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

  • BILE_ACID_METABOLISM+0.300
  • FATTY_ACID_METABOLISM+0.300
  • OXIDATIVE_PHOSPHORYLATION+0.300
  • PANCREAS_BETA_CELLS+0.300
  • PEROXISOME+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.200
  • NOTCH_SIGNALING+0.200
  • ADIPOGENESIS+0.100
  • ANGIOGENESIS+0.100
  • COAGULATION+0.100

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.300
  • G2M_CHECKPOINT-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • INFLAMMATORY_RESPONSE-0.300
  • INTERFERON_GAMMA_RESPONSE-0.300
  • MITOTIC_SPINDLE-0.300
  • PI3K_AKT_MTOR_SIGNALING-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • APOPTOSIS-0.200
  • E2F_TARGETS-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.

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

#SampleCancer typeSubtypecos similarity
1TCGA-CV-6937-01A-11R-2016-07
head-neck@1
0.827
2TCGA-IQ-7631-01A-11R-2081-07
head-neck@1
0.793
3SRR2775133
melanoma-umap@29
0.787
4BSR_05_0056_A4_S72
breast-umap@18
C0.772
5BS_KZPR01BD
brain-umap@2
DNET0.772
6GSM6454744
breast-umap@18
A0.758
7TCGA-78-7149-01A-11R-2039-07
lung-landscapes@6
cohortA20.756
8TCGA-CV-7414-01A-11R-2081-07
head-neck@1
0.754
9BSR_04_0128_A4_S78
breast-umap@18
B0.752
10TCGA-62-A46V-01A-11R-A24H-07
lung-landscapes@6
cohortA10.742

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
BILE_ACID_METABOLISM0.300Inavolisib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.300Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.300Cobimetinib— uncovered
PEROXISOME0.300Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
COAGULATION0.100Binimetinib— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered
MYOGENESIS0.100Inavolisib— uncovered
PROTEIN_SECRETION0.100Remibrutinib— uncovered
WNT_BETA_CATENIN_SIGNALING0.100Inavolisib— uncovered