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

40CDF034-0EBC-42A1-BBD8-492C1494086E

c9f58753-25c2-5304-b1e3-ec092b812d67

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
3.1865965834428382
age_years
63
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

  • E2F_TARGETS+0.622
  • MYC_TARGETS_V1+0.540
  • ANGIOGENESIS+0.531
  • G2M_CHECKPOINT+0.526
  • DNA_REPAIR+0.520
  • MYC_TARGETS_V2+0.482
  • INTERFERON_GAMMA_RESPONSE+0.478
  • INTERFERON_ALPHA_RESPONSE+0.455
  • IL6_JAK_STAT3_SIGNALING+0.453
  • NOTCH_SIGNALING+0.439

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.351
  • SPERMATOGENESIS-0.193
  • MYOGENESIS-0.120
  • ESTROGEN_RESPONSE_EARLY-0.015
  • HEDGEHOG_SIGNALING-0.011
  • UV_RESPONSE_DN+0.014
  • BILE_ACID_METABOLISM+0.017
  • PANCREAS_BETA_CELLS+0.026
  • ESTROGEN_RESPONSE_LATE+0.028
  • HEME_METABOLISM+0.038

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
165F93AB7-AA99-49B5-8D59-7D0DE9CA9E34
brain-umap@2
0.959
294640BD8-E1D9-482D-A597-4790F6EEA6B7
brain-umap@2
0.958
3541FDA8B-9FAE-4346-A6FD-C56735C87920
brain-umap@2
0.957
4EC1C727A-1F71-4C09-B867-7F163424D463
brain-umap@2
0.955
530D8578D-0B48-4D03-9E39-6425494ECD5C
brain-umap@2
0.954
61B326CC6-3916-4D1D-A238-7B3C42F3E6C6
brain-umap@2
0.950
78D986787-7BD1-4F66-837E-88CD2A4CEA68
brain-umap@2
0.950
866FF1C46-83F0-4EEC-9871-448C8C7EA3AE
brain-umap@2
0.948
9B27956E8-3374-4720-9F80-7CE6FE7C7690
brain-umap@2
0.947
108976C50F-B340-488D-B9C1-12CCAC780397
brain-umap@2
0.946

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
E2F_TARGETS0.622Inavolisib— uncovered
MYC_TARGETS_V10.540Inavolisib— uncovered
ANGIOGENESIS0.531Remibrutinib— uncovered
G2M_CHECKPOINT0.526Inavolisib— uncovered
DNA_REPAIR0.520Idelalisib— uncovered
MYC_TARGETS_V20.482Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.478Idelalisib— uncovered
INTERFERON_ALPHA_RESPONSE0.455Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.453Inavolisib— uncovered
NOTCH_SIGNALING0.439Inavolisib— uncovered
ALLOGRAFT_REJECTION0.433Idelalisib— uncovered
MTORC1_SIGNALING0.409Inavolisib— uncovered
TGF_BETA_SIGNALING0.407Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.376Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.360Remibrutinib— uncovered
ADIPOGENESIS0.346Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.333Idelalisib— uncovered
APOPTOSIS0.329Idelalisib— uncovered
GLYCOLYSIS0.318Inavolisib— uncovered
FATTY_ACID_METABOLISM0.301Inavolisib— uncovered