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

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454ca7e9-f7b5-5b88-907a-b59420399759

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
77

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • INTERFERON_ALPHA_RESPONSE+0.250
  • UV_RESPONSE_DN+0.250
  • MYOGENESIS+0.200
  • IL6_JAK_STAT3_SIGNALING+0.190
  • INTERFERON_GAMMA_RESPONSE+0.180
  • WNT_BETA_CATENIN_SIGNALING+0.150
  • ANGIOGENESIS+0.120
  • APICAL_JUNCTION+0.100

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.590
  • MYC_TARGETS_V1-0.450
  • FATTY_ACID_METABOLISM-0.410
  • GLYCOLYSIS-0.400
  • MTORC1_SIGNALING-0.370
  • ADIPOGENESIS-0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.360
  • PEROXISOME-0.330
  • DNA_REPAIR-0.310
  • P53_PATHWAY-0.310

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
1GSM5359411
bladder-landscape@3
0.904
2C3N-03890
lung-landscapes@6
cohortA10.877
3MNG690
mng-umap@100
0.876
4SRR6013599
lung-landscapes@6
cohortMD20.870
53383d8e1-d61d-4346-a589-007ad2829e36
colon-landscapes@1
0.867
644eb0b78-9761-4131-b831-85e765a24e6b
colon-landscapes@1
0.861
7895018d4-b355-4339-8c60-186478ae6551
colon-landscapes@1
0.852
8AUR-AG12-TTP1-A-1-0-R-A741-41
breast-umap@18
A0.847
9TCGA-DK-AA6S-01A-21R-A39I-07
bladder-landscape@3
0.846
10TCGA-QK-A8Z9-01B-11R-A39I-07
head-neck@1
0.844

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.400Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.250Inavolisib— uncovered
UV_RESPONSE_DN0.250Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.190Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.180Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.150Inavolisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
COAGULATION0.080Binimetinib— uncovered
KRAS_SIGNALING_DN0.070Remibrutinib— uncovered
KRAS_SIGNALING_UP0.070Inavolisib— uncovered
PANCREAS_BETA_CELLS0.070Cobimetinib— uncovered
INFLAMMATORY_RESPONSE0.060Idelalisib— uncovered
ESTROGEN_RESPONSE_EARLY0.050Inavolisib— uncovered
SPERMATOGENESIS0.050Inavolisib— uncovered
APICAL_SURFACE0.020Temsirolimus— uncovered
TGF_BETA_SIGNALING0.010Inavolisib— uncovered