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

f3781318-56be-4a43-b72d-a6bb65ef9a88

bc834ed5-4e88-54a9-8a68-30ae58c1127f

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
65

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.580
  • ANGIOGENESIS+0.450
  • TGF_BETA_SIGNALING+0.430
  • MYOGENESIS+0.410
  • NOTCH_SIGNALING+0.410
  • APICAL_JUNCTION+0.380
  • HEDGEHOG_SIGNALING+0.370
  • UV_RESPONSE_DN+0.370
  • TNFA_SIGNALING_VIA_NFKB+0.340
  • APICAL_SURFACE+0.320

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.490
  • FATTY_ACID_METABOLISM-0.410
  • BILE_ACID_METABOLISM-0.380
  • PEROXISOME-0.380
  • GLYCOLYSIS-0.310
  • XENOBIOTIC_METABOLISM-0.290
  • DNA_REPAIR-0.280
  • ANDROGEN_RESPONSE-0.250
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.250
  • MTORC1_SIGNALING-0.240

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
13fcb923c-5dd2-4d6f-a6bb-8074ffb762be
colon-landscapes@1
0.883
220020022.TNBC
breast-umap@18
D0.833
367be8235-7f6f-4c36-9ad7-c72f8308fb52
colon-landscapes@1
0.830
4SRR4296078
lung-landscapes@6
cohortSQ10.827
5DRR168520
bladder-landscape@3
0.823
6SRR27320698
colon-landscapes@1
0.817
7TCGA-A2-A4RX-01A-11R-A266-07
breast-umap@18
D0.812
8SRR8613770
breast-umap@18
E0.800
9SRR10900585
melanoma-umap@29
0.794
10TCGA-56-8503-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.791

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.580Inavolisib— uncovered
ANGIOGENESIS0.450Remibrutinib— uncovered
TGF_BETA_SIGNALING0.430Inavolisib— uncovered
MYOGENESIS0.410Inavolisib— uncovered
NOTCH_SIGNALING0.410Inavolisib— uncovered
APICAL_JUNCTION0.380Inavolisib— uncovered
HEDGEHOG_SIGNALING0.370Inavolisib— uncovered
UV_RESPONSE_DN0.370Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.340Inavolisib— uncovered
APICAL_SURFACE0.320Temsirolimus— uncovered
G2M_CHECKPOINT0.230Inavolisib— uncovered
ALLOGRAFT_REJECTION0.220Idelalisib— uncovered
IL2_STAT5_SIGNALING0.210Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.170Idelalisib— uncovered
KRAS_SIGNALING_UP0.160Inavolisib— uncovered
COAGULATION0.140Binimetinib— uncovered
MITOTIC_SPINDLE0.140Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.100Inavolisib— uncovered