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

86db93b2-14b0-4094-bd69-222582df130c

9e9f81a4-f083-5d6f-9677-83f6abe81d10

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
age_years
80

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • UV_RESPONSE_DN+0.400
  • INFLAMMATORY_RESPONSE+0.340
  • TGF_BETA_SIGNALING+0.330
  • TNFA_SIGNALING_VIA_NFKB+0.320
  • HEDGEHOG_SIGNALING+0.300
  • IL6_JAK_STAT3_SIGNALING+0.290
  • INTERFERON_GAMMA_RESPONSE+0.280
  • ALLOGRAFT_REJECTION+0.270
  • KRAS_SIGNALING_UP+0.270
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.250

Top 10 suppressed

  • MYC_TARGETS_V2-0.630
  • OXIDATIVE_PHOSPHORYLATION-0.630
  • MYC_TARGETS_V1-0.600
  • DNA_REPAIR-0.480
  • ADIPOGENESIS-0.410
  • MTORC1_SIGNALING-0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • E2F_TARGETS-0.380
  • FATTY_ACID_METABOLISM-0.380
  • UNFOLDED_PROTEIN_RESPONSE-0.370

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
1023160e4-1d9a-499c-9bfa-1b3aacf284f2
colon-landscapes@1
0.941
2SRR4195664
colon-landscapes@1
0.927
3TCGA-A7-A26F-01B-04R-A22O-07
breast-umap@18
D0.918
4a307b24f-4caa-403a-8313-2a4604f2079a
colon-landscapes@1
0.914
5AUR-AE6X-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.913
6AUR-AG12-TTP1-A-1-0-R-A741-41
breast-umap@18
A0.904
7ad478846-0a75-4081-ac09-37ee5415d9b4
colon-landscapes@1
0.900
8ec48e2b8-ca0a-40fe-a87b-f0e955466840
colon-landscapes@1
0.893
9TCGA-55-7574-01A-11R-2039-07
lung-landscapes@6
cohortMD20.890
10C3N-03233
lung-landscapes@6
cohortA10.888

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
UV_RESPONSE_DN0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.340Idelalisib— uncovered
TGF_BETA_SIGNALING0.330Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.320Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.290Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.280Idelalisib— uncovered
ALLOGRAFT_REJECTION0.270Idelalisib— uncovered
KRAS_SIGNALING_UP0.270Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.250Inavolisib— uncovered
APICAL_SURFACE0.240Temsirolimus— uncovered
KRAS_SIGNALING_DN0.220Remibrutinib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.190Inavolisib— uncovered
IL2_STAT5_SIGNALING0.170Idelalisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
NOTCH_SIGNALING0.120Inavolisib— uncovered
ANDROGEN_RESPONSE0.090Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.090Inavolisib— uncovered
APICAL_JUNCTION0.070Inavolisib— uncovered