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

87930a6f-c400-4ef6-93b2-d01baba20d8e

90269188-5e96-5ad2-9632-90ab5778e05d

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
65.5824777549624

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • OXIDATIVE_PHOSPHORYLATION+0.450
  • WNT_BETA_CATENIN_SIGNALING+0.410
  • MYC_TARGETS_V2+0.330
  • P53_PATHWAY+0.330
  • DNA_REPAIR+0.300
  • MYC_TARGETS_V1+0.270
  • ADIPOGENESIS+0.250
  • XENOBIOTIC_METABOLISM+0.250
  • PEROXISOME+0.240
  • FATTY_ACID_METABOLISM+0.230

Top 10 suppressed

  • INTERFERON_GAMMA_RESPONSE-0.450
  • INTERFERON_ALPHA_RESPONSE-0.440
  • MITOTIC_SPINDLE-0.320
  • G2M_CHECKPOINT-0.310
  • INFLAMMATORY_RESPONSE-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • ALLOGRAFT_REJECTION-0.280
  • ANDROGEN_RESPONSE-0.260
  • UV_RESPONSE_DN-0.240
  • COMPLEMENT-0.200

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
18f673a13-7f81-4685-a415-645ff6b5e2fb
colon-landscapes@1
0.810
2R1
bladder-landscape@3
0.787
3MNG124
mng-umap@100
0.782
4TCGA-XF-AAMH-01A-11R-A42T-07
bladder-landscape@3
0.775
5fcb06f2b-bc4d-406d-82c3-76802c77a75b
colon-landscapes@1
0.772
6TCGA-86-8674-01A-21R-2403-07
lung-landscapes@6
cohortA20.766
7BS_BJDNWMJH
brain-umap@2
Spinal Cord Ependymoma0.764
8R20
bladder-landscape@3
0.762
90177d00d-7d3f-43c8-8d0f-e6333e73efa4
colon-landscapes@1
0.753
10X265fd2ee.a8d9.4142.bf96.86a40f37234e
lung-landscapes@6
cohortA20.751

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.450Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.410Inavolisib— uncovered
MYC_TARGETS_V20.330Idelalisib— uncovered
P53_PATHWAY0.330Idelalisib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
MYC_TARGETS_V10.270Inavolisib— uncovered
ADIPOGENESIS0.250Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.250Inavolisib— uncovered
PEROXISOME0.240Idelalisib— uncovered
FATTY_ACID_METABOLISM0.230Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.220Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.190Inavolisib— uncovered
PANCREAS_BETA_CELLS0.190Cobimetinib— uncovered
ESTROGEN_RESPONSE_LATE0.180Idelalisib— uncovered
GLYCOLYSIS0.130Inavolisib— uncovered
UV_RESPONSE_UP0.100Idelalisib— uncovered
BILE_ACID_METABOLISM0.090Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.070Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.070Inavolisib— uncovered
COAGULATION0.060Binimetinib— uncovered