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

bbeadeec-bb57-4762-8828-3bd1696748fb

8b85cf40-d9df-548c-9eb9-3cffb7cb17b3

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
68

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • E2F_TARGETS+0.470
  • MYC_TARGETS_V1+0.450
  • MYC_TARGETS_V2+0.370
  • G2M_CHECKPOINT+0.340
  • PROTEIN_SECRETION+0.320
  • OXIDATIVE_PHOSPHORYLATION+0.310
  • FATTY_ACID_METABOLISM+0.280
  • ADIPOGENESIS+0.250
  • PEROXISOME+0.240
  • BILE_ACID_METABOLISM+0.180

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.540
  • ANGIOGENESIS-0.510
  • TNFA_SIGNALING_VIA_NFKB-0.500
  • INTERFERON_ALPHA_RESPONSE-0.490
  • INTERFERON_GAMMA_RESPONSE-0.480
  • ALLOGRAFT_REJECTION-0.460
  • INFLAMMATORY_RESPONSE-0.450
  • IL6_JAK_STAT3_SIGNALING-0.440
  • PANCREAS_BETA_CELLS-0.420
  • APICAL_JUNCTION-0.390

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-BH-A0H0-01A-11R-A056-07
breast-umap@18
B0.960
2TCGA-A8-A06Q-01A-11R-A034-07
breast-umap@18
C0.934
3e7f9aa2a-9c1b-4c63-953b-4922fafd9150
colon-landscapes@1
0.925
4DRR168570
bladder-landscape@3
0.918
5513fb61a-1339-45d2-8963-6337e3aff5df
colon-landscapes@1
0.916
62d8cab40-0dda-4d6d-a9ba-83a82a7e1c15
colon-landscapes@1
0.912
7TCGA-86-7955-01A-11R-2187-07
lung-landscapes@6
cohortA40.911
8SRR8518295
breast-umap@18
E0.906
9R6
bladder-landscape@3
0.904
10TCGA-ZF-A9RM-01A-11R-A38B-07
bladder-landscape@3
0.904

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.470Inavolisib— uncovered
MYC_TARGETS_V10.450Inavolisib— uncovered
MYC_TARGETS_V20.370Idelalisib— uncovered
G2M_CHECKPOINT0.340Inavolisib— uncovered
PROTEIN_SECRETION0.320Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.310Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.280Inavolisib— uncovered
ADIPOGENESIS0.250Inavolisib— uncovered
PEROXISOME0.240Idelalisib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered
MTORC1_SIGNALING0.150Inavolisib— uncovered
DNA_REPAIR0.090Idelalisib— uncovered
ANDROGEN_RESPONSE0.070Inavolisib— uncovered
SPERMATOGENESIS0.070Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.070Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.070Inavolisib— uncovered
GLYCOLYSIS0.030Inavolisib— uncovered
MITOTIC_SPINDLE0.020Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.010Remibrutinib— uncovered
HEME_METABOLISM0.010Temsirolimus— uncovered