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

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

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

Top 10 elevated

  • ANGIOGENESIS+0.500
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.500
  • COAGULATION+0.300
  • MYOGENESIS+0.300
  • APICAL_JUNCTION+0.200
  • ESTROGEN_RESPONSE_EARLY+0.200
  • ESTROGEN_RESPONSE_LATE+0.200
  • HEDGEHOG_SIGNALING+0.200
  • IL6_JAK_STAT3_SIGNALING+0.200
  • KRAS_SIGNALING_UP+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • E2F_TARGETS-0.500
  • G2M_CHECKPOINT-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • MITOTIC_SPINDLE-0.400
  • PROTEIN_SECRETION-0.300
  • DNA_REPAIR-0.200
  • PEROXISOME-0.200
  • PI3K_AKT_MTOR_SIGNALING-0.200
  • APOPTOSIS-0.100

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-A2-A0CP-01A-11R-A034-07
breast-umap@18
A0.793
2TCGA-AN-A0FT-01A-11R-A034-07
breast-umap@18
B0.790
3TCGA-XF-A9SU-01A-31R-A39I-07
bladder-landscape@3
0.781
4SRR5088843
melanoma-umap@29
0.778
509f758e5-6be1-4f29-ac92-869d92f8fbcf
melanoma-umap@29
0.772
6TCGA-56-8622-01A-11R-2403-07
lung-landscapes@6
cohortSQ10.762
7TCGA-B6-A40B-01A-11R-A239-07
breast-umap@18
B0.760
8MNG589
mng-umap@100
0.752
9TCGA-OL-A5D6-01A-21R-A27Q-07
breast-umap@18
F0.748
10TCGA-55-A48Y-01A-11R-A24H-07
lung-landscapes@6
cohortA40.748

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.500Remibrutinib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.500Inavolisib— uncovered
COAGULATION0.300Binimetinib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.200Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.200Idelalisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.200Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.200Cobimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered