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
73.2731006160164

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • MYOGENESIS+0.320
  • WNT_BETA_CATENIN_SIGNALING+0.260
  • NOTCH_SIGNALING+0.250
  • SPERMATOGENESIS+0.080
  • HEDGEHOG_SIGNALING+0.070
  • TGF_BETA_SIGNALING+0.060
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.030
  • KRAS_SIGNALING_DN+0.020
  • APICAL_JUNCTION-0.040
  • FATTY_ACID_METABOLISM-0.040

Top 10 suppressed

  • MYC_TARGETS_V2-0.520
  • ALLOGRAFT_REJECTION-0.480
  • MTORC1_SIGNALING-0.460
  • INFLAMMATORY_RESPONSE-0.450
  • IL6_JAK_STAT3_SIGNALING-0.430
  • MYC_TARGETS_V1-0.420
  • UNFOLDED_PROTEIN_RESPONSE-0.420
  • COMPLEMENT-0.360
  • TNFA_SIGNALING_VIA_NFKB-0.360
  • CHOLESTEROL_HOMEOSTASIS-0.350

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
1SRR25617883
breast-umap@18
B0.867
2SRR1516067
bladder-landscape@3
0.865
3SRR6013544
lung-landscapes@6
cohortA10.865
4SRR1442885
brain-umap@2
GTEX0.862
5MDT-AP-0393
medullo-epn-umap@date-based
MedMedulloblastoma0.861
6C3N-00293
lung-landscapes@6
cohortA10.860
7s0102877
melanoma-umap@29
0.853
8df6cc1d8-c28f-4530-95ff-4e18ee383e88
colon-landscapes@1
0.850
9AUR-AFE5-TTM9-A-1-1-R-A742-41
breast-umap@18
D0.847
10C3N-03420
lung-landscapes@6
cohortA10.845

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
MYOGENESIS0.320Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.260Inavolisib— uncovered
NOTCH_SIGNALING0.250Inavolisib— uncovered
SPERMATOGENESIS0.080Inavolisib— uncovered
HEDGEHOG_SIGNALING0.070Inavolisib— uncovered
TGF_BETA_SIGNALING0.060Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.030Inavolisib— uncovered
KRAS_SIGNALING_DN0.020Remibrutinib— uncovered