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

ba37d677-fb91-4aab-80a9-b2fd0bc39057

3d7fcde4-4c33-546b-806b-a29eafb1ef59

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
71.7481177275838

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+0.550
  • G2M_CHECKPOINT+0.520
  • MYC_TARGETS_V2+0.470
  • MYC_TARGETS_V1+0.380
  • WNT_BETA_CATENIN_SIGNALING+0.360
  • SPERMATOGENESIS+0.250
  • MTORC1_SIGNALING+0.200
  • DNA_REPAIR+0.150
  • ANGIOGENESIS+0.110
  • UNFOLDED_PROTEIN_RESPONSE+0.070

Top 10 suppressed

  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.360
  • TNFA_SIGNALING_VIA_NFKB-0.320
  • P53_PATHWAY-0.310
  • PANCREAS_BETA_CELLS-0.290
  • IL6_JAK_STAT3_SIGNALING-0.280
  • OXIDATIVE_PHOSPHORYLATION-0.280
  • PROTEIN_SECRETION-0.270
  • APICAL_JUNCTION-0.240
  • HYPOXIA-0.220
  • INFLAMMATORY_RESPONSE-0.220

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.

4 twins match this tumor's tissue · 6 come from a different tissue of origin ← cross-tissue dominant

#SampleCancer typeSubtypecos similarity
1ERR2598228
medullo-epn-umap@date-based
fetalfetal0.796
2SRR10900597
melanoma-umap@29
0.789
312256b85-6662-41b3-a5d4-890ced0222e5
melanoma-umap@29
0.786
4BS_S71RJ8DH
brain-umap@2
ATRT0.783
5s0095110
melanoma-umap@29
0.780
6cfda240e-d071-418b-9a7d-a6fd30e60cdf
colon-landscapes@1
0.778
7MDT-AP-3200
medullo-epn-umap@date-based
MedMedulloblastoma0.778
8BS_K25F4J3V
brain-umap@2
ATRT0.776
9BS_V72H4RQS
brain-umap@2
medulloblastoma0.774
10SJEPD036_D.RNA-Seq
medullo-epn-umap@date-based
EPNSupratentorial EPN0.773

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.550Inavolisib— uncovered
G2M_CHECKPOINT0.520Inavolisib— uncovered
MYC_TARGETS_V20.470Idelalisib— uncovered
MYC_TARGETS_V10.380Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.360Inavolisib— uncovered
SPERMATOGENESIS0.250Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
DNA_REPAIR0.150Idelalisib— uncovered
ANGIOGENESIS0.110Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.070Idelalisib— uncovered
UV_RESPONSE_DN0.070Inavolisib— uncovered
KRAS_SIGNALING_DN0.040Remibrutinib— uncovered
PEROXISOME0.030Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.020Remibrutinib— uncovered
HEME_METABOLISM0.020Temsirolimus— uncovered
UV_RESPONSE_UP0.010Idelalisib— uncovered