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

5c3c4b79-0682-4f19-96aa-071316a354d4

0eafbdcf-5b0f-5ab5-a7b4-15dd77dad3df

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
65

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PROTEIN_SECRETION+0.370
  • ADIPOGENESIS+0.330
  • OXIDATIVE_PHOSPHORYLATION+0.330
  • FATTY_ACID_METABOLISM+0.310
  • IL6_JAK_STAT3_SIGNALING+0.300
  • APICAL_SURFACE+0.290
  • INFLAMMATORY_RESPONSE+0.280
  • UV_RESPONSE_DN+0.280
  • ANDROGEN_RESPONSE+0.270
  • PEROXISOME+0.230

Top 10 suppressed

  • MYC_TARGETS_V2-0.530
  • E2F_TARGETS-0.440
  • G2M_CHECKPOINT-0.440
  • MYC_TARGETS_V1-0.350
  • MITOTIC_SPINDLE-0.300
  • INTERFERON_ALPHA_RESPONSE-0.270
  • UNFOLDED_PROTEIN_RESPONSE-0.250
  • DNA_REPAIR-0.200
  • MTORC1_SIGNALING-0.150
  • P53_PATHWAY-0.150

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1830ff04e-ebca-42d8-a018-0a49315640b5
colon-landscapes@1
0.814
2BS_ARBQDTT5
brain-umap@2
pilocytic astrocytoma0.809
3C3L-02508
lung-landscapes@6
cohortA10.790
4TCGA-E9-A227-01A-11R-A157-07
breast-umap@18
A0.788
5TCGA-BH-A0DS-01A-11R-A056-07
breast-umap@18
B0.781
6TCGA-78-7162-01A-21R-2066-07
lung-landscapes@6
cohortA20.781
7TCGA-AO-A0JF-01A-11R-A056-07
breast-umap@18
A0.778
8SRR11296843
colon-landscapes@1
0.778
9TCGA-FD-A6TI-01A-11R-A32O-07
bladder-landscape@3
0.775
10TCGA-A7-A0CG-01A-12R-A056-07
breast-umap@18
A0.772

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PROTEIN_SECRETION0.370Remibrutinib— uncovered
ADIPOGENESIS0.330Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.330Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.310Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.300Inavolisib— uncovered
APICAL_SURFACE0.290Temsirolimus— uncovered
INFLAMMATORY_RESPONSE0.280Idelalisib— uncovered
UV_RESPONSE_DN0.280Inavolisib— uncovered
ANDROGEN_RESPONSE0.270Inavolisib— uncovered
PEROXISOME0.230Idelalisib— uncovered
ALLOGRAFT_REJECTION0.220Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.220Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.220Inavolisib— uncovered
KRAS_SIGNALING_UP0.210Inavolisib— uncovered
BILE_ACID_METABOLISM0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.180Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.150Inavolisib— uncovered
MYOGENESIS0.140Inavolisib— uncovered
ANGIOGENESIS0.120Remibrutinib— uncovered
KRAS_SIGNALING_DN0.120Remibrutinib— uncovered