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

e5ae4a47-9a0d-4a70-a7be-40bddeb3d017

24d63ed8-fb6f-5772-810f-e1ea1dd67723

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
84

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+0.710
  • INTERFERON_GAMMA_RESPONSE+0.620
  • ALLOGRAFT_REJECTION+0.470
  • MTORC1_SIGNALING+0.460
  • OXIDATIVE_PHOSPHORYLATION+0.460
  • PROTEIN_SECRETION+0.420
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.360
  • COMPLEMENT+0.350
  • ANDROGEN_RESPONSE+0.340

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.390
  • MYC_TARGETS_V2-0.250
  • KRAS_SIGNALING_DN-0.200
  • APICAL_SURFACE-0.150
  • HEDGEHOG_SIGNALING-0.110
  • NOTCH_SIGNALING-0.060
  • APICAL_JUNCTION-0.030
  • BILE_ACID_METABOLISM+0.010
  • ESTROGEN_RESPONSE_EARLY+0.020
  • MYOGENESIS+0.020

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
1C3N-02087
lung-landscapes@6
cohortA10.893
253D8CF8D-31BA-4CB8-A14F-5C9AB9554F5D
brain-umap@2
0.875
3TCGA-E7-A7DV-01A-11R-A33J-07
bladder-landscape@3
0.860
4C3L-00913
lung-landscapes@6
cohortA40.857
5TCGA-18-3415-01A-01R-0980-07
lung-landscapes@6
cohortSQ20.857
649df6599-2159-457c-a94f-980cab788dbf
colon-landscapes@1
0.856
7SJEPD031215_D1.RNA-Seq
medullo-epn-umap@date-based
EPNPosterior Fossa EPN0.852
8f5174c29-918d-4ad9-bd44-c94463396414
colon-landscapes@1
0.851
9SRR10900566
melanoma-umap@29
0.850
10BS_XF0ZX2B3
brain-umap@2
Supratentorial Ependymoma0.850

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.710Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.620Idelalisib— uncovered
ALLOGRAFT_REJECTION0.470Idelalisib— uncovered
MTORC1_SIGNALING0.460Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.460Remibrutinib— uncovered
PROTEIN_SECRETION0.420Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.360Remibrutinib— uncovered
COMPLEMENT0.350Inavolisib— uncovered
ANDROGEN_RESPONSE0.340Inavolisib— uncovered
FATTY_ACID_METABOLISM0.340Inavolisib— uncovered
HYPOXIA0.320Idelalisib— uncovered
MYC_TARGETS_V10.320Inavolisib— uncovered
ADIPOGENESIS0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
GLYCOLYSIS0.300Inavolisib— uncovered
IL2_STAT5_SIGNALING0.290Idelalisib— uncovered
APOPTOSIS0.280Idelalisib— uncovered
HEME_METABOLISM0.270Temsirolimus— uncovered
E2F_TARGETS0.260Inavolisib— uncovered