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

  • INTERFERON_ALPHA_RESPONSE+0.500
  • ALLOGRAFT_REJECTION+0.400
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INTERFERON_GAMMA_RESPONSE+0.400
  • COMPLEMENT+0.100
  • INFLAMMATORY_RESPONSE+0.100
  • KRAS_SIGNALING_DN+0.100
  • BILE_ACID_METABOLISM+0.000
  • COAGULATION+0.000
  • IL2_STAT5_SIGNALING+0.000

Top 10 suppressed

  • OXIDATIVE_PHOSPHORYLATION-0.500
  • ADIPOGENESIS-0.400
  • CHOLESTEROL_HOMEOSTASIS-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • HYPOXIA-0.400
  • MTORC1_SIGNALING-0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • ESTROGEN_RESPONSE_EARLY-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • FATTY_ACID_METABOLISM-0.300

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.

9 twins match this tumor's tissue · 1 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1SRR934818
brain-umap@2
0.884
2AUR-AG0J-TTP1-A-1-0-R-A741-41
breast-umap@18
D0.878
3be8d8236-4ebc-46de-a4fd-a901fec1cdce
melanoma-umap@29
0.857
4SRR12202481
bladder-landscape@3
0.856
5MBCProject_1819_T2B_RNA
breast-umap@18
D0.852
6TCGA-MN-A4N5-01A-11R-A24X-07
lung-landscapes@6
cohortA10.847
7X65f5effa.07f7.4ed3.9e0a.3a0d9d451474
lung-landscapes@6
cohortA10.843
8BS_FX2P2WEG
brain-umap@2
high-grade glioma0.843
9MNG1248
mng-umap@100
0.842
10TCGA-GM-A2DO-01A-11R-A18M-07
breast-umap@18
D0.842

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.400Idelalisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.100Idelalisib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered