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

23B8A53B-83FD-47BB-AD6E-184E11B1E957

4cf1af91-9f74-524b-b648-6af9aaf51c45

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
95.4993429697766
age_years
48
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

  • CHOLESTEROL_HOMEOSTASIS+0.492
  • PROTEIN_SECRETION+0.471
  • INTERFERON_ALPHA_RESPONSE+0.415
  • OXIDATIVE_PHOSPHORYLATION+0.405
  • HEDGEHOG_SIGNALING+0.401
  • ADIPOGENESIS+0.369
  • ANDROGEN_RESPONSE+0.352
  • P53_PATHWAY+0.339
  • MYC_TARGETS_V1+0.336
  • NOTCH_SIGNALING+0.329

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.362
  • SPERMATOGENESIS-0.252
  • MYOGENESIS-0.072
  • ANGIOGENESIS-0.067
  • ALLOGRAFT_REJECTION-0.038
  • APICAL_SURFACE+0.011
  • COAGULATION+0.020
  • APICAL_JUNCTION+0.023
  • G2M_CHECKPOINT+0.045
  • INFLAMMATORY_RESPONSE+0.048

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
137586AAC-159B-41F9-9078-C2F7888753AC
brain-umap@2
0.922
2F5D36A14-8F2E-4C08-91BE-E3319784FF46
brain-umap@2
0.901
367B5E93E-6F06-4247-86DD-A914279EFFC5
brain-umap@2
0.895
46F4F72B3-E2B1-48DD-B9F4-C03AFCE79566
brain-umap@2
0.892
569A8CCB7-91F2-475C-8A31-64CD4E075090
brain-umap@2
0.892
6E2C7E2B8-BC9B-476C-A705-CBBCA51F7C26
brain-umap@2
0.891
7A7D9F5B1-D8C2-440F-A0B7-8B5641C2DA66
brain-umap@2
0.886
8C969CDC5-D2DC-4F7B-B84B-C53CEF26B2CF
brain-umap@2
0.886
9SRR934756
brain-umap@2
0.883
10077523A7-E1C9-4E9F-8C9F-B9F647B4DF7C
brain-umap@2
0.882

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
CHOLESTEROL_HOMEOSTASIS0.492Remibrutinib— uncovered
PROTEIN_SECRETION0.471Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.415Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.405Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.401Inavolisib— uncovered
ADIPOGENESIS0.369Inavolisib— uncovered
ANDROGEN_RESPONSE0.352Inavolisib— uncovered
P53_PATHWAY0.339Idelalisib— uncovered
MYC_TARGETS_V10.336Inavolisib— uncovered
NOTCH_SIGNALING0.329Inavolisib— uncovered
DNA_REPAIR0.324Idelalisib— uncovered
BILE_ACID_METABOLISM0.321Inavolisib— uncovered
UV_RESPONSE_UP0.315Idelalisib— uncovered
TGF_BETA_SIGNALING0.313Inavolisib— uncovered
MTORC1_SIGNALING0.311Inavolisib— uncovered
FATTY_ACID_METABOLISM0.301Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.291Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.283Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.283Idelalisib— uncovered
HEME_METABOLISM0.282Temsirolimus— uncovered