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

66ba9b68-dcc0-4c51-a8c8-b4016502973d

4284425e-1155-5a68-b53d-3b909fca03db

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+0.600
  • ANGIOGENESIS+0.400
  • HYPOXIA+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • KRAS_SIGNALING_UP+0.400
  • TGF_BETA_SIGNALING+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • ALLOGRAFT_REJECTION+0.300
  • APOPTOSIS+0.300

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.700
  • MYC_TARGETS_V2-0.600
  • MYC_TARGETS_V1-0.500
  • E2F_TARGETS-0.400
  • FATTY_ACID_METABOLISM-0.400
  • ADIPOGENESIS-0.300
  • G2M_CHECKPOINT-0.300
  • PANCREAS_BETA_CELLS-0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.300
  • DNA_REPAIR-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
1C3N-03205
lung-landscapes@6
cohortA10.878
2TCGA-77-8008-01A-21R-2187-07
lung-landscapes@6
cohortSQ10.866
3be66e85c-d70d-4073-af6a-bcee51ef3240
melanoma-umap@29
0.861
4SRR17866819
colon-landscapes@1
0.859
5TCGA-46-3767-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.855
607234abb-aa8c-434f-898c-6f7ba28c5850
colon-landscapes@1
0.850
7fd618c1b-e230-408d-aed8-4ad6df3fc4e6
colon-landscapes@1
0.845
822358a97-998c-4dd2-a48c-67626c744751
melanoma-umap@29
0.843
9C3L-03462
lung-landscapes@6
cohortA10.840
10TCGA-D6-6826-01A-11R-1915-07
head-neck@1
0.839

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.600Inavolisib— uncovered
ANGIOGENESIS0.400Remibrutinib— uncovered
HYPOXIA0.400Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
KRAS_SIGNALING_UP0.400Inavolisib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
APOPTOSIS0.300Idelalisib— uncovered
IL2_STAT5_SIGNALING0.300Idelalisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
UV_RESPONSE_DN0.300Inavolisib— uncovered
COAGULATION0.200Binimetinib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered