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

1f57edd1-3bc9-4eaf-8045-8984d5c7f148

0e96c698-b589-5287-af01-44d6aff2d822

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

  • INTERFERON_ALPHA_RESPONSE+0.600
  • ALLOGRAFT_REJECTION+0.500
  • INTERFERON_GAMMA_RESPONSE+0.500
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.300
  • COMPLEMENT+0.200
  • KRAS_SIGNALING_DN+0.200
  • APICAL_SURFACE+0.100
  • BILE_ACID_METABOLISM+0.100
  • CHOLESTEROL_HOMEOSTASIS+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • WNT_BETA_CATENIN_SIGNALING-0.400
  • ANGIOGENESIS-0.300
  • HEDGEHOG_SIGNALING-0.300
  • MYC_TARGETS_V2-0.300
  • NOTCH_SIGNALING-0.300
  • P53_PATHWAY-0.300
  • UV_RESPONSE_DN-0.300
  • ADIPOGENESIS-0.200

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
1ERR2208913
melanoma-umap@29
0.860
2TCGA-A8-A08I-01A-11R-A00Z-07
breast-umap@18
C0.854
3SRR2712420
melanoma-umap@29
0.828
4s0122145
melanoma-umap@29
0.817
51692105e-13d3-45ca-ab70-e6aed396c8c0
colon-landscapes@1
0.816
6SRR25043622
head-neck@1
0.809
7ERR2208965
melanoma-umap@29
0.804
820090401.Her2HRpos
breast-umap@18
D0.796
9C3N-02920
lung-landscapes@6
cohortA10.796
10SRR2016950
head-neck@1
0.786

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.600Inavolisib— uncovered
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
INTERFERON_GAMMA_RESPONSE0.500Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.300Idelalisib— uncovered
COMPLEMENT0.200Inavolisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
IL2_STAT5_SIGNALING0.100Idelalisib— uncovered
MTORC1_SIGNALING0.100Inavolisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.100Inavolisib— uncovered