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

3D3C3AAA-2C7A-43C6-8137-73A6E0896FAC

a0777118-7f13-56b3-88e2-cebc0e4eca81

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
sex
Male

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+0.708
  • TNFA_SIGNALING_VIA_NFKB+0.638
  • INTERFERON_GAMMA_RESPONSE+0.605
  • ANGIOGENESIS+0.601
  • IL6_JAK_STAT3_SIGNALING+0.598
  • INFLAMMATORY_RESPONSE+0.560
  • INTERFERON_ALPHA_RESPONSE+0.548
  • MTORC1_SIGNALING+0.547
  • ALLOGRAFT_REJECTION+0.520
  • MYC_TARGETS_V1+0.517

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.391
  • SPERMATOGENESIS-0.292
  • HEDGEHOG_SIGNALING-0.111
  • MYOGENESIS-0.067
  • PANCREAS_BETA_CELLS-0.058
  • MITOTIC_SPINDLE-0.048
  • WNT_BETA_CATENIN_SIGNALING+0.008
  • BILE_ACID_METABOLISM+0.084
  • APICAL_SURFACE+0.093
  • FATTY_ACID_METABOLISM+0.147

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
1F9EB85A8-8E6D-44C0-8C59-50B1DB4E652B
brain-umap@2
0.987
25307FA7F-DFE5-42BC-BFC7-826AACAAE799
brain-umap@2
0.983
3E9FC1686-028B-476C-B51B-4956213D874B
brain-umap@2
0.977
4F9A39954-57EB-4A3F-97A0-1801B08BBD53
brain-umap@2
0.976
5A219A5D7-C67B-4CF0-860A-78ADEB56A13D
brain-umap@2
0.973
625C4D537-0142-4DAA-874B-BC793336DE82
brain-umap@2
0.972
7AA762299-102B-4E35-B4A5-A94A122EF9DB
brain-umap@2
0.971
8D8A3D7E7-BDC0-42FF-B451-E25F472E8612
brain-umap@2
0.971
9825AC0F8-4D16-4109-AA6A-4648934E3C35
brain-umap@2
0.970
1018D7DFBC-A1C6-4DA8-9AF1-3A6F3E2A03BE
brain-umap@2
0.970

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.708Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.638Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.605Idelalisib— uncovered
ANGIOGENESIS0.601Remibrutinib— uncovered
IL6_JAK_STAT3_SIGNALING0.598Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.560Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.548Inavolisib— uncovered
MTORC1_SIGNALING0.547Inavolisib— uncovered
ALLOGRAFT_REJECTION0.520Idelalisib— uncovered
MYC_TARGETS_V10.517Inavolisib— uncovered
IL2_STAT5_SIGNALING0.505Idelalisib— uncovered
P53_PATHWAY0.505Idelalisib— uncovered
APOPTOSIS0.502Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.467Inavolisib— uncovered
E2F_TARGETS0.457Inavolisib— uncovered
HYPOXIA0.448Idelalisib— uncovered
MYC_TARGETS_V20.441Idelalisib— uncovered
COMPLEMENT0.440Inavolisib— uncovered
GLYCOLYSIS0.435Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.433Idelalisib— uncovered