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

60c210ff-d245-40d2-9de9-7b799cc3ffc9

27831d29-8474-57dd-9976-536f78e2f5ae

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

  • APICAL_SURFACE+0.400
  • KRAS_SIGNALING_DN+0.400
  • APICAL_JUNCTION+0.300
  • COAGULATION+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • ESTROGEN_RESPONSE_LATE+0.300
  • MYOGENESIS+0.300
  • PANCREAS_BETA_CELLS+0.300
  • ANGIOGENESIS+0.200

Top 10 suppressed

  • E2F_TARGETS-0.700
  • G2M_CHECKPOINT-0.700
  • MITOTIC_SPINDLE-0.500
  • MTORC1_SIGNALING-0.500
  • MYC_TARGETS_V1-0.500
  • MYC_TARGETS_V2-0.500
  • UNFOLDED_PROTEIN_RESPONSE-0.500
  • PI3K_AKT_MTOR_SIGNALING-0.400
  • PROTEIN_SECRETION-0.400
  • ANDROGEN_RESPONSE-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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1d93b1580-c20d-4611-ac99-c0cb33f37a45
melanoma-umap@29
0.900
2SJEPD028_D.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.899
3TCGA-KQ-A41P-01A-12R-A33J-07
bladder-landscape@3
0.873
4BS_CVGFNCBJ
brain-umap@2
low-grade glioma0.861
5BS_7XRN3CFX
brain-umap@2
low-grade glioma0.861
6SJEPD001515_D1.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.859
7TCGA-E9-A3X8-01A-31R-A22U-07
breast-umap@18
B0.858
8BS_AKRHBPNZ
brain-umap@2
Ganglioglioma0.846
9TCGA-MP-A4TD-01A-32R-A262-07
lung-landscapes@6
cohortA30.845
10R62
bladder-landscape@3
0.843

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
APICAL_SURFACE0.400Temsirolimus— uncovered
KRAS_SIGNALING_DN0.400Remibrutinib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
COAGULATION0.300Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.300Idelalisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
P53_PATHWAY0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered