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

45b4921e-fce7-41f8-bb63-ed98343ceec8

b0ed1b63-2fee-5f21-8e35-4f10472af13a

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
48

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.540
  • MYOGENESIS+0.500
  • COAGULATION+0.440
  • APICAL_JUNCTION+0.410
  • ANGIOGENESIS+0.360
  • HEDGEHOG_SIGNALING+0.350
  • TNFA_SIGNALING_VIA_NFKB+0.350
  • IL2_STAT5_SIGNALING+0.320
  • COMPLEMENT+0.310
  • KRAS_SIGNALING_UP+0.310

Top 10 suppressed

  • E2F_TARGETS-0.660
  • G2M_CHECKPOINT-0.630
  • MYC_TARGETS_V1-0.500
  • MYC_TARGETS_V2-0.460
  • UNFOLDED_PROTEIN_RESPONSE-0.410
  • MITOTIC_SPINDLE-0.360
  • PROTEIN_SECRETION-0.340
  • MTORC1_SIGNALING-0.330
  • PI3K_AKT_MTOR_SIGNALING-0.190
  • DNA_REPAIR-0.160

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
1SRR8392884
lung-landscapes@6
cohortA10.933
2GSM5359443
bladder-landscape@3
0.933
3TCGA-AC-A3BB-01A-21R-A19W-07
breast-umap@18
A0.926
4SRR12475155
colon-landscapes@1
0.926
5b65a6759-a9a4-4740-a9e3-962771dd9954
melanoma-umap@29
0.923
67c6f92ab-6cf8-4293-b676-2619c40f6ee6
colon-landscapes@1
0.922
7MDT-AP-0384
medullo-epn-umap@date-based
MedMedulloblastoma0.919
8TCGA-BH-A0BQ-01A-21R-A115-07
breast-umap@18
A0.917
9TCGA-55-7281-01A-11R-2039-07
lung-landscapes@6
cohortA10.917
10SRR27320696
colon-landscapes@1
0.916

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.540Inavolisib— uncovered
MYOGENESIS0.500Inavolisib— uncovered
COAGULATION0.440Binimetinib— uncovered
APICAL_JUNCTION0.410Inavolisib— uncovered
ANGIOGENESIS0.360Remibrutinib— uncovered
HEDGEHOG_SIGNALING0.350Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.350Inavolisib— uncovered
IL2_STAT5_SIGNALING0.320Idelalisib— uncovered
COMPLEMENT0.310Inavolisib— uncovered
KRAS_SIGNALING_UP0.310Inavolisib— uncovered
HYPOXIA0.300Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
KRAS_SIGNALING_DN0.250Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.250Cobimetinib— uncovered
TGF_BETA_SIGNALING0.250Inavolisib— uncovered
APICAL_SURFACE0.240Temsirolimus— uncovered
IL6_JAK_STAT3_SIGNALING0.230Inavolisib— uncovered
ADIPOGENESIS0.210Inavolisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered