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
66

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • WNT_BETA_CATENIN_SIGNALING+0.310
  • HEDGEHOG_SIGNALING+0.260
  • APICAL_JUNCTION+0.240
  • P53_PATHWAY+0.230
  • APICAL_SURFACE+0.100
  • MYC_TARGETS_V2+0.080
  • MYOGENESIS+0.060
  • BILE_ACID_METABOLISM+0.040
  • ESTROGEN_RESPONSE_EARLY+0.040
  • PEROXISOME+0.040

Top 10 suppressed

  • E2F_TARGETS-0.430
  • G2M_CHECKPOINT-0.350
  • TNFA_SIGNALING_VIA_NFKB-0.330
  • PROTEIN_SECRETION-0.320
  • MTORC1_SIGNALING-0.300
  • IL6_JAK_STAT3_SIGNALING-0.290
  • MYC_TARGETS_V1-0.270
  • UV_RESPONSE_UP-0.270
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.260
  • UNFOLDED_PROTEIN_RESPONSE-0.250

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1f17e12f0-54ed-4dc2-ab7e-22a1f90e1405
colon-landscapes@1
0.837
2SRR4195667
colon-landscapes@1
0.800
3ERR2208935
melanoma-umap@29
0.793
4TCGA-D8-A3Z5-01A-41R-A24H-07
breast-umap@18
A0.786
5MBCProject_0719_T1_RNA
breast-umap@18
A0.785
6MDT-AP-1120
medullo-epn-umap@date-based
MedMedulloblastoma0.783
7TCGA-W8-A86G-01A-21R-A36F-07
breast-umap@18
A0.783
8MDT-AP-0830
medullo-epn-umap@date-based
MedMedulloblastoma0.783
9SRR1313116
breast-umap@18
A0.773
108683d8f5-bba5-40a1-a460-ad6183d2302b
melanoma-umap@29
0.770

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
WNT_BETA_CATENIN_SIGNALING0.310Inavolisib— uncovered
HEDGEHOG_SIGNALING0.260Inavolisib— uncovered
APICAL_JUNCTION0.240Inavolisib— uncovered
P53_PATHWAY0.230Idelalisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
MYC_TARGETS_V20.080Idelalisib— uncovered
MYOGENESIS0.060Inavolisib— uncovered
BILE_ACID_METABOLISM0.040Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.040Inavolisib— uncovered
PEROXISOME0.040Idelalisib— uncovered
ADIPOGENESIS0.020Inavolisib— uncovered
GLYCOLYSIS0.020Inavolisib— uncovered