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

  • G2M_CHECKPOINT+0.300
  • HEDGEHOG_SIGNALING+0.300
  • SPERMATOGENESIS+0.300
  • E2F_TARGETS+0.200
  • MITOTIC_SPINDLE+0.200
  • PANCREAS_BETA_CELLS+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.100
  • ANDROGEN_RESPONSE+0.000
  • DNA_REPAIR+0.000
  • KRAS_SIGNALING_DN+0.000

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • IL2_STAT5_SIGNALING-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • ADIPOGENESIS-0.300
  • ALLOGRAFT_REJECTION-0.300
  • ANGIOGENESIS-0.300
  • APOPTOSIS-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • COAGULATION-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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1BS_QRDT19KS
brain-umap@2
medulloblastoma0.878
2TCGA-56-8083-01A-11R-2247-07
lung-landscapes@6
cohortMD10.872
3BS_A14Z8BBK
brain-umap@2
medulloblastoma0.871
4BS_FEV5A0HN
brain-umap@2
high-grade glioma0.868
5TCGA-CV-A45U-01A-12R-A24H-07
head-neck@1
0.866
6SRR10899974
melanoma-umap@29
0.866
7SRR975552
colon-landscapes@1
0.865
8X3bde0089.a1cb.45b8.879b.4408eaa25707
lung-landscapes@6
cohortMD10.863
9BS_1TWCV047
brain-umap@2
Embryonal tumors0.861
10C3L-02616
lung-landscapes@6
cohortMD10.860

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
E2F_TARGETS0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered