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

0918cbd5-edd0-41c8-8b67-677f35ad4611

a99fd4f6-77ad-5b3a-80b6-64896d040eed

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

  • MITOTIC_SPINDLE+0.500
  • TGF_BETA_SIGNALING+0.500
  • E2F_TARGETS+0.400
  • G2M_CHECKPOINT+0.400
  • UV_RESPONSE_DN+0.400
  • NOTCH_SIGNALING+0.300
  • WNT_BETA_CATENIN_SIGNALING+0.300
  • ANGIOGENESIS+0.200
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • APICAL_JUNCTION+0.100

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.500
  • ALLOGRAFT_REJECTION-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • MYC_TARGETS_V2-0.400
  • XENOBIOTIC_METABOLISM-0.400

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
1SRR5088885
melanoma-umap@29
0.909
2b0be4742-ccb7-48e2-b756-0c384321114e
melanoma-umap@29
0.898
3s0122214
melanoma-umap@29
0.891
4SRR5088886
melanoma-umap@29
0.878
520100144.Her2HRpos
breast-umap@18
D0.870
6ERR2208889
melanoma-umap@29
0.863
7SRR2932838
head-neck@1
0.858
8SRR8613768
breast-umap@18
E0.850
9TCGA-AC-A2QH-01B-04R-A22O-07
breast-umap@18
D0.848
10TCGA-CR-7370-01A-11R-2132-07
head-neck@1
0.844

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MITOTIC_SPINDLE0.500Inavolisib— uncovered
TGF_BETA_SIGNALING0.500Inavolisib— uncovered
E2F_TARGETS0.400Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
NOTCH_SIGNALING0.300Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered