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

7CE18C10-61E6-45FA-B9AF-408CD673C0C9

c5283360-1c18-55a5-be6f-b594ed6ec690

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
182.19448094612352
age_years
34
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+0.577
  • ANDROGEN_RESPONSE+0.381
  • UNFOLDED_PROTEIN_RESPONSE+0.364
  • CHOLESTEROL_HOMEOSTASIS+0.323
  • TGF_BETA_SIGNALING+0.317
  • MYC_TARGETS_V1+0.307
  • PROTEIN_SECRETION+0.305
  • MITOTIC_SPINDLE+0.293
  • ADIPOGENESIS+0.285
  • INTERFERON_ALPHA_RESPONSE+0.282

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.312
  • SPERMATOGENESIS-0.288
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.243
  • COAGULATION-0.199
  • ALLOGRAFT_REJECTION-0.158
  • MYOGENESIS-0.102
  • APICAL_SURFACE-0.090
  • TNFA_SIGNALING_VIA_NFKB-0.079
  • ANGIOGENESIS-0.067
  • INFLAMMATORY_RESPONSE-0.052

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
1SRR934756
brain-umap@2
0.916
28441B707-EC45-4A38-8B83-99B8D83CCF8B
brain-umap@2
0.916
3EA485E4A-5956-430C-8584-E14D865E3758
brain-umap@2
0.908
467B5E93E-6F06-4247-86DD-A914279EFFC5
brain-umap@2
0.907
58EFB3C39-094A-4F91-8B8D-EE8A32AC7E1F
brain-umap@2
0.904
653426017-24F2-4348-BEE1-05E80B6A0E6B
brain-umap@2
0.899
7SRR934819
brain-umap@2
0.893
8194676E1-632C-4B99-A9C8-80E36DD6C85E
brain-umap@2
0.886
9SRR934762
brain-umap@2
0.886
10840B7494-6E8E-4518-874A-0C98EF0CBB72
brain-umap@2
0.881

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
NOTCH_SIGNALING0.577Inavolisib— uncovered
ANDROGEN_RESPONSE0.381Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.364Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.323Remibrutinib— uncovered
TGF_BETA_SIGNALING0.317Inavolisib— uncovered
MYC_TARGETS_V10.307Inavolisib— uncovered
PROTEIN_SECRETION0.305Remibrutinib— uncovered
MITOTIC_SPINDLE0.293Inavolisib— uncovered
ADIPOGENESIS0.285Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.282Inavolisib— uncovered
MYC_TARGETS_V20.282Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.279Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.261Remibrutinib— uncovered
G2M_CHECKPOINT0.255Inavolisib— uncovered
MTORC1_SIGNALING0.244Inavolisib— uncovered
DNA_REPAIR0.239Idelalisib— uncovered
E2F_TARGETS0.214Inavolisib— uncovered
FATTY_ACID_METABOLISM0.196Inavolisib— uncovered
UV_RESPONSE_DN0.187Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.184Inavolisib— uncovered