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

412859bb-8b2a-44bf-b3b2-6acd30986067

e462cb05-91b3-5884-95ed-62e54a06409a

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

  • MYC_TARGETS_V2+0.600
  • E2F_TARGETS+0.500
  • MYC_TARGETS_V1+0.500
  • ALLOGRAFT_REJECTION+0.300
  • G2M_CHECKPOINT+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • DNA_REPAIR+0.200
  • SPERMATOGENESIS+0.200
  • INTERFERON_ALPHA_RESPONSE+0.100
  • INTERFERON_GAMMA_RESPONSE+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • HEME_METABOLISM-0.400
  • PROTEIN_SECRETION-0.400
  • TGF_BETA_SIGNALING-0.400
  • UV_RESPONSE_DN-0.400
  • ANGIOGENESIS-0.300
  • APICAL_SURFACE-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • HYPOXIA-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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
198e3beb5-bff2-4c4e-b492-c4ed7dda9d9c
melanoma-umap@29
0.871
2TCGA-BH-A0B9-01A-11R-A056-07
breast-umap@18
E0.871
3NB4_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE
ccle-aml@v2024.1
AML0.869
4SRR8518297
breast-umap@18
E0.862
5TCGA-58-8387-01A-11R-2296-07
lung-landscapes@6
cohortSQ20.860
6MOLM13_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE
ccle-aml@v2024.1
AML0.852
7BS_MMNRZ1EQ
brain-umap@2
ATRT0.850
8TCGA-DK-AA6T-01A-11R-A39I-07
bladder-landscape@3
0.850
9TCGA-OL-A5D7-01A-11R-A27Q-07
breast-umap@18
E0.844
10C3N-03080
lung-landscapes@6
cohortSQ10.836

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYC_TARGETS_V20.600Idelalisib— uncovered
E2F_TARGETS0.500Inavolisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
ALLOGRAFT_REJECTION0.300Idelalisib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.100Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered