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

b3f7d666-c19c-4dd3-94b7-b85877c8ea28

142867b6-7b26-552a-8633-19b5e0378262

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
63.62765229295

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • IL6_JAK_STAT3_SIGNALING+0.480
  • ALLOGRAFT_REJECTION+0.370
  • G2M_CHECKPOINT+0.360
  • HEDGEHOG_SIGNALING+0.340
  • E2F_TARGETS+0.310
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.310
  • INFLAMMATORY_RESPONSE+0.310
  • MYC_TARGETS_V2+0.310
  • ANGIOGENESIS+0.300
  • COMPLEMENT+0.240

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.420
  • FATTY_ACID_METABOLISM-0.410
  • CHOLESTEROL_HOMEOSTASIS-0.360
  • P53_PATHWAY-0.350
  • ADIPOGENESIS-0.320
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.290
  • PEROXISOME-0.240
  • HEME_METABOLISM-0.220
  • DNA_REPAIR-0.200
  • GLYCOLYSIS-0.190

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
1DRR168603
bladder-landscape@3
0.817
2TCGA-CQ-A4CB-01A-11R-A24Z-07
head-neck@1
0.808
3BS_J1AB8PMA
brain-umap@2
medulloblastoma0.804
4TCGA-DK-A3WX-01A-22R-A22U-07
bladder-landscape@3
0.777
57c4477a6-c744-412a-8571-bfb62f0dc714
colon-landscapes@1
0.776
6TCGA-98-8023-01A-11R-2247-07
lung-landscapes@6
cohortSQ10.776
7R263
bladder-landscape@3
0.773
8c56e13bb-f1b0-4ee3-85c1-807c7c3bcef9
colon-landscapes@1
0.770
9SRR8518214
breast-umap@18
D0.770
10MNG1010
mng-umap@100
0.769

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
IL6_JAK_STAT3_SIGNALING0.480Inavolisib— uncovered
ALLOGRAFT_REJECTION0.370Idelalisib— uncovered
G2M_CHECKPOINT0.360Inavolisib— uncovered
HEDGEHOG_SIGNALING0.340Inavolisib— uncovered
E2F_TARGETS0.310Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.310Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.310Idelalisib— uncovered
MYC_TARGETS_V20.310Idelalisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
COMPLEMENT0.240Inavolisib— uncovered
KRAS_SIGNALING_UP0.240Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
COAGULATION0.170Binimetinib— uncovered
INTERFERON_ALPHA_RESPONSE0.120Inavolisib— uncovered
UV_RESPONSE_DN0.100Inavolisib— uncovered
MTORC1_SIGNALING0.080Inavolisib— uncovered
UV_RESPONSE_UP0.060Idelalisib— uncovered
MITOTIC_SPINDLE0.040Inavolisib— uncovered