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

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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
35

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
  • MITOTIC_SPINDLE+0.320
  • G2M_CHECKPOINT+0.310
  • INTERFERON_ALPHA_RESPONSE+0.280
  • CHOLESTEROL_HOMEOSTASIS+0.210
  • GLYCOLYSIS+0.190
  • PROTEIN_SECRETION+0.190
  • APICAL_SURFACE+0.150
  • INTERFERON_GAMMA_RESPONSE+0.150
  • APOPTOSIS+0.130

Top 10 suppressed

  • MYC_TARGETS_V2-0.570
  • MYC_TARGETS_V1-0.370
  • ALLOGRAFT_REJECTION-0.290
  • OXIDATIVE_PHOSPHORYLATION-0.270
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.270
  • INFLAMMATORY_RESPONSE-0.220
  • KRAS_SIGNALING_UP-0.210
  • WNT_BETA_CATENIN_SIGNALING-0.200
  • PANCREAS_BETA_CELLS-0.190
  • IL2_STAT5_SIGNALING-0.180

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
1MNG970
mng-umap@100
0.721
2TCGA-CR-6480-01A-11R-1873-07
head-neck@1
0.679
3SRR650133
bladder-landscape@3
0.640
4MNG1076
mng-umap@100
0.639
5TCGA-D8-A1JC-01A-11R-A13Q-07
breast-umap@18
B0.632
6SRR6079981
head-neck@1
0.620
7R44
bladder-landscape@3
0.620
8SRR8613794
breast-umap@18
C0.618
9TCGA-AR-A24N-01A-11R-A169-07
breast-umap@18
B0.616
10GSM5359410
bladder-landscape@3
0.612

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
E2F_TARGETS0.470Inavolisib— uncovered
MITOTIC_SPINDLE0.320Inavolisib— uncovered
G2M_CHECKPOINT0.310Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.280Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.210Remibrutinib— uncovered
GLYCOLYSIS0.190Inavolisib— uncovered
PROTEIN_SECRETION0.190Remibrutinib— uncovered
APICAL_SURFACE0.150Temsirolimus— uncovered
INTERFERON_GAMMA_RESPONSE0.150Idelalisib— uncovered
APOPTOSIS0.130Idelalisib— uncovered
BILE_ACID_METABOLISM0.130Inavolisib— uncovered
HEME_METABOLISM0.120Temsirolimus— uncovered
PEROXISOME0.120Idelalisib— uncovered
SPERMATOGENESIS0.090Inavolisib— uncovered
DNA_REPAIR0.080Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.080Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.070Inavolisib— uncovered
HYPOXIA0.060Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.050Inavolisib— uncovered
ANGIOGENESIS0.040Remibrutinib— uncovered