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

e040e6c8-34e5-44fb-a6f3-c247009fccfc

1aa5b736-0686-5897-a98f-033176bc716c

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
57

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+0.580
  • ANGIOGENESIS+0.430
  • UV_RESPONSE_DN+0.430
  • HEDGEHOG_SIGNALING+0.390
  • G2M_CHECKPOINT+0.370
  • MYC_TARGETS_V2+0.330
  • APICAL_JUNCTION+0.290
  • MITOTIC_SPINDLE+0.290
  • MYOGENESIS+0.270
  • IL6_JAK_STAT3_SIGNALING+0.250

Top 10 suppressed

  • INTERFERON_ALPHA_RESPONSE-0.490
  • OXIDATIVE_PHOSPHORYLATION-0.490
  • REACTIVE_OXYGEN_SPECIES_PATHWAY-0.400
  • PANCREAS_BETA_CELLS-0.390
  • INTERFERON_GAMMA_RESPONSE-0.350
  • FATTY_ACID_METABOLISM-0.340
  • DNA_REPAIR-0.310
  • PI3K_AKT_MTOR_SIGNALING-0.300
  • PEROXISOME-0.290
  • BILE_ACID_METABOLISM-0.280

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-F7-8298-01A-11R-2403-07
head-neck@1
0.870
2SRR27320698
colon-landscapes@1
0.854
3TCGA-CN-5355-01A-01R-1436-07
head-neck@1
0.784
4f3781318-56be-4a43-b72d-a6bb65ef9a88
colon-landscapes@1
0.768
5TCGA-CN-6022-01A-21R-1686-07
head-neck@1
0.767
6TCGA-85-A50M-01A-21R-A262-07
lung-landscapes@6
cohortSQ10.764
7TCGA-CN-6989-01A-11R-1915-07
head-neck@1
0.763
821b172a2-72ce-4cfc-b021-cf8c36359feb
colon-landscapes@1
0.762
9TCGA-CR-7367-01A-11R-2016-07
head-neck@1
0.757
10TCGA-98-A539-01A-31R-A262-07
lung-landscapes@6
cohortSQ10.750

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

Pathway (elevated)tumor scoreBest drugreversal magnitude
EPITHELIAL_MESENCHYMAL_TRANSITION0.580Inavolisib— uncovered
ANGIOGENESIS0.430Remibrutinib— uncovered
UV_RESPONSE_DN0.430Inavolisib— uncovered
HEDGEHOG_SIGNALING0.390Inavolisib— uncovered
G2M_CHECKPOINT0.370Inavolisib— uncovered
MYC_TARGETS_V20.330Idelalisib— uncovered
APICAL_JUNCTION0.290Inavolisib— uncovered
MITOTIC_SPINDLE0.290Inavolisib— uncovered
MYOGENESIS0.270Inavolisib— uncovered
IL6_JAK_STAT3_SIGNALING0.250Inavolisib— uncovered
TNFA_SIGNALING_VIA_NFKB0.250Inavolisib— uncovered
E2F_TARGETS0.230Inavolisib— uncovered
TGF_BETA_SIGNALING0.230Inavolisib— uncovered
COAGULATION0.220Binimetinib— uncovered
INFLAMMATORY_RESPONSE0.190Idelalisib— uncovered
HYPOXIA0.140Idelalisib— uncovered
KRAS_SIGNALING_UP0.120Inavolisib— uncovered
WNT_BETA_CATENIN_SIGNALING0.110Inavolisib— uncovered
APICAL_SURFACE0.100Temsirolimus— uncovered
KRAS_SIGNALING_DN0.100Remibrutinib— uncovered