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
  • WNT_BETA_CATENIN_SIGNALING+0.300
  • MITOTIC_SPINDLE+0.200
  • MYC_TARGETS_V1+0.200
  • MYC_TARGETS_V2+0.200
  • MYOGENESIS+0.200
  • PANCREAS_BETA_CELLS+0.200
  • APICAL_JUNCTION+0.100
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.100
  • HEDGEHOG_SIGNALING+0.100

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • COMPLEMENT-0.300
  • IL2_STAT5_SIGNALING-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
120ed86b0-2e3d-44ec-88cd-eac5486fe15c
colon-landscapes@1
0.822
2ca7940e6-af7e-44fd-a6fc-5d86dc1d86c4
colon-landscapes@1
0.818
3TCGA-AC-A5XU-01A-11R-A28M-07
breast-umap@18
B0.810
4TCGA-NC-A5HP-01A-11R-A26W-07
lung-landscapes@6
cohortSQ10.800
59a38d0dc-6b2c-439d-b10e-efd0f1cba209
melanoma-umap@29
0.795
67478db87-0751-4771-941f-9fccdf01853d
melanoma-umap@29
0.793
7ea89121f-2c74-433d-8047-898dc963bf35
colon-landscapes@1
0.792
8TCGA-63-A5MW-01A-11R-A26W-07
lung-landscapes@6
cohortMD10.789
94ce20929-7d04-4c4b-9e3c-de22d237f254
melanoma-umap@29
0.786
10SAMN03290896
melanoma-umap@29
0.784

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
ANGIOGENESIS0.400Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
MYC_TARGETS_V20.200Idelalisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.100Idelalisib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered