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

1268327c-805e-4f52-b9ab-451f17e3d129

cd00e96b-4fcc-53c1-acf8-b44f5d337e62

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

  • BILE_ACID_METABOLISM+0.300
  • E2F_TARGETS+0.300
  • FATTY_ACID_METABOLISM+0.300
  • MTORC1_SIGNALING+0.300
  • PI3K_AKT_MTOR_SIGNALING+0.300
  • PROTEIN_SECRETION+0.300
  • ANDROGEN_RESPONSE+0.200
  • CHOLESTEROL_HOMEOSTASIS+0.200
  • ESTROGEN_RESPONSE_LATE+0.200
  • KRAS_SIGNALING_DN+0.200

Top 10 suppressed

  • ANGIOGENESIS-0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.200
  • MYC_TARGETS_V2-0.200
  • MYOGENESIS-0.200
  • NOTCH_SIGNALING-0.200
  • UV_RESPONSE_DN-0.200
  • HYPOXIA-0.100
  • KRAS_SIGNALING_UP-0.100
  • TGF_BETA_SIGNALING-0.100
  • ALLOGRAFT_REJECTION+0.000

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
1DRR168535
bladder-landscape@3
0.672
2SRR2932839
head-neck@1
0.667
3TCGA-AO-A0JD-01A-11R-A056-07
breast-umap@18
C0.652
4SRR13311180
bladder-landscape@3
0.649
5TCGA-FD-A6TE-01A-12R-A33J-07
bladder-landscape@3
0.640
6SRR22247244
lung-landscapes@6
cohortSC0.637
7MBCProject_2741_T1A_RNA
breast-umap@18
C0.626
8SRR27320672
colon-landscapes@1
0.610
9TCGA-A8-A09W-01A-11R-A00Z-07
breast-umap@18
B0.609
10SRR1797278
lung-landscapes@6
cohortSC0.607

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
BILE_ACID_METABOLISM0.300Inavolisib— uncovered
E2F_TARGETS0.300Inavolisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
COAGULATION0.100Binimetinib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
DNA_REPAIR0.100Idelalisib— uncovered