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

9604472c-4956-4170-8ba7-419f3e8d7418

407030cb-d7ae-5bb9-89fe-ec9357d0c58f

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

  • ANGIOGENESIS+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • PANCREAS_BETA_CELLS+0.300
  • TGF_BETA_SIGNALING+0.300
  • TNFA_SIGNALING_VIA_NFKB+0.300
  • HYPOXIA+0.200
  • IL6_JAK_STAT3_SIGNALING+0.200
  • KRAS_SIGNALING_UP+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200
  • ALLOGRAFT_REJECTION+0.100

Top 10 suppressed

  • FATTY_ACID_METABOLISM-0.500
  • INTERFERON_ALPHA_RESPONSE-0.500
  • OXIDATIVE_PHOSPHORYLATION-0.500
  • ADIPOGENESIS-0.400
  • PEROXISOME-0.400
  • PROTEIN_SECRETION-0.400
  • BILE_ACID_METABOLISM-0.300
  • CHOLESTEROL_HOMEOSTASIS-0.300
  • HEME_METABOLISM-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1BS_C41DJZ1F
brain-umap@2
high-grade glioma0.821
2DRR168520
bladder-landscape@3
0.776
31ae8df2d-8c7c-474d-9208-ea63784edc90
colon-landscapes@1
0.771
4156a3def-5866-4be4-ad0b-61b957d5b6eb
melanoma-umap@29
0.748
5SRR23303757
bladder-landscape@3
0.748
6TCGA-CN-6022-01A-21R-1686-07
head-neck@1
0.742
7824433bf-151c-46ea-9ea7-f53813f66a97
melanoma-umap@29
0.737
81fd89d3a-5991-4bfb-b27f-66b5f2a289d8
melanoma-umap@29
0.726
9TCGA-55-8614-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.725
10TCGA-EW-A6SC-01A-12R-A32P-07
breast-umap@18
A0.723

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.500Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.300Inavolisib— uncovered
HYPOXIA0.200Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
E2F_TARGETS0.100Inavolisib— uncovered
G2M_CHECKPOINT0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered