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

BDEB76B7-B7E0-4058-82A2-77E93748C936

4fe5b714-9835-559a-94fc-b9708981147a

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
overall_survival_months
78.21944809461235
age_years
61
sex
Male

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • TGF_BETA_SIGNALING+0.516
  • G2M_CHECKPOINT+0.497
  • MITOTIC_SPINDLE+0.474
  • MYC_TARGETS_V2+0.470
  • NOTCH_SIGNALING+0.470
  • WNT_BETA_CATENIN_SIGNALING+0.445
  • UNFOLDED_PROTEIN_RESPONSE+0.418
  • MYC_TARGETS_V1+0.410
  • PROTEIN_SECRETION+0.402
  • UV_RESPONSE_DN+0.384

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.311
  • PANCREAS_BETA_CELLS-0.208
  • SPERMATOGENESIS-0.139
  • MYOGENESIS-0.137
  • COAGULATION-0.120
  • INTERFERON_ALPHA_RESPONSE-0.063
  • BILE_ACID_METABOLISM-0.061
  • ALLOGRAFT_REJECTION-0.060
  • APICAL_SURFACE-0.059
  • INTERFERON_GAMMA_RESPONSE-0.028

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
134229BDA-4BF2-4537-A663-15896F6E269A
brain-umap@2
0.931
266A657C4-CC7B-4154-AFAD-342E7CC87EF9
brain-umap@2
0.896
3SRR934939
brain-umap@2
0.895
4SRR934827
brain-umap@2
0.890
501169BCB-82ED-4492-9FD0-630CCEA70023
brain-umap@2
0.888
68EFB3C39-094A-4F91-8B8D-EE8A32AC7E1F
brain-umap@2
0.886
74BB9587B-88CB-4BD9-BE1D-2CDF61337579
brain-umap@2
0.876
8TCGA-GD-A3OQ-01A-32R-A220-07
bladder-landscape@3
0.874
9MNG252
mng-umap@100
0.872
10TCGA-BT-A20U-01A-11R-A14Y-07
bladder-landscape@3
0.870

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
TGF_BETA_SIGNALING0.516Inavolisib— uncovered
G2M_CHECKPOINT0.497Inavolisib— uncovered
MITOTIC_SPINDLE0.474Inavolisib— uncovered
MYC_TARGETS_V20.470Idelalisib— uncovered
NOTCH_SIGNALING0.470Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.445Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.418Idelalisib— uncovered
MYC_TARGETS_V10.410Inavolisib— uncovered
PROTEIN_SECRETION0.402Remibrutinib— uncovered
UV_RESPONSE_DN0.384Inavolisib— uncovered
MTORC1_SIGNALING0.341Inavolisib— uncovered
E2F_TARGETS0.338Inavolisib— uncovered
ADIPOGENESIS0.299Inavolisib— uncovered
ANDROGEN_RESPONSE0.297Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.285Inavolisib— uncovered
HEDGEHOG_SIGNALING0.264Inavolisib— uncovered
APOPTOSIS0.260Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.254Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.244Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.208Remibrutinib— uncovered