1TCGA-78-7161-01A-11R-2039-07
lung-landscapes@6
cohortA30.803
2f4cfbfdb-3861-4731-92d8-74e66a7ae5a7
colon-landscapes@1
0.785
38d532c55-71b5-4992-9aba-7480d7c390ce
melanoma-umap@29
0.767
4TCGA-MP-A4SY-01A-21R-A24X-07
lung-landscapes@6
cohortA10.762
5SRR1313111
breast-umap@18
A0.755
6C3L-02165
lung-landscapes@6
cohortA20.750
7432c57e1-e191-4fdc-9aaa-53e460c82acc
colon-landscapes@1
0.749
8C3L-02834
lung-landscapes@6
cohortA10.746
9C3N-02145
lung-landscapes@6
cohortA10.746
10C3L-03463
lung-landscapes@6
cohortA30.746

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.300Remibrutinib— uncovered
COAGULATION0.200Binimetinib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
TGF_BETA_SIGNALING0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PROTEIN_SECRETION0.100Remibrutinib— uncovered