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

7C225672-8372-4202-A749-3D8E9A0747CC

810dad9e-dd28-51ab-860f-aa09eaeae71e

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
overall_survival_months
11.268068331143231
age_years
44
sex
Female

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • MITOTIC_SPINDLE+0.385
  • NOTCH_SIGNALING+0.369
  • WNT_BETA_CATENIN_SIGNALING+0.327
  • TGF_BETA_SIGNALING+0.258
  • HEDGEHOG_SIGNALING+0.200
  • G2M_CHECKPOINT+0.176
  • CHOLESTEROL_HOMEOSTASIS+0.134
  • MYC_TARGETS_V2+0.112
  • DNA_REPAIR+0.111
  • PROTEIN_SECRETION+0.106

Top 10 suppressed

  • TNFA_SIGNALING_VIA_NFKB-0.402
  • ALLOGRAFT_REJECTION-0.369
  • KRAS_SIGNALING_DN-0.347
  • OXIDATIVE_PHOSPHORYLATION-0.345
  • IL6_JAK_STAT3_SIGNALING-0.329
  • HYPOXIA-0.323
  • INTERFERON_GAMMA_RESPONSE-0.320
  • INFLAMMATORY_RESPONSE-0.299
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.294
  • COAGULATION-0.253

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
1A130FABA-F55F-412D-940E-7305057B4D1A
brain-umap@2
0.887
2SRR934728
brain-umap@2
0.883
3MNG522
mng-umap@100
0.841
44549956C-8D25-4B37-894C-E82D5C7684F0
brain-umap@2
0.838
5589A94F8-2432-4D6D-94EB-B327ECA291AF
brain-umap@2
0.824
64FC69960-8EF2-49FE-A718-7004E99E00A8
brain-umap@2
0.823
7507DED46-D79C-4A9F-BCF9-22E9C2CFD334
brain-umap@2
0.817
8SRR934951
brain-umap@2
0.816
9SRR934847
brain-umap@2
0.808
102CB84056-3B7C-4E12-9403-596B76CCF96B
brain-umap@2
0.805

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MITOTIC_SPINDLE0.385Inavolisib— uncovered
NOTCH_SIGNALING0.369Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.327Inavolisib— uncovered
TGF_BETA_SIGNALING0.258Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
G2M_CHECKPOINT0.176Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.134Remibrutinib— uncovered
MYC_TARGETS_V20.112Idelalisib— uncovered
DNA_REPAIR0.111Idelalisib— uncovered
PROTEIN_SECRETION0.106Remibrutinib— uncovered
E2F_TARGETS0.089Inavolisib— uncovered
UV_RESPONSE_DN0.062Inavolisib— uncovered
HEME_METABOLISM0.053Temsirolimus— uncovered
ADIPOGENESIS0.041Inavolisib— uncovered
PEROXISOME0.029Idelalisib— uncovered
BILE_ACID_METABOLISM0.023Inavolisib— uncovered