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

a6b176e9-f4fc-4188-9771-ab2f3e00a4a8

63392d8a-7084-583f-a399-8034d41a4e74

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
73.6646132785763

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYOGENESIS+0.390
  • NOTCH_SIGNALING+0.380
  • APICAL_JUNCTION+0.350
  • KRAS_SIGNALING_DN+0.320
  • WNT_BETA_CATENIN_SIGNALING+0.320
  • PANCREAS_BETA_CELLS+0.300
  • COAGULATION+0.290
  • IL6_JAK_STAT3_SIGNALING+0.280
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.270
  • ALLOGRAFT_REJECTION+0.240

Top 10 suppressed

  • E2F_TARGETS-0.530
  • G2M_CHECKPOINT-0.480
  • MYC_TARGETS_V1-0.460
  • PROTEIN_SECRETION-0.460
  • MTORC1_SIGNALING-0.420
  • ANDROGEN_RESPONSE-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.340
  • OXIDATIVE_PHOSPHORYLATION-0.290
  • MITOTIC_SPINDLE-0.270
  • PEROXISOME-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
1002260fb-3015-4876-b8fd-edffd7fc95e8
colon-landscapes@1
0.902
2MNG1108
mng-umap@100
0.900
3R281
bladder-landscape@3
0.871
4TCGA-GM-A3XN-01A-12R-A22U-07
breast-umap@18
A0.864
5TCGA-AC-A3W6-01A-12R-A22K-07
breast-umap@18
A0.862
6fb24d93c-9681-4d45-801f-9dcfd8c5703e
melanoma-umap@29
0.860
7SAMN03290904
melanoma-umap@29
0.860
89b308588-5e79-46ab-b186-6edd686695c6
colon-landscapes@1
0.855
9SRR8613743
breast-umap@18
D0.850
10TCGA-LD-A74U-01A-13R-A33J-07
breast-umap@18
A0.846

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
MYOGENESIS0.390Inavolisib— uncovered
NOTCH_SIGNALING0.380Inavolisib— uncovered
APICAL_JUNCTION0.350Inavolisib— uncovered
KRAS_SIGNALING_DN0.320Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.320Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
COAGULATION0.290Binimetinib— uncovered
IL6_JAK_STAT3_SIGNALING0.280Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.270Inavolisib— uncovered
ALLOGRAFT_REJECTION0.240Idelalisib— uncovered
HEDGEHOG_SIGNALING0.240Inavolisib— uncovered
APICAL_SURFACE0.200Temsirolimus— uncovered
INTERFERON_ALPHA_RESPONSE0.190Inavolisib— uncovered
ANGIOGENESIS0.160Remibrutinib— uncovered
INTERFERON_GAMMA_RESPONSE0.160Idelalisib— uncovered
IL2_STAT5_SIGNALING0.140Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.140Inavolisib— uncovered
COMPLEMENT0.130Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.120Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered