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

c52d39b7-3811-41e5-bdc8-9ed59632a903

76abf793-3e58-5d2c-ad3e-a842322fa547

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+0.400
  • CHOLESTEROL_HOMEOSTASIS+0.400
  • ESTROGEN_RESPONSE_EARLY+0.400
  • ESTROGEN_RESPONSE_LATE+0.400
  • KRAS_SIGNALING_DN+0.400
  • APICAL_SURFACE+0.300
  • COAGULATION+0.300
  • FATTY_ACID_METABOLISM+0.300
  • ADIPOGENESIS+0.200
  • ANDROGEN_RESPONSE+0.200

Top 10 suppressed

  • DNA_REPAIR-0.600
  • MYC_TARGETS_V1-0.600
  • MYC_TARGETS_V2-0.600
  • E2F_TARGETS-0.500
  • G2M_CHECKPOINT-0.400
  • INTERFERON_ALPHA_RESPONSE-0.400
  • UNFOLDED_PROTEIN_RESPONSE-0.400
  • INTERFERON_GAMMA_RESPONSE-0.300
  • MITOTIC_SPINDLE-0.300
  • OXIDATIVE_PHOSPHORYLATION-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.

6 twins match this tumor's tissue · 4 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1ERR2208930
melanoma-umap@29
0.915
2BS_GYA4V1RD
brain-umap@2
pilocytic astrocytoma0.857
3s0112281
melanoma-umap@29
0.836
4BS_GV3NZ9QD
medullo-epn-umap@date-based
EPNEPN Tumor0.827
57645a3b1-639d-4677-8bcf-c16df24fcc2b
melanoma-umap@29
0.827
6s0122230
melanoma-umap@29
0.825
7SRR1409305
brain-umap@2
GTEX0.821
8BS_1G3WYEN3
brain-umap@2
low-grade glioma0.821
9SRR1313091
breast-umap@18
A0.818
10s0112300
melanoma-umap@29
0.808

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
BILE_ACID_METABOLISM0.400Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.400Remibrutinib— uncovered
ESTROGEN_RESPONSE_EARLY0.400Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.400Idelalisib— uncovered
KRAS_SIGNALING_DN0.400Remibrutinib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
COAGULATION0.300Binimetinib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
ADIPOGENESIS0.200Inavolisib— uncovered
ANDROGEN_RESPONSE0.200Inavolisib— uncovered
APICAL_JUNCTION0.200Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.200Idelalisib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
MYOGENESIS0.200Inavolisib— uncovered
NOTCH_SIGNALING0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
UV_RESPONSE_DN0.200Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.200Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.100Inavolisib— uncovered