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

8AACDB46-9BB3-42BA-871D-7A593F14430A

da542ae0-8f8a-5fb3-be06-4210b5374b0b

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
3.1537450722733245
age_years
61
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

  • PROTEIN_SECRETION+0.444
  • UV_RESPONSE_DN+0.409
  • HEDGEHOG_SIGNALING+0.405
  • OXIDATIVE_PHOSPHORYLATION+0.390
  • ANDROGEN_RESPONSE+0.363
  • MTORC1_SIGNALING+0.324
  • ESTROGEN_RESPONSE_EARLY+0.311
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.311
  • CHOLESTEROL_HOMEOSTASIS+0.289
  • MITOTIC_SPINDLE+0.277

Top 10 suppressed

  • ANGIOGENESIS-0.258
  • WNT_BETA_CATENIN_SIGNALING-0.217
  • E2F_TARGETS-0.192
  • ALLOGRAFT_REJECTION-0.181
  • COAGULATION-0.174
  • IL6_JAK_STAT3_SIGNALING-0.173
  • KRAS_SIGNALING_DN-0.115
  • MYC_TARGETS_V1-0.093
  • MYC_TARGETS_V2-0.085
  • TNFA_SIGNALING_VIA_NFKB-0.081

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
11D2F3ED9-6319-4661-9E41-9DC9C8342DE1
brain-umap@2
0.880
2AE988295-3046-4778-81C5-B787CAC92268
brain-umap@2
0.870
345B7816C-0A67-441C-8E80-656EAF2AD940
brain-umap@2
0.839
4387C53ED-A9ED-481F-87D9-87090B690E0E
brain-umap@2
0.837
51E2D87A6-48B8-47FA-A801-AFEA7E01E829
brain-umap@2
0.823
6106E2A94-0366-4D5E-894F-41117C78E18C
brain-umap@2
0.817
7CF764E50-B0F9-44DE-8B48-F8F5A8920240
brain-umap@2
0.814
8D65697C7-2DA7-43BA-ABE2-50CB08B0D126
brain-umap@2
0.803
9SRR934759
brain-umap@2
0.777
10093A32DA-49D0-4F4C-9000-4F47B4700F4E
brain-umap@2
0.772

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.444Remibrutinib— uncovered
UV_RESPONSE_DN0.409Inavolisib— uncovered
HEDGEHOG_SIGNALING0.405Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.390Remibrutinib— uncovered
ANDROGEN_RESPONSE0.363Inavolisib— uncovered
MTORC1_SIGNALING0.324Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.311Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.311Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.289Remibrutinib— uncovered
MITOTIC_SPINDLE0.277Inavolisib— uncovered
HEME_METABOLISM0.275Temsirolimus— uncovered
ADIPOGENESIS0.271Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.261Idelalisib— uncovered
PEROXISOME0.258Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.243Inavolisib— uncovered
UV_RESPONSE_UP0.240Idelalisib— uncovered
FATTY_ACID_METABOLISM0.239Inavolisib— uncovered
TGF_BETA_SIGNALING0.217Inavolisib— uncovered
BILE_ACID_METABOLISM0.212Inavolisib— uncovered
APOPTOSIS0.203Idelalisib— uncovered