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

3e2f2be1-9d8d-4412-92eb-9f3d5c3ea3ef

5968d7f3-26cb-5339-a6d9-200682e9ca16

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
86

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.390
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.360
  • PANCREAS_BETA_CELLS+0.350
  • ANGIOGENESIS+0.340
  • E2F_TARGETS+0.280
  • INTERFERON_ALPHA_RESPONSE+0.280
  • ADIPOGENESIS+0.260
  • IL6_JAK_STAT3_SIGNALING+0.260
  • PEROXISOME+0.230
  • ANDROGEN_RESPONSE+0.220

Top 10 suppressed

  • HYPOXIA-0.260
  • TNFA_SIGNALING_VIA_NFKB-0.260
  • APICAL_SURFACE-0.180
  • WNT_BETA_CATENIN_SIGNALING-0.160
  • MITOTIC_SPINDLE-0.140
  • P53_PATHWAY-0.130
  • ESTROGEN_RESPONSE_EARLY-0.120
  • HEME_METABOLISM-0.110
  • KRAS_SIGNALING_DN-0.100
  • HEDGEHOG_SIGNALING-0.080

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
10e1c98de-b4e2-4f42-beca-9948f867a46b
colon-landscapes@1
0.773
2TCGA-E7-A7DV-01A-11R-A33J-07
bladder-landscape@3
0.731
365fc5187-8157-4af4-b4a5-6f6c2eca70ca
colon-landscapes@1
0.729
4AUR-AFUG-TTM1-A-1-1-R-A743-41
breast-umap@18
C0.719
5SJEPD030367_D2.RNA-Seq
medullo-epn-umap@date-based
EPNSupratentorial EPN0.716
6cb6e4e0c-6f89-4ea5-a89d-1b0da8cf7fac
colon-landscapes@1
0.716
7SRR8942962
bladder-landscape@3
0.715
8TCGA-46-3769-01A-01R-0980-07
lung-landscapes@6
cohortA10.712
9BS_2EN3X6HB
brain-umap@2
high-grade glioma0.704
10SRR1313168
breast-umap@18
E0.701

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.390Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.360Inavolisib— uncovered
PANCREAS_BETA_CELLS0.350Cobimetinib— uncovered
ANGIOGENESIS0.340Remibrutinib— uncovered
E2F_TARGETS0.280Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.280Inavolisib— uncovered
ADIPOGENESIS0.260Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.260Inavolisib— uncovered
PEROXISOME0.230Idelalisib— uncovered
ANDROGEN_RESPONSE0.220Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.200Inavolisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.190Inavolisib— uncovered
MTORC1_SIGNALING0.190Inavolisib— uncovered
ALLOGRAFT_REJECTION0.180Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.180Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.170Idelalisib— uncovered
DNA_REPAIR0.160Idelalisib— uncovered
G2M_CHECKPOINT0.160Inavolisib— uncovered