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

b65a6759-a9a4-4740-a9e3-962771dd9954

1aef9294-e68d-56e6-9b9b-11552e615f7f

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

  • ANGIOGENESIS+0.500
  • COAGULATION+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.400
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • APICAL_JUNCTION+0.300
  • APOPTOSIS+0.300
  • HEDGEHOG_SIGNALING+0.300
  • HYPOXIA+0.300
  • IL6_JAK_STAT3_SIGNALING+0.300
  • KRAS_SIGNALING_UP+0.300

Top 10 suppressed

  • E2F_TARGETS-0.700
  • G2M_CHECKPOINT-0.600
  • MITOTIC_SPINDLE-0.500
  • MYC_TARGETS_V1-0.500
  • MYC_TARGETS_V2-0.400
  • MTORC1_SIGNALING-0.200
  • OXIDATIVE_PHOSPHORYLATION-0.200
  • PROTEIN_SECRETION-0.200
  • UNFOLDED_PROTEIN_RESPONSE-0.200
  • DNA_REPAIR-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.

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

#SampleCancer typeSubtypecos similarity
145b4921e-fce7-41f8-bb63-ed98343ceec8
colon-landscapes@1
0.923
2SRR8392884
lung-landscapes@6
cohortA10.905
3R89
bladder-landscape@3
0.896
4MDT-AP-0384
medullo-epn-umap@date-based
MedMedulloblastoma0.892
5SRR25043631
head-neck@1
0.884
688322
medullo-epn-umap@date-based
EPNSupratentorial EPN0.883
7SAMN03290935
melanoma-umap@29
0.879
8TCGA-E2-A153-01A-12R-A12D-07
breast-umap@18
A0.877
9SRR1341702
brain-umap@2
GTEX0.875
10SRR12475155
colon-landscapes@1
0.874

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.500Remibrutinib— uncovered
COAGULATION0.400Binimetinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.400Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
APICAL_JUNCTION0.300Inavolisib— uncovered
APOPTOSIS0.300Idelalisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
KRAS_SIGNALING_UP0.300Inavolisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
P53_PATHWAY0.300Idelalisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
COMPLEMENT0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered