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
74

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • UV_RESPONSE_DN+0.410
  • ANGIOGENESIS+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.290
  • PROTEIN_SECRETION+0.270
  • KRAS_SIGNALING_UP+0.240
  • ANDROGEN_RESPONSE+0.210
  • SPERMATOGENESIS+0.200
  • PANCREAS_BETA_CELLS+0.190
  • BILE_ACID_METABOLISM+0.180
  • HEME_METABOLISM+0.150

Top 10 suppressed

  • MYC_TARGETS_V2-0.560
  • MYC_TARGETS_V1-0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.440
  • DNA_REPAIR-0.410
  • UNFOLDED_PROTEIN_RESPONSE-0.400
  • E2F_TARGETS-0.380
  • TNFA_SIGNALING_VIA_NFKB-0.370
  • G2M_CHECKPOINT-0.300
  • MTORC1_SIGNALING-0.300
  • INTERFERON_ALPHA_RESPONSE-0.290

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
1TCGA-50-5944-01A-11R-1755-07
lung-landscapes@6
cohortA10.832
2TCGA-D6-6824-01A-11R-1915-07
head-neck@1
0.811
3SRR8613742
breast-umap@18
A0.807
4f8877925-49e4-420e-8bd8-cac3a47b67d1
melanoma-umap@29
0.795
5SRR12475118
colon-landscapes@1
0.793
6TCGA-K4-A3WU-01B-11R-A23N-07
bladder-landscape@3
0.789
7C3L-03268
lung-landscapes@6
cohortA10.789
865f86d9a-828b-4e8b-a656-38baba5a54f7
colon-landscapes@1
0.788
9TCGA-D8-A1XO-01A-11R-A14M-07
breast-umap@18
B0.788
10TCGA-86-8668-01A-11R-2403-07
lung-landscapes@6
cohortA10.787

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
UV_RESPONSE_DN0.410Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.290Inavolisib— uncovered
PROTEIN_SECRETION0.270Remibrutinib— uncovered
KRAS_SIGNALING_UP0.240Inavolisib— uncovered
ANDROGEN_RESPONSE0.210Inavolisib— uncovered
SPERMATOGENESIS0.200Inavolisib— uncovered
PANCREAS_BETA_CELLS0.190Cobimetinib— uncovered
BILE_ACID_METABOLISM0.180Inavolisib— uncovered
HEME_METABOLISM0.150Temsirolimus— uncovered
COMPLEMENT0.140Inavolisib— uncovered
MYOGENESIS0.140Inavolisib— uncovered
COAGULATION0.100Binimetinib— uncovered
INFLAMMATORY_RESPONSE0.090Idelalisib— uncovered
APICAL_JUNCTION0.060Inavolisib— uncovered
ALLOGRAFT_REJECTION0.030Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.030Inavolisib— uncovered
HEDGEHOG_SIGNALING0.020Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.020Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.010Inavolisib— uncovered