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

5472fa65-a8e2-4593-abd8-e241d1bdec84

13b8a99b-a603-5e56-83c5-e42b77168869

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
72.0903490759754

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+0.400
  • TGF_BETA_SIGNALING+0.370
  • UV_RESPONSE_DN+0.370
  • ANDROGEN_RESPONSE+0.350
  • ANGIOGENESIS+0.340
  • G2M_CHECKPOINT+0.340
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • NOTCH_SIGNALING+0.290
  • MITOTIC_SPINDLE+0.240
  • SPERMATOGENESIS+0.230

Top 10 suppressed

  • DNA_REPAIR-0.210
  • KRAS_SIGNALING_DN-0.200
  • XENOBIOTIC_METABOLISM-0.180
  • INTERFERON_ALPHA_RESPONSE-0.150
  • TNFA_SIGNALING_VIA_NFKB-0.130
  • APICAL_SURFACE-0.120
  • INTERFERON_GAMMA_RESPONSE-0.120
  • CHOLESTEROL_HOMEOSTASIS-0.100
  • ALLOGRAFT_REJECTION-0.090
  • MYC_TARGETS_V2-0.090

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
1MNG56
mng-umap@100
0.833
2TCGA-96-7544-01A-11R-2045-07
lung-landscapes@6
cohortSQ10.777
3TCGA-E9-A226-01A-21R-A157-07
breast-umap@18
B0.768
4TCGA-44-8119-01A-11R-2241-07
lung-landscapes@6
cohortA30.746
5SRR23303749
bladder-landscape@3
0.730
6TCGA-AR-A24L-01A-11R-A169-07
breast-umap@18
B0.730
7SRR25617891
breast-umap@18
E0.722
8TCGA-BH-A1FM-01A-11R-A13Q-07
breast-umap@18
B0.720
9MBCProject_5953_T1_RNA
breast-umap@18
B0.712
10TCGA-55-6975-01A-11R-1949-07
lung-landscapes@6
cohortA40.710

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.400Remibrutinib— uncovered
TGF_BETA_SIGNALING0.370Inavolisib— uncovered
UV_RESPONSE_DN0.370Inavolisib— uncovered
ANDROGEN_RESPONSE0.350Inavolisib— uncovered
ANGIOGENESIS0.340Remibrutinib— uncovered
G2M_CHECKPOINT0.340Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
NOTCH_SIGNALING0.290Inavolisib— uncovered
MITOTIC_SPINDLE0.240Inavolisib— uncovered
SPERMATOGENESIS0.230Inavolisib— uncovered
MTORC1_SIGNALING0.220Inavolisib— uncovered
E2F_TARGETS0.190Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.150Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.140Idelalisib— uncovered
HEDGEHOG_SIGNALING0.130Inavolisib— uncovered
MYC_TARGETS_V10.130Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.080Inavolisib— uncovered
APICAL_JUNCTION0.070Inavolisib— uncovered
IL2_STAT5_SIGNALING0.070Idelalisib— uncovered