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

f65f4ed5-9726-4eff-8638-63752686d2c9

9d83ffc5-8fc3-5b0c-91d8-fe726f2726e0

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
41

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+0.470
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.450
  • ANGIOGENESIS+0.360
  • UV_RESPONSE_DN+0.360
  • MYOGENESIS+0.350
  • TGF_BETA_SIGNALING+0.350
  • APICAL_JUNCTION+0.290
  • WNT_BETA_CATENIN_SIGNALING+0.270
  • KRAS_SIGNALING_DN+0.240
  • NOTCH_SIGNALING+0.210

Top 10 suppressed

  • MYC_TARGETS_V2-0.650
  • OXIDATIVE_PHOSPHORYLATION-0.590
  • E2F_TARGETS-0.580
  • MYC_TARGETS_V1-0.580
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.470
  • G2M_CHECKPOINT-0.450
  • MTORC1_SIGNALING-0.430
  • DNA_REPAIR-0.400
  • FATTY_ACID_METABOLISM-0.390
  • PEROXISOME-0.330

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
1SRR11296795
colon-landscapes@1
0.947
2TCGA-DK-A3IQ-01A-31R-A32Y-07
bladder-landscape@3
0.939
3TCGA-E2-A1IO-01A-11R-A144-07
breast-umap@18
A0.922
4TCGA-EW-A1IX-01A-12R-A144-07
breast-umap@18
A0.915
5TCGA-BH-A1FH-01A-12R-A13Q-07
breast-umap@18
A0.907
6TCGA-AR-A2LM-01A-11R-A180-07
breast-umap@18
A0.906
7TCGA-HD-7831-01A-11R-2132-07
head-neck@1
0.903
84108a871-c064-4537-9331-e59798d7d492
colon-landscapes@1
0.902
9SRR9879291
lung-landscapes@6
cohortMD20.900
10SRR15069598
head-neck@1
0.898

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
HEDGEHOG_SIGNALING0.470Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.450Inavolisib— uncovered
ANGIOGENESIS0.360Remibrutinib— uncovered
UV_RESPONSE_DN0.360Inavolisib— uncovered
MYOGENESIS0.350Inavolisib— uncovered
TGF_BETA_SIGNALING0.350Inavolisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.270Inavolisib— uncovered
KRAS_SIGNALING_DN0.240Remibrutinib— uncovered
NOTCH_SIGNALING0.210Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
ANDROGEN_RESPONSE0.170Inavolisib— uncovered
MITOTIC_SPINDLE0.170Inavolisib— uncovered
APICAL_SURFACE0.160Temsirolimus— uncovered
PANCREAS_BETA_CELLS0.140Cobimetinib— uncovered
KRAS_SIGNALING_UP0.130Inavolisib— uncovered
HEME_METABOLISM0.120Temsirolimus— uncovered
COAGULATION0.100Binimetinib— uncovered
ESTROGEN_RESPONSE_EARLY0.090Inavolisib— uncovered
APOPTOSIS0.070Idelalisib— uncovered