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

798C80E6-B03A-4CB9-B0B8-DFB0DDCDA3F8

ee6e4154-e2a1-5730-bba7-89847e102f53

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
47.89750328515112
age_years
36
sex
Male

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+0.520
  • MYC_TARGETS_V2+0.493
  • MYC_TARGETS_V1+0.487
  • TNFA_SIGNALING_VIA_NFKB+0.437
  • DNA_REPAIR+0.426
  • E2F_TARGETS+0.413
  • TGF_BETA_SIGNALING+0.386
  • WNT_BETA_CATENIN_SIGNALING+0.383
  • UNFOLDED_PROTEIN_RESPONSE+0.382
  • G2M_CHECKPOINT+0.369

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.357
  • SPERMATOGENESIS-0.294
  • COAGULATION-0.207
  • MYOGENESIS-0.171
  • ESTROGEN_RESPONSE_LATE-0.155
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.135
  • BILE_ACID_METABOLISM-0.081
  • ANGIOGENESIS-0.073
  • APICAL_JUNCTION-0.067
  • COMPLEMENT-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
1F90967A5-96C6-4669-BCFB-0C51F539B0E7
brain-umap@2
0.917
267B2F9CD-759E-4300-8F4B-1B5C4F9E0B1C
brain-umap@2
0.895
376B4C53E-F764-412D-B238-E01F65CE09C8
brain-umap@2
0.891
417C2A071-0813-4992-96D8-5C432D6EC9E6
brain-umap@2
0.889
56B66F14C-7616-4DEC-A604-2168DBA50A1B
brain-umap@2
0.887
6F19C96EE-D936-4385-B543-07FA8447A3DD
brain-umap@2
0.882
76990AABF-A5F4-4784-91FF-286A0EE6A618
brain-umap@2
0.882
8C9A30C14-5D3E-47BA-8647-DFD49FD0E112
brain-umap@2
0.878
9A0A24949-483B-4250-B11E-2BCE49F302AC
brain-umap@2
0.871
10SRR934944
brain-umap@2
0.869

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
NOTCH_SIGNALING0.520Inavolisib— uncovered
MYC_TARGETS_V20.493Idelalisib— uncovered
MYC_TARGETS_V10.487Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.437Inavolisib— uncovered
DNA_REPAIR0.426Idelalisib— uncovered
E2F_TARGETS0.413Inavolisib— uncovered
TGF_BETA_SIGNALING0.386Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.383Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.382Idelalisib— uncovered
G2M_CHECKPOINT0.369Inavolisib— uncovered
HEDGEHOG_SIGNALING0.304Inavolisib— uncovered
MITOTIC_SPINDLE0.286Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.233Remibrutinib— uncovered
UV_RESPONSE_UP0.214Idelalisib— uncovered
MTORC1_SIGNALING0.209Inavolisib— uncovered
PROTEIN_SECRETION0.184Remibrutinib— uncovered
APOPTOSIS0.179Idelalisib— uncovered
P53_PATHWAY0.136Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.131Inavolisib— uncovered
ADIPOGENESIS0.130Inavolisib— uncovered