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

  • INTERFERON_ALPHA_RESPONSE+0.600
  • INTERFERON_GAMMA_RESPONSE+0.600
  • ALLOGRAFT_REJECTION+0.500
  • IL6_JAK_STAT3_SIGNALING+0.400
  • INFLAMMATORY_RESPONSE+0.400
  • APICAL_SURFACE+0.300
  • COAGULATION+0.300
  • COMPLEMENT+0.300
  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.300
  • MTORC1_SIGNALING+0.300

Top 10 suppressed

  • WNT_BETA_CATENIN_SIGNALING-0.300
  • ANGIOGENESIS-0.200
  • HEDGEHOG_SIGNALING-0.200
  • MYC_TARGETS_V1-0.200
  • OXIDATIVE_PHOSPHORYLATION-0.200
  • ANDROGEN_RESPONSE-0.100
  • ESTROGEN_RESPONSE_EARLY-0.100
  • MITOTIC_SPINDLE-0.100
  • PROTEIN_SECRETION-0.100
  • UV_RESPONSE_DN-0.100

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.

8 twins match this tumor's tissue · 2 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
1TCGA-BA-4077-01B-01R-1436-07
head-neck@1
0.813
2608d8ca8-8eeb-40a1-a95b-57eefcabbdab
colon-landscapes@1
0.806
3s0094235
melanoma-umap@29
0.805
4MDT-AP-1196
medullo-epn-umap@date-based
MedMedulloblastoma0.800
5TCGA-E9-A1ND-01A-11R-A144-07
breast-umap@18
E0.793
6ERR2208914
melanoma-umap@29
0.784
7BS_49FQXT2E
brain-umap@2
high-grade glioma0.781
8GSM6454748
breast-umap@18
C0.780
9SRR8943003
bladder-landscape@3
0.777
10TCGA-4Z-AA7W-01A-11R-A39I-07
bladder-landscape@3
0.774

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
INTERFERON_ALPHA_RESPONSE0.600Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.600Idelalisib— uncovered
ALLOGRAFT_REJECTION0.500Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.400Inavolisib— uncovered
INFLAMMATORY_RESPONSE0.400Idelalisib— uncovered
APICAL_SURFACE0.300Temsirolimus— uncovered
COAGULATION0.300Binimetinib— uncovered
COMPLEMENT0.300Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.300Inavolisib— uncovered
SPERMATOGENESIS0.300Inavolisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.200Remibrutinib— uncovered
E2F_TARGETS0.200Inavolisib— uncovered
IL2_STAT5_SIGNALING0.200Idelalisib— uncovered
KRAS_SIGNALING_DN0.200Remibrutinib— uncovered
KRAS_SIGNALING_UP0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
XENOBIOTIC_METABOLISM0.200Inavolisib— uncovered