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

F35F85A8-B3CD-4116-990F-94B2E432F902

c7b272a8-2c1f-583b-9773-7f3d254ae71e

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
6.701708278580814
age_years
20
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

  • TGF_BETA_SIGNALING+0.493
  • NOTCH_SIGNALING+0.472
  • PROTEIN_SECRETION+0.422
  • MYC_TARGETS_V1+0.407
  • WNT_BETA_CATENIN_SIGNALING+0.397
  • MITOTIC_SPINDLE+0.393
  • UNFOLDED_PROTEIN_RESPONSE+0.331
  • G2M_CHECKPOINT+0.329
  • ADIPOGENESIS+0.316
  • MYC_TARGETS_V2+0.298

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.388
  • ANGIOGENESIS-0.241
  • SPERMATOGENESIS-0.238
  • PANCREAS_BETA_CELLS-0.199
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.177
  • COAGULATION-0.167
  • MYOGENESIS-0.165
  • INTERFERON_ALPHA_RESPONSE-0.086
  • INTERFERON_GAMMA_RESPONSE-0.069
  • APICAL_JUNCTION-0.063

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
1F19C96EE-D936-4385-B543-07FA8447A3DD
brain-umap@2
0.905
2SRR934870
brain-umap@2
0.899
353BA607F-7939-40D9-BEFA-DC4ABDC7630B
brain-umap@2
0.896
4BE6A3670-34C4-4FD3-9794-C5B3254D9224
brain-umap@2
0.894
51F4B7E2E-E242-410A-AE78-8FC412D3C0A9
brain-umap@2
0.892
66B66F14C-7616-4DEC-A604-2168DBA50A1B
brain-umap@2
0.890
7AE32CA37-A422-42E3-AA29-0149CF1A3019
brain-umap@2
0.878
84099642A-F8D6-428C-AA12-1E76C27BB368
brain-umap@2
0.878
967B5E93E-6F06-4247-86DD-A914279EFFC5
brain-umap@2
0.877
107779D220-647F-4D6C-890B-022208B51F57
brain-umap@2
0.876

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TGF_BETA_SIGNALING0.493Inavolisib— uncovered
NOTCH_SIGNALING0.472Inavolisib— uncovered
PROTEIN_SECRETION0.422Remibrutinib— uncovered
MYC_TARGETS_V10.407Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.397Inavolisib— uncovered
MITOTIC_SPINDLE0.393Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.331Idelalisib— uncovered
G2M_CHECKPOINT0.329Inavolisib— uncovered
ADIPOGENESIS0.316Inavolisib— uncovered
MYC_TARGETS_V20.298Idelalisib— uncovered
HEME_METABOLISM0.250Temsirolimus— uncovered
OXIDATIVE_PHOSPHORYLATION0.247Remibrutinib— uncovered
UV_RESPONSE_DN0.246Inavolisib— uncovered
DNA_REPAIR0.244Idelalisib— uncovered
MTORC1_SIGNALING0.226Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.226Inavolisib— uncovered
FATTY_ACID_METABOLISM0.219Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.211Inavolisib— uncovered
PEROXISOME0.203Idelalisib— uncovered
HEDGEHOG_SIGNALING0.202Inavolisib— uncovered