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

57f2cc66-9163-4e07-93f8-d5a2158e7125

8b522a6c-9ff2-5c85-aba5-8c3aae3fa5cf

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
  • TGF_BETA_SIGNALING+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • G2M_CHECKPOINT+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • MITOTIC_SPINDLE+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • UV_RESPONSE_DN+0.400

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.600
  • ADIPOGENESIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • FATTY_ACID_METABOLISM-0.400
  • GLYCOLYSIS-0.400
  • MTORC1_SIGNALING-0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • MYC_TARGETS_V2-0.300
  • UNFOLDED_PROTEIN_RESPONSE-0.300
  • XENOBIOTIC_METABOLISM-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
1SRR8613802
breast-umap@18
D0.874
26a43f966-cb2b-47ee-b0f4-c269707daa88
melanoma-umap@29
0.863
3TCGA-CR-7382-01A-11R-2132-07
head-neck@1
0.849
4TCGA-BH-A0B5-01A-11R-A12P-07
breast-umap@18
A0.845
5TCGA-A2-A0SX-01A-12R-A084-07
breast-umap@18
D0.844
6s0122308
melanoma-umap@29
0.841
7TCGA-85-8287-01A-11R-2296-07
lung-landscapes@6
cohortSQ10.829
8TCGA-BH-A1FE-01A-11R-A13Q-07
breast-umap@18
A0.825
9SRR4296078
lung-landscapes@6
cohortSQ10.824
10TCGA-56-8625-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.816

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
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
TGF_BETA_SIGNALING0.500Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
UV_RESPONSE_DN0.400Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
IL2_STAT5_SIGNALING0.300Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.200Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
APOPTOSIS0.100Idelalisib— uncovered