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

C4C1F171-9B72-4527-9C03-39C2C00A5B6C

53c084f0-56fb-5289-a4c2-16cfae1d3da7

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
24.24441524310118
age_years
62
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

  • E2F_TARGETS+0.706
  • G2M_CHECKPOINT+0.661
  • MYC_TARGETS_V2+0.608
  • MYC_TARGETS_V1+0.589
  • DNA_REPAIR+0.506
  • MITOTIC_SPINDLE+0.505
  • INTERFERON_ALPHA_RESPONSE+0.472
  • UNFOLDED_PROTEIN_RESPONSE+0.448
  • WNT_BETA_CATENIN_SIGNALING+0.388
  • NOTCH_SIGNALING+0.359

Top 10 suppressed

  • KRAS_SIGNALING_DN-0.424
  • PANCREAS_BETA_CELLS-0.360
  • HEDGEHOG_SIGNALING-0.355
  • BILE_ACID_METABOLISM-0.312
  • MYOGENESIS-0.296
  • COAGULATION-0.259
  • XENOBIOTIC_METABOLISM-0.201
  • INFLAMMATORY_RESPONSE-0.186
  • KRAS_SIGNALING_UP-0.179
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.161

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
1592CC5DC-4DB7-4961-AB2B-89C8FE4A83D3
brain-umap@2
0.923
250DE1FDE-B85E-4677-B0F8-08275DA41A6E
brain-umap@2
0.914
398D004A9-E3F0-448E-BFE2-359F25DF356C
brain-umap@2
0.909
4SRR934964
brain-umap@2
0.905
5SRR934975
brain-umap@2
0.901
69970B75F-7AC6-431B-BDBB-120D01582CBE
brain-umap@2
0.887
76A30D8D0-DDB8-4B34-8BCB-46986144F551
brain-umap@2
0.886
8D717EAB5-3C67-4EF0-99BF-3416278BE492
brain-umap@2
0.876
9E0DE33EA-C3DF-478E-9C4D-86E3C7B3A1D9
brain-umap@2
0.875
10SRR934748
brain-umap@2
0.874

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.706Inavolisib— uncovered
G2M_CHECKPOINT0.661Inavolisib— uncovered
MYC_TARGETS_V20.608Idelalisib— uncovered
MYC_TARGETS_V10.589Inavolisib— uncovered
DNA_REPAIR0.506Idelalisib— uncovered
MITOTIC_SPINDLE0.505Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.472Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.448Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.388Inavolisib— uncovered
NOTCH_SIGNALING0.359Inavolisib— uncovered
TGF_BETA_SIGNALING0.320Inavolisib— uncovered
MTORC1_SIGNALING0.307Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.292Idelalisib— uncovered
ANGIOGENESIS0.272Remibrutinib— uncovered
OXIDATIVE_PHOSPHORYLATION0.251Remibrutinib— uncovered
PI3K_AKT_MTOR_SIGNALING0.251Inavolisib— uncovered
PROTEIN_SECRETION0.171Remibrutinib— uncovered
CHOLESTEROL_HOMEOSTASIS0.164Remibrutinib— uncovered
ANDROGEN_RESPONSE0.155Inavolisib— uncovered
APOPTOSIS0.145Idelalisib— uncovered