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

b4fd9abd-cb2a-4d1b-abb2-8e2796d009cc

042aaa44-9304-5329-8eed-967e5ba7bb29

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+0.600
  • IL6_JAK_STAT3_SIGNALING+0.600
  • COMPLEMENT+0.500
  • INFLAMMATORY_RESPONSE+0.500
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • E2F_TARGETS+0.300
  • G2M_CHECKPOINT+0.300
  • IL2_STAT5_SIGNALING+0.300

Top 10 suppressed

  • MYC_TARGETS_V2-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • ANGIOGENESIS-0.200
  • MYOGENESIS-0.200
  • NOTCH_SIGNALING-0.200
  • WNT_BETA_CATENIN_SIGNALING-0.200
  • BILE_ACID_METABOLISM-0.100
  • DNA_REPAIR-0.100
  • ESTROGEN_RESPONSE_EARLY-0.100
  • MYC_TARGETS_V1-0.100

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
1SRR8943003
bladder-landscape@3
0.910
2SRR8518244
breast-umap@18
D0.876
320110002.Her2HRneg
breast-umap@18
D0.871
4a0fad25f-74d8-42f1-8e47-4d56c091e000
colon-landscapes@1
0.849
520030050.Her2HRneg
breast-umap@18
D0.848
620020049.LumB
breast-umap@18
D0.831
7SRR6013516
lung-landscapes@6
cohortA10.829
8ERR2208915
melanoma-umap@29
0.827
9TCGA-AO-A03M-01B-11R-A10J-07
breast-umap@18
C0.818
10ERR2208974
melanoma-umap@29
0.817

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 29 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_REJECTION0.600Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.600Inavolisib— uncovered
COMPLEMENT0.500Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.500Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
IL2_STAT5_SIGNALING0.300Idelalisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
APOPTOSIS0.200Idelalisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered