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

fa77d98c-c26c-4a45-8c0d-3cb11173eb38

87608700-b887-59de-b58d-31c0e4eca661

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
31.1594798083504

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+0.380
  • MYC_TARGETS_V2+0.330
  • MYC_TARGETS_V1+0.290
  • DNA_REPAIR+0.270
  • REACTIVE_OXYGEN_SPECIES_PATHWAY+0.200
  • E2F_TARGETS+0.190
  • ADIPOGENESIS+0.160
  • MYOGENESIS+0.140
  • FATTY_ACID_METABOLISM+0.130
  • UV_RESPONSE_UP+0.110

Top 10 suppressed

  • TNFA_SIGNALING_VIA_NFKB-0.390
  • IL6_JAK_STAT3_SIGNALING-0.350
  • HEDGEHOG_SIGNALING-0.340
  • PROTEIN_SECRETION-0.340
  • INTERFERON_GAMMA_RESPONSE-0.300
  • UV_RESPONSE_DN-0.300
  • WNT_BETA_CATENIN_SIGNALING-0.270
  • INFLAMMATORY_RESPONSE-0.260
  • ANDROGEN_RESPONSE-0.220
  • KRAS_SIGNALING_UP-0.220

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
1SRR17866857
colon-landscapes@1
0.842
2TCGA-MZ-A6I9-01A-11R-A31N-07
head-neck@1
0.842
3AUR-AG0J-TTM1-A-1-0-R-A743-41
breast-umap@18
E0.815
4f844415e-ca2a-4837-b050-06775fdb2ed5
colon-landscapes@1
0.814
5TCGA-KU-A6H7-06A-21R-A31N-07
head-neck@1
0.808
663bab58e-1dfd-43df-8188-4b8d766913f3
colon-landscapes@1
0.807
7TCGA-P3-A6T6-01A-11R-A34R-07
head-neck@1
0.806
8TCGA-CN-A6V7-01A-12R-A34R-07
head-neck@1
0.806
9MNG563
mng-umap@100
0.804
10TCGA-E2-A574-01A-11R-A29R-07
breast-umap@18
E0.798

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
OXIDATIVE_PHOSPHORYLATION0.380Remibrutinib— uncovered
MYC_TARGETS_V20.330Idelalisib— uncovered
MYC_TARGETS_V10.290Inavolisib— uncovered
DNA_REPAIR0.270Idelalisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.200Inavolisib— uncovered
E2F_TARGETS0.190Inavolisib— uncovered
ADIPOGENESIS0.160Inavolisib— uncovered
MYOGENESIS0.140Inavolisib— uncovered
FATTY_ACID_METABOLISM0.130Inavolisib— uncovered
UV_RESPONSE_UP0.110Idelalisib— uncovered
G2M_CHECKPOINT0.100Inavolisib— uncovered
SPERMATOGENESIS0.060Inavolisib— uncovered
APICAL_SURFACE0.050Temsirolimus— uncovered
GLYCOLYSIS0.030Inavolisib— uncovered
PEROXISOME0.030Idelalisib— uncovered
ESTROGEN_RESPONSE_LATE0.010Idelalisib— uncovered