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

7d3b4d06-1249-4a85-a66a-387d4e2e2cb2

cfcd3298-d045-50b6-94c4-6dd7688eb705

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_GAMMA_RESPONSE+0.600
  • ALLOGRAFT_REJECTION+0.500
  • IL6_JAK_STAT3_SIGNALING+0.500
  • INTERFERON_ALPHA_RESPONSE+0.500
  • INFLAMMATORY_RESPONSE+0.400
  • COMPLEMENT+0.300
  • E2F_TARGETS+0.300
  • G2M_CHECKPOINT+0.300
  • IL2_STAT5_SIGNALING+0.300
  • KRAS_SIGNALING_DN+0.200

Top 10 suppressed

  • MYC_TARGETS_V1-0.400
  • MYC_TARGETS_V2-0.400
  • DNA_REPAIR-0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • GLYCOLYSIS-0.300
  • NOTCH_SIGNALING-0.300
  • OXIDATIVE_PHOSPHORYLATION-0.300
  • PROTEIN_SECRETION-0.300
  • UNFOLDED_PROTEIN_RESPONSE-0.300
  • ANGIOGENESIS-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
1SRR1516037
bladder-landscape@3
0.885
2ERR2208913
melanoma-umap@29
0.867
3ERR2208965
melanoma-umap@29
0.837
4s0095135
melanoma-umap@29
0.833
57ca9c52f-2d6e-4868-b4e8-9dd7937f6b2b
melanoma-umap@29
0.824
6MDT-AP-2234
medullo-epn-umap@date-based
MedMedulloblastoma0.821
7TCGA-A8-A08I-01A-11R-A00Z-07
breast-umap@18
C0.817
8TCGA-AR-A1AW-01A-21R-A12P-07
breast-umap@18
D0.815
9BSR_10_0136_B1_S95
breast-umap@18
D0.814
10AUR-AF95-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.811

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_GAMMA_RESPONSE0.600Idelalisib— uncovered
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.500Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
COMPLEMENT0.300Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
G2M_CHECKPOINT0.300Inavolisib— uncovered
IL2_STAT5_SIGNALING0.300Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered