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

b03d2223-38c1-4bb3-be8b-27db05f87b66

ef616b1c-98a8-5b5a-bc84-9d335ce38651

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

  • INTERFERON_ALPHA_RESPONSE+0.700
  • INTERFERON_GAMMA_RESPONSE+0.700
  • ALLOGRAFT_REJECTION+0.500
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.300
  • TNFA_SIGNALING_VIA_NFKB+0.300
  • COMPLEMENT+0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200
  • APICAL_SURFACE+0.100
  • E2F_TARGETS+0.100

Top 10 suppressed

  • ANGIOGENESIS-0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • ANDROGEN_RESPONSE-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • PROTEIN_SECRETION-0.400
  • TGF_BETA_SIGNALING-0.400
  • UV_RESPONSE_DN-0.400
  • ESTROGEN_RESPONSE_EARLY-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • HEDGEHOG_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
1SRR25617828
breast-umap@18
D0.896
2TCGA-GM-A2DO-01A-11R-A18M-07
breast-umap@18
D0.882
3SRR8613787
breast-umap@18
D0.880
4s0122145
melanoma-umap@29
0.876
5AUR-AF95-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.872
6e5c23a09-dd5f-4eda-8eca-f4aea9b71c20
colon-landscapes@1
0.870
7SRR9879287
lung-landscapes@6
cohortA10.865
8SRR8518222
breast-umap@18
D0.857
9TCGA-AO-A0JC-01A-11R-A056-07
breast-umap@18
D0.856
10TCGA-E2-A1B6-01A-31R-A12P-07
breast-umap@18
D0.853

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.700Idelalisib— uncovered
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
E2F_TARGETS0.100Inavolisib— uncovered
G2M_CHECKPOINT0.100Inavolisib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered