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

BA28EC2F-5186-4DED-8814-5F0464AB8B87

d9de0e39-9ade-5202-b00f-b30ff33cd24e

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
23.71879106438896
age_years
63
sex
Female

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+0.721
  • INTERFERON_GAMMA_RESPONSE+0.636
  • IL6_JAK_STAT3_SIGNALING+0.488
  • ALLOGRAFT_REJECTION+0.446
  • OXIDATIVE_PHOSPHORYLATION+0.410
  • INFLAMMATORY_RESPONSE+0.393
  • APOPTOSIS+0.379
  • MTORC1_SIGNALING+0.360
  • IL2_STAT5_SIGNALING+0.359
  • UNFOLDED_PROTEIN_RESPONSE+0.358

Top 10 suppressed

  • PANCREAS_BETA_CELLS-0.351
  • SPERMATOGENESIS-0.330
  • KRAS_SIGNALING_DN-0.255
  • MYOGENESIS-0.176
  • WNT_BETA_CATENIN_SIGNALING-0.119
  • HEDGEHOG_SIGNALING-0.067
  • APICAL_JUNCTION-0.062
  • ESTROGEN_RESPONSE_LATE-0.022
  • UV_RESPONSE_UP+0.000
  • APICAL_SURFACE+0.053

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
14942E435-61E6-4A43-B031-4E08F0B41186
brain-umap@2
0.941
2385ECC71-2BF4-4E14-B2CC-8423E79BDEBE
brain-umap@2
0.934
38CDEDFEC-954A-4D01-AF6B-AF55CFE5FEAB
brain-umap@2
0.932
4SRR934897
brain-umap@2
0.930
5311D796C-BDD1-4C6B-9FD4-A053778AE1BB
brain-umap@2
0.929
60E5EDC5A-5AD4-499E-8777-CA6B6F63307F
brain-umap@2
0.928
78730AABF-0720-4754-82B0-722150A485B8
brain-umap@2
0.928
8F42071CA-8794-4C79-8B02-8D48C70E8BA1
brain-umap@2
0.928
9SRR934921
brain-umap@2
0.927
10EC7327B2-6767-4005-9C51-005957C1F923
brain-umap@2
0.927

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.721Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.636Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.488Inavolisib— uncovered
ALLOGRAFT_REJECTION0.446Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.410Remibrutinib— uncovered
INFLAMMATORY_RESPONSE0.393Idelalisib— uncovered
APOPTOSIS0.379Idelalisib— uncovered
MTORC1_SIGNALING0.360Inavolisib— uncovered
IL2_STAT5_SIGNALING0.359Idelalisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.358Idelalisib— uncovered
PROTEIN_SECRETION0.357Remibrutinib— uncovered
ADIPOGENESIS0.353Inavolisib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
NOTCH_SIGNALING0.343Inavolisib— uncovered
UV_RESPONSE_DN0.320Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.318Inavolisib— uncovered
FATTY_ACID_METABOLISM0.314Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.299Inavolisib— uncovered
BILE_ACID_METABOLISM0.295Inavolisib— uncovered
G2M_CHECKPOINT0.287Inavolisib— uncovered