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

f2903ac6-88e3-4653-a966-ab593fba51bf

34b98bb0-e8ea-57fb-8589-3d1577892203

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

  • ALLOGRAFT_REJECTION+0.500
  • ANGIOGENESIS+0.400
  • COAGULATION+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • KRAS_SIGNALING_UP+0.400
  • APICAL_SURFACE+0.300
  • COMPLEMENT+0.300
  • INTERFERON_GAMMA_RESPONSE+0.300

Top 10 suppressed

  • MITOTIC_SPINDLE-0.500
  • MYC_TARGETS_V2-0.500
  • E2F_TARGETS-0.400
  • G2M_CHECKPOINT-0.400
  • PROTEIN_SECRETION-0.400
  • ADIPOGENESIS-0.300
  • DNA_REPAIR-0.300
  • FATTY_ACID_METABOLISM-0.300
  • GLYCOLYSIS-0.300
  • MYC_TARGETS_V1-0.300

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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1TCGA-22-1005-01A-01R-0692-07
lung-landscapes@6
cohortMD20.921
2SRR1394343
brain-umap@2
GTEX0.921
3SRR1319539
brain-umap@2
GTEX0.915
42d8d97e6-b599-4444-8e11-73adb55be0be
melanoma-umap@29
0.913
5f426318a-9c1a-4476-a087-2b3a84096f5c
melanoma-umap@29
0.910
63d89c16f-8045-4861-a82c-9f4624292284
melanoma-umap@29
0.908
7SRR8392886
lung-landscapes@6
cohortA10.908
8SRR1472301
brain-umap@2
GTEX0.907
9SRR1389059
brain-umap@2
GTEX0.906
10SRR1415832
brain-umap@2
GTEX0.901

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
COAGULATION0.400Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
KRAS_SIGNALING_UP0.400Inavolisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
COMPLEMENT0.300Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.100Inavolisib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered