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

1b0a23c2-785d-4a14-b673-86c97ceff401

cca321bd-b999-50e5-956f-4d90ed0be65b

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+0.600
  • E2F_TARGETS+0.500
  • G2M_CHECKPOINT+0.500
  • PROTEIN_SECRETION+0.400
  • DNA_REPAIR+0.300
  • MYC_TARGETS_V2+0.300
  • MTORC1_SIGNALING+0.200
  • MYC_TARGETS_V1+0.200
  • PI3K_AKT_MTOR_SIGNALING+0.200

Top 10 suppressed

  • ANGIOGENESIS-0.600
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.500
  • HEDGEHOG_SIGNALING-0.500
  • APICAL_JUNCTION-0.400
  • HYPOXIA-0.400
  • KRAS_SIGNALING_UP-0.400
  • MYOGENESIS-0.400
  • ADIPOGENESIS-0.300
  • COAGULATION-0.300
  • ESTROGEN_RESPONSE_EARLY-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
187dc0bab-b318-47ec-a9a3-819a7388e731
melanoma-umap@29
0.878
2TCGA-AR-A24H-01A-11R-A169-07
breast-umap@18
B0.874
3223494f1-6c0b-446e-998d-53b3b4d0da1a
melanoma-umap@29
0.859
4MBCProject_0454_T1_RNA
breast-umap@18
B0.857
5C3N-04382
lung-landscapes@6
cohortMD10.856
66b375859-116e-4a5e-b5b4-994a56cc9a75
melanoma-umap@29
0.843
7MNG274
mng-umap@100
0.834
8SRR11296816
colon-landscapes@1
0.831
9MBCProject_4278_T3_RNA
breast-umap@18
C0.826
10s0122212
melanoma-umap@29
0.814

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_RESPONSE0.600Idelalisib— uncovered
E2F_TARGETS0.500Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered