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

3bb03dc9-6daf-42ef-95d6-cdf726f926e8

3f6ea74d-383a-508b-a00c-0824c3678386

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

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+0.600
  • G2M_CHECKPOINT+0.500
  • PROTEIN_SECRETION+0.400
  • GLYCOLYSIS+0.300
  • MITOTIC_SPINDLE+0.300
  • MYC_TARGETS_V1+0.300
  • SPERMATOGENESIS+0.300
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • DNA_REPAIR+0.200
  • MTORC1_SIGNALING+0.200

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • IL6_JAK_STAT3_SIGNALING-0.500
  • INFLAMMATORY_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • ANGIOGENESIS-0.300
  • IL2_STAT5_SIGNALING-0.300
  • KRAS_SIGNALING_UP-0.300
  • MYOGENESIS-0.300

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1MDT-AP-0540
medullo-epn-umap@date-based
MedMedulloblastoma0.867
2236350e9-8964-42ae-8880-d2f2281ff993
melanoma-umap@29
0.866
313649cf2-1dc4-408f-9063-31a2b9bb7157
colon-landscapes@1
0.857
4SRR8518295
breast-umap@18
E0.855
5TCGA-E2-A15T-01A-11R-A115-07
breast-umap@18
B0.854
6TCGA-O2-A5IB-01A-11R-A27Q-07
lung-landscapes@6
cohortMD10.854
7SRR5088814
melanoma-umap@29
0.853
8C3L-02649
lung-landscapes@6
cohortMD10.853
9TCGA-22-4591-01A-01R-1201-07
lung-landscapes@6
cohortSQ10.850
10SRR23303743
bladder-landscape@3
0.849

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.600Inavolisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
PROTEIN_SECRETION0.400Remibrutinib— uncovered
GLYCOLYSIS0.300Inavolisib— uncovered
MITOTIC_SPINDLE0.300Inavolisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
PEROXISOME0.100Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered