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

9488f59b-105a-4c4b-844e-23498427b51f

9ae29ce3-6c0a-5a03-9b2c-cff3eccdd856

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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ADIPOGENESIS+0.300
  • BILE_ACID_METABOLISM+0.300
  • ESTROGEN_RESPONSE_EARLY+0.300
  • HEME_METABOLISM+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • HEDGEHOG_SIGNALING+0.200
  • PEROXISOME+0.200
  • PROTEIN_SECRETION+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200
  • XENOBIOTIC_METABOLISM+0.200

Top 10 suppressed

  • G2M_CHECKPOINT-0.500
  • E2F_TARGETS-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.300
  • ANGIOGENESIS-0.200
  • MYC_TARGETS_V2-0.200
  • TNFA_SIGNALING_VIA_NFKB-0.200
  • ALLOGRAFT_REJECTION-0.100
  • APOPTOSIS-0.100
  • CHOLESTEROL_HOMEOSTASIS-0.100
  • COMPLEMENT-0.100

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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-E2-A1IU-01A-11R-A14D-07
breast-umap@18
B0.767
2BS_55P8HPYD
brain-umap@2
pilocytic astrocytoma0.709
3TCGA-78-7163-01A-12R-2066-07
lung-landscapes@6
cohortA10.702
4SRR8613805
breast-umap@18
F0.700
5BS_17WYVEEC
brain-umap@2
pilocytic astrocytoma0.695
6SRR35579847
breast-umap@18
B0.691
7SRR8943024
bladder-landscape@3
0.687
8C3L-01889
lung-landscapes@6
cohortA20.685
9SJEPD001531_D1.RNA-Seq
medullo-epn-umap@date-based
EPNEPN Tumor0.683
10MNG123
mng-umap@100
0.681

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ADIPOGENESIS0.300Inavolisib— uncovered
BILE_ACID_METABOLISM0.300Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.300Inavolisib— uncovered
HEME_METABOLISM0.300Temsirolimus— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered