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

  • PROTEIN_SECRETION+0.200
  • ANDROGEN_RESPONSE+0.100
  • CHOLESTEROL_HOMEOSTASIS+0.100
  • FATTY_ACID_METABOLISM+0.100
  • HEDGEHOG_SIGNALING+0.100
  • MTORC1_SIGNALING+0.100
  • MYC_TARGETS_V1+0.100
  • SPERMATOGENESIS+0.100
  • APICAL_SURFACE+0.000
  • APOPTOSIS+0.000

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • INTERFERON_GAMMA_RESPONSE-0.500
  • TNFA_SIGNALING_VIA_NFKB-0.500
  • ALLOGRAFT_REJECTION-0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • IL6_JAK_STAT3_SIGNALING-0.400
  • INFLAMMATORY_RESPONSE-0.400
  • COMPLEMENT-0.300
  • HYPOXIA-0.300
  • IL2_STAT5_SIGNALING-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.

7 twins match this tumor's tissue · 3 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-CN-6992-01A-11R-1915-07
head-neck@1
0.830
2SRR23303758
bladder-landscape@3
0.813
3SRR1072504
brain-umap@2
GTEX0.809
4SRR658129
brain-umap@2
GTEX0.808
5SRR1322163
brain-umap@2
GTEX0.808
6MBCProject_0343_T1_RNA
breast-umap@18
B0.807
7SRR35579848
breast-umap@18
B0.806
8TCGA-GV-A3JW-01A-11R-A20F-07
bladder-landscape@3
0.805
9DRR168589
bladder-landscape@3
0.800
108c7c9bb7-76e0-480c-a0de-bbf48fa398f4
melanoma-umap@29
0.800

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
PROTEIN_SECRETION0.200Remibrutinib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered