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

FBF510B1-3629-4FB9-BF9C-5BE689827DAC

ba022606-cfab-5108-8d26-2246420dcd95

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
59.00131406044678
age_years
48
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

  • INTERFERON_ALPHA_RESPONSE+0.671
  • INTERFERON_GAMMA_RESPONSE+0.652
  • ALLOGRAFT_REJECTION+0.606
  • IL6_JAK_STAT3_SIGNALING+0.550
  • NOTCH_SIGNALING+0.522
  • TNFA_SIGNALING_VIA_NFKB+0.510
  • INFLAMMATORY_RESPONSE+0.499
  • TGF_BETA_SIGNALING+0.448
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.442
  • APOPTOSIS+0.425

Top 10 suppressed

  • SPERMATOGENESIS-0.397
  • KRAS_SIGNALING_DN-0.277
  • PANCREAS_BETA_CELLS-0.223
  • UV_RESPONSE_DN-0.131
  • MYOGENESIS-0.120
  • APICAL_JUNCTION-0.110
  • ANGIOGENESIS-0.090
  • ANDROGEN_RESPONSE-0.036
  • PROTEIN_SECRETION-0.035
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.019

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
1A0396799-AB5C-401F-81FF-7C829A3CF1E4
brain-umap@2
0.925
2896B5096-D888-4DC3-9C70-152BDE083E26
brain-umap@2
0.912
3165395C6-1028-49DF-B15D-4D8064D00995
brain-umap@2
0.906
4928D2F99-A86B-47CA-A961-A8CAE7B44E78
brain-umap@2
0.898
5B4E10042-052D-4DC4-BC94-FF1D5D4632C0
brain-umap@2
0.898
6MNG57
mng-umap@100
0.897
7AD62B8A4-6AB8-4C99-80F5-98A1C085027D
brain-umap@2
0.893
86D1D9992-DA2B-419A-A80A-9EBCDA831754
brain-umap@2
0.893
9F1D36132-F3C3-47BB-A41F-A10DF40B69D1
brain-umap@2
0.892
101C62E679-3A4E-4D10-8BFB-5BFBF2A3B4B6
brain-umap@2
0.891

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.671Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.652Idelalisib— uncovered
ALLOGRAFT_REJECTION0.606Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.550Inavolisib— uncovered
NOTCH_SIGNALING0.522Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.510Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.499Idelalisib— uncovered
TGF_BETA_SIGNALING0.448Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.442Inavolisib— uncovered
APOPTOSIS0.425Idelalisib— uncovered
IL2_STAT5_SIGNALING0.409Idelalisib— uncovered
MYC_TARGETS_V20.402Idelalisib— uncovered
COMPLEMENT0.386Inavolisib— uncovered
MYC_TARGETS_V10.323Inavolisib— uncovered
DNA_REPAIR0.317Idelalisib— uncovered
P53_PATHWAY0.303Idelalisib— uncovered
ADIPOGENESIS0.299Inavolisib— uncovered
KRAS_SIGNALING_UP0.286Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.266Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.259Idelalisib— uncovered