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

  • ANGIOGENESIS+0.400
  • G2M_CHECKPOINT+0.400
  • MITOTIC_SPINDLE+0.400
  • TGF_BETA_SIGNALING+0.400
  • UV_RESPONSE_DN+0.400
  • ANDROGEN_RESPONSE+0.300
  • E2F_TARGETS+0.300
  • KRAS_SIGNALING_UP+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • IL6_JAK_STAT3_SIGNALING+0.200

Top 10 suppressed

  • HEDGEHOG_SIGNALING-0.300
  • INTERFERON_ALPHA_RESPONSE-0.300
  • PANCREAS_BETA_CELLS-0.300
  • APICAL_SURFACE-0.200
  • CHOLESTEROL_HOMEOSTASIS-0.200
  • ESTROGEN_RESPONSE_LATE-0.200
  • INTERFERON_GAMMA_RESPONSE-0.200
  • KRAS_SIGNALING_DN-0.200
  • MYOGENESIS-0.200
  • OXIDATIVE_PHOSPHORYLATION-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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR8613747
breast-umap@18
D0.735
2MDT-AP-3043
medullo-epn-umap@date-based
MedMedulloblastoma0.708
35472fa65-a8e2-4593-abd8-e241d1bdec84
colon-landscapes@1
0.685
4SRR23303749
bladder-landscape@3
0.684
5TCGA-DK-A3IN-01A-11R-A20F-07
bladder-landscape@3
0.681
6TCGA-A8-A097-01A-11R-A034-07
breast-umap@18
C0.679
7TCGA-BH-A18P-01A-11R-A12D-07
breast-umap@18
A0.672
8MNG285
mng-umap@100
0.670
9f5e6497a-ed39-408d-9034-a965baaafbf7
melanoma-umap@29
0.649
1021e5a870-f00c-4bb9-a1bf-66291ab0d80a
melanoma-umap@29
0.644

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered