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
79

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • INTERFERON_ALPHA_RESPONSE+0.720
  • INTERFERON_GAMMA_RESPONSE+0.590
  • IL6_JAK_STAT3_SIGNALING+0.530
  • ALLOGRAFT_REJECTION+0.470
  • INFLAMMATORY_RESPONSE+0.470
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.420
  • COMPLEMENT+0.410
  • TNFA_SIGNALING_VIA_NFKB+0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.340
  • APOPTOSIS+0.330

Top 10 suppressed

  • PANCREAS_BETA_CELLS-0.350
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • KRAS_SIGNALING_DN-0.190
  • MYC_TARGETS_V2-0.170
  • MITOTIC_SPINDLE-0.140
  • UNFOLDED_PROTEIN_RESPONSE-0.110
  • BILE_ACID_METABOLISM-0.040
  • HEME_METABOLISM+0.000
  • ESTROGEN_RESPONSE_EARLY+0.010
  • PEROXISOME+0.010

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
1SRR6013563
lung-landscapes@6
cohortMD20.891
2MDT-AP-2887
medullo-epn-umap@date-based
MedMedulloblastoma0.883
3TCGA-75-5126-01A-01R-1755-07
lung-landscapes@6
cohortA10.883
4C3L-00093
lung-landscapes@6
cohortA10.882
5MBCProject_0734_T1K_RNA
breast-umap@18
C0.877
6SRR12696731
melanoma-umap@29
0.874
7C3N-02087
lung-landscapes@6
cohortA10.873
8SRR934884
brain-umap@2
0.870
970203945-80F8-4FA7-8C99-FEBAD3374103
brain-umap@2
0.869
10SRR934924
brain-umap@2
0.869

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.720Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.590Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.530Inavolisib— uncovered
ALLOGRAFT_REJECTION0.470Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.470Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.420Inavolisib— uncovered
COMPLEMENT0.410Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.400Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.340Inavolisib— uncovered
APOPTOSIS0.330Idelalisib— uncovered
COAGULATION0.300Binimetinib— uncovered
IL2_STAT5_SIGNALING0.270Idelalisib— uncovered
ANGIOGENESIS0.240Remibrutinib— uncovered
MTORC1_SIGNALING0.240Inavolisib— uncovered
PROTEIN_SECRETION0.240Remibrutinib— uncovered
ANDROGEN_RESPONSE0.230Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.210Remibrutinib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
MYC_TARGETS_V10.200Inavolisib— uncovered
GLYCOLYSIS0.190Inavolisib— uncovered