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

21f65654-07a2-4b27-b511-2497fa298d0e

c9b85a2e-15a8-5439-9486-11156fa2af9d

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
age_years
65.5030800821355

GSVA pathway preview (50 Hallmark scores)

MeasuredDerivedReference

Top 10 most elevated and top 10 most suppressed Hallmark pathways for this sample.

Top 10 elevated

  • EPITHELIAL_MESENCHYMAL_TRANSITION+0.440
  • INTERFERON_ALPHA_RESPONSE+0.440
  • MYC_TARGETS_V1+0.400
  • OXIDATIVE_PHOSPHORYLATION+0.370
  • COAGULATION+0.360
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.350
  • INTERFERON_GAMMA_RESPONSE+0.340
  • IL6_JAK_STAT3_SIGNALING+0.260
  • UV_RESPONSE_UP+0.260
  • ALLOGRAFT_REJECTION+0.230

Top 10 suppressed

  • MITOTIC_SPINDLE-0.350
  • G2M_CHECKPOINT-0.270
  • UV_RESPONSE_DN-0.250
  • CHOLESTEROL_HOMEOSTASIS-0.200
  • HEDGEHOG_SIGNALING-0.190
  • HEME_METABOLISM-0.180
  • KRAS_SIGNALING_DN-0.160
  • E2F_TARGETS-0.140
  • ANDROGEN_RESPONSE-0.120
  • PROTEIN_SECRETION-0.110

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
1cddceb59-733b-48d1-9b75-46c9949f7794
colon-landscapes@1
0.780
2MNG1091
mng-umap@100
0.771
3TCGA-CV-A6JD-01A-11R-A31N-07
head-neck@1
0.741
4C884FB38-DE5C-48BA-95F1-4ABD2991E833
brain-umap@2
0.739
5TCGA-64-5781-01A-01R-1628-07
lung-landscapes@6
cohortA40.725
6MNG1097
mng-umap@100
0.721
7MNG478
mng-umap@100
0.717
865DAB913-D39C-4AC4-BB1C-10E58914571F
brain-umap@2
0.715
9MNG302
mng-umap@100
0.713
10TCGA-D8-A1Y2-01A-11R-A157-07
breast-umap@18
C0.712

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
EPITHELIAL_MESENCHYMAL_TRANSITION0.440Inavolisib— uncovered
INTERFERON_ALPHA_RESPONSE0.440Inavolisib— uncovered
MYC_TARGETS_V10.400Inavolisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.370Remibrutinib— uncovered
COAGULATION0.360Binimetinib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.350Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.340Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.260Inavolisib— uncovered
UV_RESPONSE_UP0.260Idelalisib— uncovered
ALLOGRAFT_REJECTION0.230Idelalisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.220Inavolisib— uncovered
XENOBIOTIC_METABOLISM0.220Inavolisib— uncovered
DNA_REPAIR0.210Idelalisib— uncovered
COMPLEMENT0.170Inavolisib— uncovered
KRAS_SIGNALING_UP0.170Inavolisib— uncovered
P53_PATHWAY0.160Idelalisib— uncovered
IL2_STAT5_SIGNALING0.130Idelalisib— uncovered
MYC_TARGETS_V20.130Idelalisib— uncovered
MYOGENESIS0.130Inavolisib— uncovered
PANCREAS_BETA_CELLS0.130Cobimetinib— uncovered