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

695836ff-c54b-47bf-8a29-5224811afa7e

68448d8e-45c9-5d45-8030-8cac7647f342

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
78

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.670
  • INTERFERON_GAMMA_RESPONSE+0.630
  • ALLOGRAFT_REJECTION+0.530
  • IL6_JAK_STAT3_SIGNALING+0.490
  • E2F_TARGETS+0.460
  • G2M_CHECKPOINT+0.440
  • MYC_TARGETS_V2+0.420
  • INFLAMMATORY_RESPONSE+0.410
  • MYC_TARGETS_V1+0.380
  • TNFA_SIGNALING_VIA_NFKB+0.340

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.400
  • BILE_ACID_METABOLISM-0.280
  • PROTEIN_SECRETION-0.280
  • HEDGEHOG_SIGNALING-0.270
  • ANGIOGENESIS-0.240
  • APICAL_JUNCTION-0.240
  • CHOLESTEROL_HOMEOSTASIS-0.210
  • NOTCH_SIGNALING-0.210
  • ESTROGEN_RESPONSE_LATE-0.190
  • ANDROGEN_RESPONSE-0.170

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
1c63f3f74-14fa-4a9e-9925-30b0f5da7dd9
colon-landscapes@1
0.887
2MNG921
mng-umap@100
0.885
3TCGA-C8-A12K-01A-21R-A115-07
breast-umap@18
E0.867
4TCGA-BH-A209-01A-11R-A157-07
breast-umap@18
D0.859
5SRR12475104
colon-landscapes@1
0.856
6301853fd-348d-4a99-9625-7da725023c1d
colon-landscapes@1
0.855
7TCGA-E2-A1II-01A-11R-A144-07
breast-umap@18
E0.847
8SRR6013581
lung-landscapes@6
cohortA10.844
9SRR1313135
breast-umap@18
C0.843
10SRR29022833
breast-umap@18
D0.842

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.670Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.630Idelalisib— uncovered
ALLOGRAFT_REJECTION0.530Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.490Inavolisib— uncovered
E2F_TARGETS0.460Inavolisib— uncovered
G2M_CHECKPOINT0.440Inavolisib— uncovered
MYC_TARGETS_V20.420Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.410Idelalisib— uncovered
MYC_TARGETS_V10.380Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.340Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.330Inavolisib— uncovered
COMPLEMENT0.290Inavolisib— uncovered
IL2_STAT5_SIGNALING0.250Idelalisib— uncovered
MITOTIC_SPINDLE0.240Inavolisib— uncovered
APOPTOSIS0.200Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.130Idelalisib— uncovered
DNA_REPAIR0.110Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.090Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.050Remibrutinib— uncovered