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

198b23eb-5efa-4c7e-84f6-96976474de0b

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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

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.500
  • INTERFERON_ALPHA_RESPONSE+0.500
  • ANGIOGENESIS+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • HEDGEHOG_SIGNALING+0.300
  • IL6_JAK_STAT3_SIGNALING+0.300
  • INFLAMMATORY_RESPONSE+0.300
  • KRAS_SIGNALING_UP+0.300
  • MITOTIC_SPINDLE+0.300
  • NOTCH_SIGNALING+0.300

Top 10 suppressed

  • BILE_ACID_METABOLISM-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • FATTY_ACID_METABOLISM-0.300
  • HEME_METABOLISM-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • ADIPOGENESIS-0.200
  • KRAS_SIGNALING_DN-0.200
  • MYC_TARGETS_V2-0.200

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
1SRR8613802
breast-umap@18
D0.887
2TCGA-CR-7382-01A-11R-2132-07
head-neck@1
0.871
3SRR8518214
breast-umap@18
D0.846
46a43f966-cb2b-47ee-b0f4-c269707daa88
melanoma-umap@29
0.821
5TCGA-44-7662-01A-11R-2066-07
lung-landscapes@6
cohortA10.814
6TCGA-D8-A1XT-01A-11R-A14M-07
breast-umap@18
C0.800
7SAMN03290942
melanoma-umap@29
0.800
8TCGA-A2-A0SX-01A-12R-A084-07
breast-umap@18
D0.799
9SRR650184
bladder-landscape@3
0.798
10TCGA-FD-A3SP-01A-31R-A22U-07
bladder-landscape@3
0.796

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.500Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
E2F_TARGETS0.200Inavolisib— uncovered
G2M_CHECKPOINT0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COAGULATION0.100Binimetinib— uncovered