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

  • E2F_TARGETS+0.600
  • MYC_TARGETS_V2+0.600
  • G2M_CHECKPOINT+0.500
  • MYC_TARGETS_V1+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • DNA_REPAIR+0.400
  • ANGIOGENESIS+0.300
  • FATTY_ACID_METABOLISM+0.300
  • INTERFERON_ALPHA_RESPONSE+0.300
  • MTORC1_SIGNALING+0.300

Top 10 suppressed

  • ALLOGRAFT_REJECTION-0.500
  • APICAL_SURFACE-0.400
  • HEDGEHOG_SIGNALING-0.400
  • KRAS_SIGNALING_DN-0.400
  • TGF_BETA_SIGNALING-0.400
  • TNFA_SIGNALING_VIA_NFKB-0.400
  • IL2_STAT5_SIGNALING-0.300
  • IL6_JAK_STAT3_SIGNALING-0.300
  • KRAS_SIGNALING_UP-0.300
  • WNT_BETA_CATENIN_SIGNALING-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.

10 twins match this tumor's tissue · 0 come from a different tissue of origin

#SampleCancer typeSubtypecos similarity
10f35c851-1cb8-4f75-a661-eae9111b7362
colon-landscapes@1
0.860
23fca0833-b19b-47af-b75e-c9c45a99373b
colon-landscapes@1
0.838
3C3N-00580
lung-landscapes@6
cohortA10.838
4TCGA-A8-A092-01A-11R-A00Z-07
breast-umap@18
B0.830
5SRR27320678
colon-landscapes@1
0.827
6MNG606
mng-umap@100
0.822
7SRR17866823
colon-landscapes@1
0.812
8fac69f81-0d8c-40a0-8263-b54d5f06d7b3
melanoma-umap@29
0.810
91cbc5c3a-eb0f-4492-9171-5e0a61923c33
colon-landscapes@1
0.808
10MNG241
mng-umap@100
0.801

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.600Inavolisib— uncovered
MYC_TARGETS_V20.600Idelalisib— uncovered
G2M_CHECKPOINT0.500Inavolisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
DNA_REPAIR0.400Idelalisib— uncovered
ANGIOGENESIS0.300Remibrutinib— uncovered
FATTY_ACID_METABOLISM0.300Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.300Inavolisib— uncovered
MTORC1_SIGNALING0.300Inavolisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ADIPOGENESIS0.200Inavolisib— uncovered
PEROXISOME0.200Idelalisib— uncovered
CHOLESTEROL_HOMEOSTASIS0.100Remibrutinib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered
UV_RESPONSE_UP0.100Idelalisib— uncovered