Research Use Only. KIRhub outputs are computational research artifacts. They are not validated for clinical decision-making, diagnosis, or treatment.
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bcb0fb46-95c8-5633-bf1b-494dcf367eb3

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
54

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • KRAS_SIGNALING_DN+0.160
  • HEME_METABOLISM+0.110
  • BILE_ACID_METABOLISM+0.090
  • FATTY_ACID_METABOLISM+0.080
  • PANCREAS_BETA_CELLS+0.070
  • WNT_BETA_CATENIN_SIGNALING+0.060
  • P53_PATHWAY+0.040
  • SPERMATOGENESIS+0.010
  • GLYCOLYSIS-0.010
  • PEROXISOME-0.010

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.610
  • ALLOGRAFT_REJECTION-0.540
  • IL6_JAK_STAT3_SIGNALING-0.460
  • INTERFERON_GAMMA_RESPONSE-0.460
  • MTORC1_SIGNALING-0.460
  • E2F_TARGETS-0.450
  • INFLAMMATORY_RESPONSE-0.440
  • G2M_CHECKPOINT-0.420
  • TNFA_SIGNALING_VIA_NFKB-0.420
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.390

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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR12475149
colon-landscapes@1
0.913
2SRR1516067
bladder-landscape@3
0.907
3C3N-03420
lung-landscapes@6
cohortA10.899
4TCGA-MP-A5C7-01A-11R-A262-07
lung-landscapes@6
cohortA20.891
550f58d2f-7e67-40d8-a35c-a3e2c0bbe457
melanoma-umap@29
0.888
6SRR1516063
bladder-landscape@3
0.888
7SRR1516072
bladder-landscape@3
0.887
8TCGA-CF-A5U8-01A-11R-A28M-07
bladder-landscape@3
0.886
9TCGA-G2-A3IE-01A-11R-A20F-07
bladder-landscape@3
0.884
10TCGA-E7-A6MF-01A-12R-A32O-07
bladder-landscape@3
0.883

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
KRAS_SIGNALING_DN0.160Remibrutinib— uncovered
HEME_METABOLISM0.110Temsirolimus— uncovered
BILE_ACID_METABOLISM0.090Inavolisib— uncovered
FATTY_ACID_METABOLISM0.080Inavolisib— uncovered
PANCREAS_BETA_CELLS0.070Cobimetinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.060Inavolisib— uncovered
P53_PATHWAY0.040Idelalisib— uncovered
SPERMATOGENESIS0.010Inavolisib— uncovered