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

2B70C69F-DE54-4C78-B326-5CCEE15916FB

f883b393-bfd7-57cd-b3ca-0987ea73406a

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
35.41392904073587
age_years
45
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

  • NOTCH_SIGNALING+0.503
  • CHOLESTEROL_HOMEOSTASIS+0.420
  • ANDROGEN_RESPONSE+0.396
  • MITOTIC_SPINDLE+0.388
  • PROTEIN_SECRETION+0.385
  • WNT_BETA_CATENIN_SIGNALING+0.356
  • HEDGEHOG_SIGNALING+0.322
  • UV_RESPONSE_DN+0.319
  • UNFOLDED_PROTEIN_RESPONSE+0.304
  • MTORC1_SIGNALING+0.290

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.420
  • ANGIOGENESIS-0.287
  • INTERFERON_GAMMA_RESPONSE-0.287
  • COAGULATION-0.264
  • IL6_JAK_STAT3_SIGNALING-0.260
  • INTERFERON_ALPHA_RESPONSE-0.224
  • COMPLEMENT-0.215
  • KRAS_SIGNALING_DN-0.191
  • INFLAMMATORY_RESPONSE-0.158
  • SPERMATOGENESIS-0.158

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
1C138638F-C6CB-439B-BFF0-CF097E0B421E
brain-umap@2
0.884
2EF7D394C-BAB6-4826-AE09-9E5E884E0023
brain-umap@2
0.882
392A04345-2DCA-49F5-801F-926B59255925
brain-umap@2
0.881
49E2420C3-FD2A-45BB-B5A3-DC25D9F7CB3C
brain-umap@2
0.880
5DE406E2B-39AF-4A24-B2BE-0F7CDCBE9D85
brain-umap@2
0.864
6DE716AF0-930E-4747-B7FE-4AFAA45212DC
brain-umap@2
0.853
7CD628EE7-84DE-4D82-840B-73718D006B6F
brain-umap@2
0.851
837A8E941-F86F-449A-86E4-833AC349111F
brain-umap@2
0.848
9SRR934986
brain-umap@2
0.842
1061C38CFD-F57F-48D2-9FC7-81776647CF0E
brain-umap@2
0.837

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
NOTCH_SIGNALING0.503Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.420Remibrutinib— uncovered
ANDROGEN_RESPONSE0.396Inavolisib— uncovered
MITOTIC_SPINDLE0.388Inavolisib— uncovered
PROTEIN_SECRETION0.385Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.356Inavolisib— uncovered
HEDGEHOG_SIGNALING0.322Inavolisib— uncovered
UV_RESPONSE_DN0.319Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.304Idelalisib— uncovered
MTORC1_SIGNALING0.290Inavolisib— uncovered
TGF_BETA_SIGNALING0.280Inavolisib— uncovered
UV_RESPONSE_UP0.257Idelalisib— uncovered
BILE_ACID_METABOLISM0.231Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.230Remibrutinib— uncovered
ADIPOGENESIS0.220Inavolisib— uncovered
P53_PATHWAY0.219Idelalisib— uncovered
HEME_METABOLISM0.193Temsirolimus— uncovered
MYC_TARGETS_V20.159Idelalisib— uncovered
G2M_CHECKPOINT0.145Inavolisib— uncovered
DNA_REPAIR0.140Idelalisib— uncovered