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

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289a10cd-eb85-5186-8012-81bb79a237dc

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+0.400
  • TGF_BETA_SIGNALING+0.400
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • HEDGEHOG_SIGNALING+0.300
  • PROTEIN_SECRETION+0.300
  • HYPOXIA+0.200
  • MITOTIC_SPINDLE+0.200
  • UV_RESPONSE_DN+0.200
  • WNT_BETA_CATENIN_SIGNALING+0.200
  • ANDROGEN_RESPONSE+0.100

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.600
  • INTERFERON_GAMMA_RESPONSE-0.500
  • ALLOGRAFT_REJECTION-0.400
  • OXIDATIVE_PHOSPHORYLATION-0.400
  • E2F_TARGETS-0.300
  • FATTY_ACID_METABOLISM-0.300
  • MYC_TARGETS_V2-0.300
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.300
  • XENOBIOTIC_METABOLISM-0.300
  • COMPLEMENT-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
1ERR2208936
melanoma-umap@29
0.814
2TCGA-BH-A0W4-01A-11R-A109-07
breast-umap@18
A0.789
3SRR8613779
breast-umap@18
D0.784
4c2bfde36-4ebd-48d7-8662-cf82253a3eab
colon-landscapes@1
0.775
5TCGA-BH-A0EI-01A-11R-A115-07
breast-umap@18
B0.770
6TCGA-DQ-5631-01A-01R-1873-07
head-neck@1
0.768
7SRR8518326
breast-umap@18
E0.764
820120162.TNBC
breast-umap@18
E0.759
9TCGA-18-3409-01A-01R-0980-07
lung-landscapes@6
cohortSQ10.758
1050d521bc-fb39-4811-9126-09f092623809
colon-landscapes@1
0.757

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
ANGIOGENESIS0.400Remibrutinib— uncovered
TGF_BETA_SIGNALING0.400Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
HEDGEHOG_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
HYPOXIA0.200Idelalisib— uncovered
MITOTIC_SPINDLE0.200Inavolisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
ANDROGEN_RESPONSE0.100Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
KRAS_SIGNALING_UP0.100Inavolisib— uncovered
MYC_TARGETS_V10.100Inavolisib— uncovered
NOTCH_SIGNALING0.100Inavolisib— uncovered
PANCREAS_BETA_CELLS0.100Cobimetinib— uncovered
SPERMATOGENESIS0.100Inavolisib— uncovered