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

a88a1582-88b8-4e7e-9baf-09279b49a492

87ee40a0-d7a5-5ed4-9c38-9607ffb40944

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+0.500
  • PROTEIN_SECRETION+0.400
  • ALLOGRAFT_REJECTION+0.300
  • IL6_JAK_STAT3_SIGNALING+0.300
  • MYC_TARGETS_V2+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • UNFOLDED_PROTEIN_RESPONSE+0.300
  • DNA_REPAIR+0.200
  • INFLAMMATORY_RESPONSE+0.200

Top 10 suppressed

  • ANGIOGENESIS-0.400
  • APICAL_SURFACE-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • MYOGENESIS-0.300
  • COAGULATION-0.200
  • ESTROGEN_RESPONSE_LATE-0.200
  • HEDGEHOG_SIGNALING-0.200
  • HYPOXIA-0.200
  • KRAS_SIGNALING_DN-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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR1516083
bladder-landscape@3
0.824
2TCGA-CQ-5331-01A-02R-1873-07
head-neck@1
0.801
3SRR12202424
bladder-landscape@3
0.789
4MNG784
mng-umap@100
0.778
588302
medullo-epn-umap@date-based
EPNSupratentorial EPN0.770
6SRR1516059
bladder-landscape@3
0.762
7MNG833
mng-umap@100
0.756
8SRR33532827
breast-umap@18
D0.754
9SRR8518291
breast-umap@18
D0.751
10b652254e-228b-40d4-be79-536ad87dad69
melanoma-umap@29
0.751

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.500Idelalisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.200Idelalisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
E2F_TARGETS0.100Inavolisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.100Remibrutinib— uncovered
PEROXISOME0.100Idelalisib— uncovered