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

80680b8f-eec8-4b02-95c4-f133af61943a

3893613f-9312-5910-b7e8-02531110aba4

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
53

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • PANCREAS_BETA_CELLS+0.390
  • G2M_CHECKPOINT+0.250
  • E2F_TARGETS+0.190
  • MITOTIC_SPINDLE+0.170
  • BILE_ACID_METABOLISM+0.150
  • SPERMATOGENESIS+0.140
  • MYC_TARGETS_V2+0.120
  • MYC_TARGETS_V1+0.050
  • DNA_REPAIR+0.030
  • XENOBIOTIC_METABOLISM+0.030

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.610
  • TNFA_SIGNALING_VIA_NFKB-0.600
  • ANGIOGENESIS-0.590
  • ALLOGRAFT_REJECTION-0.580
  • INFLAMMATORY_RESPONSE-0.580
  • INTERFERON_GAMMA_RESPONSE-0.510
  • COMPLEMENT-0.490
  • IL6_JAK_STAT3_SIGNALING-0.490
  • INTERFERON_ALPHA_RESPONSE-0.480
  • IL2_STAT5_SIGNALING-0.460

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.

5 twins match this tumor's tissue · 5 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1BS_ERWT0ZWE
brain-umap@2
medulloblastoma0.918
2BS_9M5XJ10G
brain-umap@2
medulloblastoma0.916
3TCGA-55-8620-01A-11R-2403-07
lung-landscapes@6
cohortA30.913
4BS_61E80SD6
brain-umap@2
medulloblastoma0.912
5SRR12202497
bladder-landscape@3
0.902
6BS_BA6AZWB3
brain-umap@2
medulloblastoma0.902
7BS_2SFTWNVE
brain-umap@2
medulloblastoma0.900
8SRR13780269
lung-landscapes@6
cohortSC0.900
9SAMN03290891
melanoma-umap@29
0.900
10SRR8518343
breast-umap@18
E0.899

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
PANCREAS_BETA_CELLS0.390Cobimetinib— uncovered
G2M_CHECKPOINT0.250Inavolisib— uncovered
E2F_TARGETS0.190Inavolisib— uncovered
MITOTIC_SPINDLE0.170Inavolisib— uncovered
BILE_ACID_METABOLISM0.150Inavolisib— uncovered
SPERMATOGENESIS0.140Inavolisib— uncovered
MYC_TARGETS_V20.120Idelalisib— uncovered
MYC_TARGETS_V10.050Inavolisib— uncovered
DNA_REPAIR0.030Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.030Inavolisib— uncovered
FATTY_ACID_METABOLISM0.020Inavolisib— uncovered
PEROXISOME0.010Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.010Inavolisib— uncovered