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

fb5d10ba-36f3-4236-b8fd-7c057db51039

ee59291a-8d10-5c04-b3c4-131b9445d051

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
43.5811088295688

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • HEDGEHOG_SIGNALING+0.400
  • PROTEIN_SECRETION+0.370
  • ANDROGEN_RESPONSE+0.320
  • TGF_BETA_SIGNALING+0.300
  • UV_RESPONSE_DN+0.240
  • MTORC1_SIGNALING+0.230
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • KRAS_SIGNALING_UP+0.190
  • BILE_ACID_METABOLISM+0.180
  • ESTROGEN_RESPONSE_EARLY+0.180

Top 10 suppressed

  • MYC_TARGETS_V2-0.370
  • E2F_TARGETS-0.270
  • ALLOGRAFT_REJECTION-0.260
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.240
  • INTERFERON_GAMMA_RESPONSE-0.220
  • OXIDATIVE_PHOSPHORYLATION-0.200
  • DNA_REPAIR-0.190
  • IL6_JAK_STAT3_SIGNALING-0.190
  • NOTCH_SIGNALING-0.160
  • UV_RESPONSE_UP-0.120

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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1ERR2598057
medullo-epn-umap@date-based
fetalfetal0.772
2SRR4296096
lung-landscapes@6
cohortA10.758
3ERR2598079
medullo-epn-umap@date-based
fetalfetal0.754
4SRR15069611
head-neck@1
0.742
5de751aae-bc7a-4d70-9d06-4417be4facae
melanoma-umap@29
0.736
6TCGA-CV-7416-01A-11R-2081-07
head-neck@1
0.731
7TCGA-AC-A23E-01A-11R-A157-07
breast-umap@18
A0.707
8ERR2598110
medullo-epn-umap@date-based
fetalfetal0.690
9MNG121
mng-umap@100
0.689
10TCGA-AQ-A0Y5-01A-11R-A14M-07
breast-umap@18
C0.681

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
HEDGEHOG_SIGNALING0.400Inavolisib— uncovered
PROTEIN_SECRETION0.370Remibrutinib— uncovered
ANDROGEN_RESPONSE0.320Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
UV_RESPONSE_DN0.240Inavolisib— uncovered
MTORC1_SIGNALING0.230Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
KRAS_SIGNALING_UP0.190Inavolisib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.180Inavolisib— uncovered
HYPOXIA0.160Idelalisib— uncovered
PANCREAS_BETA_CELLS0.140Cobimetinib— uncovered
APICAL_SURFACE0.110Temsirolimus— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.100Idelalisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.090Inavolisib— uncovered
COMPLEMENT0.080Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.080Idelalisib— uncovered
IL2_STAT5_SIGNALING0.070Idelalisib— uncovered
MITOTIC_SPINDLE0.070Inavolisib— uncovered