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

d31b7542-ab53-4c4f-b070-0c50bb195d1c

733c42c7-6c70-5efb-bc97-c808a7c946b0

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+0.500
  • INTERFERON_ALPHA_RESPONSE+0.500
  • MYC_TARGETS_V1+0.500
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • G2M_CHECKPOINT+0.400
  • MTORC1_SIGNALING+0.400
  • MYC_TARGETS_V2+0.400
  • PANCREAS_BETA_CELLS+0.400
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.400
  • INTERFERON_GAMMA_RESPONSE+0.300

Top 10 suppressed

  • TGF_BETA_SIGNALING-0.400
  • APICAL_SURFACE-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • ESTROGEN_RESPONSE_LATE-0.300
  • HEDGEHOG_SIGNALING-0.300
  • KRAS_SIGNALING_DN-0.300
  • P53_PATHWAY-0.300
  • TNFA_SIGNALING_VIA_NFKB-0.300
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • APICAL_JUNCTION-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.

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

#SampleCancer typeSubtypecos similarity
1SRR8518360
breast-umap@18
E0.839
2SRR27320678
colon-landscapes@1
0.833
3SRR11296765
colon-landscapes@1
0.811
4TCGA-BH-A18U-01A-21R-A12D-07
breast-umap@18
C0.807
5SRR17866821
colon-landscapes@1
0.796
6MNG767
mng-umap@100
0.796
7TCGA-05-4415-01A-22R-1858-07
lung-landscapes@6
cohortA40.792
8SRR10841996
melanoma-umap@29
0.786
9TCGA-38-4625-01A-01R-1206-07
lung-landscapes@6
cohortA10.781
1034c0a7a8-8ce8-4a2a-9bce-939eb2f6f1d9
melanoma-umap@29
0.781

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
E2F_TARGETS0.500Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.500Inavolisib— uncovered
MYC_TARGETS_V10.500Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
G2M_CHECKPOINT0.400Inavolisib— uncovered
MTORC1_SIGNALING0.400Inavolisib— uncovered
MYC_TARGETS_V20.400Idelalisib— uncovered
PANCREAS_BETA_CELLS0.400Cobimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.400Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.300Idelalisib— uncovered
PROTEIN_SECRETION0.300Remibrutinib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.300Idelalisib— uncovered
ANGIOGENESIS0.200Remibrutinib— uncovered
DNA_REPAIR0.200Idelalisib— uncovered
GLYCOLYSIS0.200Inavolisib— uncovered
UV_RESPONSE_UP0.200Idelalisib— uncovered
ADIPOGENESIS0.100Inavolisib— uncovered
ALLOGRAFT_REJECTION0.100Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
MITOTIC_SPINDLE0.100Inavolisib— uncovered