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

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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
78

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • G2M_CHECKPOINT+0.380
  • MYC_TARGETS_V2+0.360
  • E2F_TARGETS+0.330
  • WNT_BETA_CATENIN_SIGNALING+0.320
  • PANCREAS_BETA_CELLS+0.300
  • HEDGEHOG_SIGNALING+0.270
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • MITOTIC_SPINDLE+0.180
  • MYC_TARGETS_V1+0.150
  • ANGIOGENESIS+0.110

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.440
  • IL6_JAK_STAT3_SIGNALING-0.430
  • INFLAMMATORY_RESPONSE-0.400
  • COMPLEMENT-0.360
  • FATTY_ACID_METABOLISM-0.340
  • OXIDATIVE_PHOSPHORYLATION-0.340
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.310
  • ADIPOGENESIS-0.300
  • IL2_STAT5_SIGNALING-0.300
  • APOPTOSIS-0.290

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR4296090
lung-landscapes@6
cohortMD10.859
2TCGA-63-A5MW-01A-11R-A26W-07
lung-landscapes@6
cohortMD10.830
3BS_NB42PWZN
medullo-epn-umap@date-based
EPNSupratentorial EPN0.821
4s0095110
melanoma-umap@29
0.818
5b985822b-8c9c-4e26-9f11-4f5dbe736518
colon-landscapes@1
0.817
6TCGA-18-4083-01A-01R-1100-07
lung-landscapes@6
cohortSQ20.814
7BS_44A3ES23
brain-umap@2
medulloblastoma0.811
8TCGA-WA-A7GZ-01A-11R-A34R-07
head-neck@1
0.810
9ad30e5e1-182b-4758-8e70-53e0bcf78072
colon-landscapes@1
0.805
10TCGA-AC-A5XU-01A-11R-A28M-07
breast-umap@18
B0.804

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
G2M_CHECKPOINT0.380Inavolisib— uncovered
MYC_TARGETS_V20.360Idelalisib— uncovered
E2F_TARGETS0.330Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.320Inavolisib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
HEDGEHOG_SIGNALING0.270Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
MITOTIC_SPINDLE0.180Inavolisib— uncovered
MYC_TARGETS_V10.150Inavolisib— uncovered
ANGIOGENESIS0.110Remibrutinib— uncovered
INTERFERON_ALPHA_RESPONSE0.110Inavolisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.100Idelalisib— uncovered
DNA_REPAIR0.080Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.050Remibrutinib— uncovered
SPERMATOGENESIS0.050Inavolisib— uncovered
MTORC1_SIGNALING0.020Inavolisib— uncovered
UV_RESPONSE_DN0.020Inavolisib— uncovered