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

27f76511-b825-41a5-a0b5-257c80223d8b

c22f5d16-80fb-51f6-a0eb-71348c7b1087

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

  • E2F_TARGETS+0.600
  • G2M_CHECKPOINT+0.600
  • MYC_TARGETS_V1+0.500
  • MITOTIC_SPINDLE+0.400
  • MYC_TARGETS_V2+0.400
  • ANDROGEN_RESPONSE+0.300
  • ANGIOGENESIS+0.300
  • MTORC1_SIGNALING+0.300
  • MYOGENESIS+0.300
  • TGF_BETA_SIGNALING+0.300

Top 10 suppressed

  • CHOLESTEROL_HOMEOSTASIS-0.300
  • COAGULATION-0.300
  • BILE_ACID_METABOLISM-0.200
  • ESTROGEN_RESPONSE_EARLY-0.200
  • KRAS_SIGNALING_DN-0.200
  • NOTCH_SIGNALING-0.200
  • PANCREAS_BETA_CELLS-0.200
  • APICAL_SURFACE-0.100
  • ESTROGEN_RESPONSE_LATE-0.100
  • HEDGEHOG_SIGNALING-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.

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

#SampleCancer typeSubtypecos similarity
1SRR934852
brain-umap@2
0.844
24d36189e-fe88-4cfb-970b-a51b8e9e0783
melanoma-umap@29
0.831
3040cf8cf-7b9d-4873-a51d-ba13bba4201a
melanoma-umap@29
0.821
4HLF_LIVER
ccle-hcc@v2024.1
HCC0.812
5SRR934804
brain-umap@2
0.801
6TCGA-91-6848-01A-11R-1949-07
lung-landscapes@6
cohortA10.797
7SRR934813
brain-umap@2
0.794
8SRR934902
brain-umap@2
0.793
9s0122158
melanoma-umap@29
0.786
10SRR934935
brain-umap@2
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 28 elevated pathways have at least one drug that meaningfully reverses them.

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.600Inavolisib— uncovered
G2M_CHECKPOINT0.600Inavolisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
MITOTIC_SPINDLE0.400Inavolisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
ANDROGEN_RESPONSE0.300Inavolisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
MYOGENESIS0.300Inavolisib— uncovered
TGF_BETA_SIGNALING0.300Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ALLOGRAFT_REJECTION0.200Idelalisib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.200Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.200Idelalisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
APICAL_JUNCTION0.100Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered