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

bf33f73b-a3b5-4585-a759-7bea4384e703

6da48959-a716-594e-8fce-443fd0e323fc

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
73

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+0.330
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • ANGIOGENESIS+0.230
  • MYC_TARGETS_V1+0.210
  • UV_RESPONSE_DN+0.190
  • WNT_BETA_CATENIN_SIGNALING+0.170
  • DNA_REPAIR+0.120
  • MYOGENESIS+0.120
  • PI3K_AKT_MTOR_SIGNALING+0.110
  • NOTCH_SIGNALING+0.100

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.410
  • INTERFERON_GAMMA_RESPONSE-0.350
  • ALLOGRAFT_REJECTION-0.280
  • GLYCOLYSIS-0.210
  • INFLAMMATORY_RESPONSE-0.210
  • APICAL_SURFACE-0.200
  • HYPOXIA-0.200
  • IL2_STAT5_SIGNALING-0.190
  • TNFA_SIGNALING_VIA_NFKB-0.190
  • P53_PATHWAY-0.180

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
1TCGA-E2-A1IN-01A-11R-A13Q-07
breast-umap@18
C0.729
2TCGA-A8-A08O-01A-21R-A056-07
breast-umap@18
B0.710
3SRR25617938
breast-umap@18
B0.695
4TCGA-E9-A1R5-01A-11R-A14M-07
breast-umap@18
B0.694
54ca680a2-88a3-421c-9df4-3285e94e2817
colon-landscapes@1
0.685
6SRR8518326
breast-umap@18
E0.681
770b9dbcc-882d-4c90-a286-c94169e1d418
melanoma-umap@29
0.680
8TCGA-CR-7372-01A-11R-2016-07
head-neck@1
0.678
9DRR168566
bladder-landscape@3
0.667
10TCGA-UF-A7JK-01A-11R-A34R-07
head-neck@1
0.662

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.330Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
ANGIOGENESIS0.230Remibrutinib— uncovered
MYC_TARGETS_V10.210Inavolisib— uncovered
UV_RESPONSE_DN0.190Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.170Inavolisib— uncovered
DNA_REPAIR0.120Idelalisib— uncovered
MYOGENESIS0.120Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.110Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
APICAL_JUNCTION0.080Inavolisib— uncovered
FATTY_ACID_METABOLISM0.060Inavolisib— uncovered
ANDROGEN_RESPONSE0.050Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.030Inavolisib— uncovered
HEME_METABOLISM0.030Temsirolimus— uncovered
APOPTOSIS0.020Idelalisib— uncovered
KRAS_SIGNALING_DN0.010Remibrutinib— uncovered
MTORC1_SIGNALING0.010Inavolisib— uncovered
TGF_BETA_SIGNALING0.010Inavolisib— uncovered