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

fe769a85-08b2-4442-aa8f-2b587e49001d

06e87f2a-42b8-5ca7-8fb0-01f8c075ae46

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

  • INTERFERON_ALPHA_RESPONSE+0.700
  • INTERFERON_GAMMA_RESPONSE+0.600
  • OXIDATIVE_PHOSPHORYLATION+0.500
  • ALLOGRAFT_REJECTION+0.400
  • DNA_REPAIR+0.300
  • MYC_TARGETS_V1+0.300
  • MYC_TARGETS_V2+0.300
  • IL6_JAK_STAT3_SIGNALING+0.200
  • APOPTOSIS+0.100
  • COMPLEMENT+0.100

Top 10 suppressed

  • EPITHELIAL_MESENCHYMAL_TRANSITION-0.400
  • NOTCH_SIGNALING-0.400
  • ANGIOGENESIS-0.300
  • ESTROGEN_RESPONSE_EARLY-0.300
  • HEDGEHOG_SIGNALING-0.300
  • TGF_BETA_SIGNALING-0.300
  • UV_RESPONSE_DN-0.300
  • WNT_BETA_CATENIN_SIGNALING-0.300
  • ANDROGEN_RESPONSE-0.200
  • KRAS_SIGNALING_DN-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
1TCGA-F7-A61S-01A-11R-A28V-07
head-neck@1
0.886
2TCGA-T2-A6WX-01A-12R-A34R-07
head-neck@1
0.876
3TCGA-TN-A7HL-01A-11R-A34R-07
head-neck@1
0.828
4MNG930
mng-umap@100
0.817
5TCGA-F7-A620-01A-11R-A28V-07
head-neck@1
0.813
6TCGA-UF-A7JT-01A-11R-A34R-07
head-neck@1
0.813
7TCGA-OL-A66H-01A-11R-A29R-07
breast-umap@18
B0.812
8a8cd01e2-f7f4-487c-8cde-4fcf21bfe0e7
colon-landscapes@1
0.812
9213f702a-56fd-4ab0-940c-a71e4e01b6f8
colon-landscapes@1
0.808
10TCGA-D8-A1XL-01A-11R-A14M-07
breast-umap@18
B0.791

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
INTERFERON_ALPHA_RESPONSE0.700Inavolisib— uncovered
INTERFERON_GAMMA_RESPONSE0.600Idelalisib— uncovered
OXIDATIVE_PHOSPHORYLATION0.500Remibrutinib— uncovered
ALLOGRAFT_REJECTION0.400Idelalisib— uncovered
DNA_REPAIR0.300Idelalisib— uncovered
MYC_TARGETS_V10.300Inavolisib— uncovered
MYC_TARGETS_V20.300Idelalisib— uncovered
IL6_JAK_STAT3_SIGNALING0.200Inavolisib— uncovered
APOPTOSIS0.100Idelalisib— uncovered
COMPLEMENT0.100Inavolisib— uncovered
FATTY_ACID_METABOLISM0.100Inavolisib— uncovered
HYPOXIA0.100Idelalisib— uncovered
P53_PATHWAY0.100Idelalisib— uncovered
PI3K_AKT_MTOR_SIGNALING0.100Inavolisib— uncovered
REACTIVE_OXYGEN_SPECIES_PATHWAY0.100Inavolisib— uncovered
UV_RESPONSE_UP0.100Idelalisib— uncovered