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

4ea93d27-97e3-40bd-8734-d026e48fbbe4

0055e401-701d-5bdd-a16e-dfee706fefc1

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

  • OXIDATIVE_PHOSPHORYLATION+0.500
  • PANCREAS_BETA_CELLS+0.400
  • HYPOXIA+0.300
  • MYC_TARGETS_V1+0.300
  • ADIPOGENESIS+0.200
  • HEDGEHOG_SIGNALING+0.200
  • MTORC1_SIGNALING+0.200
  • PROTEIN_SECRETION+0.200
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200
  • TNFA_SIGNALING_VIA_NFKB+0.200

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.500
  • E2F_TARGETS-0.400
  • INTERFERON_GAMMA_RESPONSE-0.400
  • MITOTIC_SPINDLE-0.400
  • ALLOGRAFT_REJECTION-0.300
  • G2M_CHECKPOINT-0.300
  • NOTCH_SIGNALING-0.300
  • APICAL_JUNCTION-0.200
  • APICAL_SURFACE-0.200
  • IL6_JAK_STAT3_SIGNALING-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
1C3L-01632
lung-landscapes@6
cohortA40.808
2SRR10899980
melanoma-umap@29
0.771
3MNG999
mng-umap@100
0.762
4TCGA-CQ-6228-01A-11R-1915-07
head-neck@1
0.730
5MBCProject_0755_T1_RNA
breast-umap@18
B0.715
6R148
bladder-landscape@3
0.708
7TCGA-AQ-A04L-01B-21R-A10J-07
breast-umap@18
C0.705
8TCGA-AO-A12G-01A-11R-A10J-07
breast-umap@18
A0.688
98f673a13-7f81-4685-a415-645ff6b5e2fb
colon-landscapes@1
0.682
10MNG624
mng-umap@100
0.680

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
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
PANCREAS_BETA_CELLS0.400Cobimetinib— uncovered
HYPOXIA0.300Idelalisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
ADIPOGENESIS0.200Inavolisib— uncovered
HEDGEHOG_SIGNALING0.200Inavolisib— uncovered
MTORC1_SIGNALING0.200Inavolisib— uncovered
PROTEIN_SECRETION0.200Remibrutinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.200Inavolisib— uncovered
UNFOLDED_PROTEIN_RESPONSE0.200Idelalisib— uncovered
ANGIOGENESIS0.100Remibrutinib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
BILE_ACID_METABOLISM0.100Inavolisib— uncovered
EPITHELIAL_MESENCHYMAL_TRANSITION0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_EARLY0.100Inavolisib— uncovered
ESTROGEN_RESPONSE_LATE0.100Idelalisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
GLYCOLYSIS0.100Inavolisib— uncovered
HEME_METABOLISM0.100Temsirolimus— uncovered